diff --git a/index.html b/index.html
index d8881928..26d9eae1 100644
--- a/index.html
+++ b/index.html
@@ -5,14 +5,14 @@
 <meta charset="utf-8">
 <meta http-equiv="X-UA-Compatible" content="IE=edge">
 <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
-<meta name="description" content="SCP provides a comprehensive set of tools for single cell data processing and downstream analysis.">
+<meta name="description" content="An end-to-end Single-Cell Pipeline designed to facilitate comprehensive analysis and exploration of single-cell data.">
 <title>Single Cell Pipeline • SCP</title>
 <script src="deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
 <link href="deps/bootstrap-5.2.2/bootstrap.min.css" rel="stylesheet">
 <script src="deps/bootstrap-5.2.2/bootstrap.bundle.min.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous">
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 <!-- bootstrap-toc --><script src="https://cdn.jsdelivr.net/gh/afeld/bootstrap-toc@v1.0.1/dist/bootstrap-toc.min.js" integrity="sha256-4veVQbu7//Lk5TSmc7YV48MxtMy98e26cf5MrgZYnwo=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- search --><script src="https://cdnjs.cloudflare.com/ajax/libs/fuse.js/6.4.6/fuse.js" integrity="sha512-zv6Ywkjyktsohkbp9bb45V6tEMoWhzFzXis+LrMehmJZZSys19Yxf1dopHx7WzIKxr5tK2dVcYmaCk2uqdjF4A==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/autocomplete.js/0.38.0/autocomplete.jquery.min.js" integrity="sha512-GU9ayf+66Xx2TmpxqJpliWbT5PiGYxpaG8rfnBEk1LL8l1KGkRShhngwdXK1UgqhAzWpZHSiYPc09/NwDQIGyg==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mark.js/8.11.1/mark.min.js" integrity="sha512-5CYOlHXGh6QpOFA/TeTylKLWfB3ftPsde7AnmhuitiTX4K5SqCLBeKro6sPS8ilsz1Q4NRx3v8Ko2IBiszzdww==" crossorigin="anonymous"></script><!-- pkgdown --><script src="pkgdown.js"></script><meta property="og:title" content="Single Cell Pipeline">
-<meta property="og:description" content="SCP provides a comprehensive set of tools for single cell data processing and downstream analysis.">
+<meta property="og:description" content="An end-to-end Single-Cell Pipeline designed to facilitate comprehensive analysis and exploration of single-cell data.">
 <!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
@@ -382,6 +382,9 @@ <h3 id="paga-analysis">PAGA analysis<a class="anchor" aria-label="anchor" href="
 <div class="section level3">
 <h3 id="velocity-analysis">Velocity analysis<a class="anchor" aria-label="anchor" href="#velocity-analysis"></a>
 </h3>
+<blockquote>
+<p>To estimate cell velocity, you need to have both “spliced” and “unspliced” assays in your Seurat object. You can generate these matrices using <a href="http://velocyto.org/velocyto.py/index.html" class="external-link">velocyto</a>, <a href="https://bustools.github.io/BUS_notebooks_R/velocity.html" class="external-link">bustools</a>, or <a href="https://combine-lab.github.io/alevin-fry-tutorials/2021/alevin-fry-velocity/" class="external-link">alevin</a>.</p>
+</blockquote>
 <div class="sourceCode" id="cb29"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="reference/RunSCVELO.html">RunSCVELO</a></span><span class="op">(</span></span>
 <span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"SubCellType"</span>,</span>
@@ -404,11 +407,11 @@ <h3 id="differential-expression-analysis">Differential expression analysis<a cla
 <code class="sourceCode R"><span><span class="va">DEGs</span> <span class="op">&lt;-</span> <span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span></span>
 <span><span class="va">DEGs</span> <span class="op">&lt;-</span> <span class="va">DEGs</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/with.html" class="external-link">with</a></span><span class="op">(</span><span class="va">DEGs</span>, <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span> <span class="op">&amp;</span> <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span><span class="op">)</span>, <span class="op">]</span></span>
 <span><span class="co"># Annotate features with transcription factors and surface proteins</span></span>
-<span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="reference/AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"SP"</span><span class="op">)</span><span class="op">)</span></span>
+<span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="reference/AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span><span class="op">)</span></span>
 <span><span class="va">ht</span> <span class="op">&lt;-</span> <span class="fu"><a href="reference/FeatureHeatmap.html">FeatureHeatmap</a></span><span class="op">(</span></span>
 <span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"CellType"</span>, features <span class="op">=</span> <span class="va">DEGs</span><span class="op">$</span><span class="va">gene</span>, feature_split <span class="op">=</span> <span class="va">DEGs</span><span class="op">$</span><span class="va">group1</span>,</span>
 <span>  species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"GO_BP"</span>, <span class="st">"KEGG"</span>, <span class="st">"WikiPathway"</span><span class="op">)</span>, anno_terms <span class="op">=</span> <span class="cn">TRUE</span>,</span>
-<span>  feature_annotation <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"SP"</span><span class="op">)</span>, feature_annotation_palcolor <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"gold"</span>, <span class="st">"steelblue"</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"forestgreen"</span><span class="op">)</span><span class="op">)</span>,</span>
+<span>  feature_annotation <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span>, feature_annotation_palcolor <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"gold"</span>, <span class="st">"steelblue"</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"forestgreen"</span><span class="op">)</span><span class="op">)</span>,</span>
 <span>  height <span class="op">=</span> <span class="fl">5</span>, width <span class="op">=</span> <span class="fl">4</span></span>
 <span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">ht</span><span class="op">$</span><span class="va">plot</span><span class="op">)</span></span></code></pre></div>
@@ -445,6 +448,9 @@ <h3 id="enrichment-analysisover-representation">Enrichment analysis(over-represe
 <span>  plot_type <span class="op">=</span> <span class="st">"network"</span></span>
 <span><span class="op">)</span></span></code></pre></div>
 <p><img src="README/README-RunEnrichment-4.png" width="100%" style="display: block; margin: auto;"></p>
+<blockquote>
+<p>To ensure that labels are visible, you can adjust the size of the viewer panel on Rstudio IDE.</p>
+</blockquote>
 <div class="sourceCode" id="cb37"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu"><a href="reference/EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span></span>
 <span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Ductal"</span>,</span>
@@ -463,7 +469,7 @@ <h3 id="enrichment-analysisgsea">Enrichment analysis(GSEA)<a class="anchor" aria
 <span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>,</span>
 <span>  DE_threshold <span class="op">=</span> <span class="st">"p_val_adj &lt; 0.05"</span></span>
 <span><span class="op">)</span></span>
-<span><span class="fu"><a href="reference/GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Endocrine"</span>, geneSetID <span class="op">=</span> <span class="st">"GO:0007186"</span><span class="op">)</span></span></code></pre></div>
+<span><span class="fu"><a href="reference/GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Endocrine"</span>, id_use <span class="op">=</span> <span class="st">"GO:0007186"</span><span class="op">)</span></span></code></pre></div>
 <p><img src="README/README-RunGSEA-1.png" width="100%" style="display: block; margin: auto;"></p>
 <div class="sourceCode" id="cb40"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu"><a href="reference/GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></code></pre></div>
@@ -493,7 +499,7 @@ <h3 id="dynamic-features">Dynamic features<a class="anchor" aria-label="anchor"
 <span>  species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, anno_terms <span class="op">=</span> <span class="cn">TRUE</span>, anno_keys <span class="op">=</span> <span class="cn">TRUE</span>, anno_features <span class="op">=</span> <span class="cn">TRUE</span>,</span>
 <span>  heatmap_palette <span class="op">=</span> <span class="st">"viridis"</span>, cell_annotation <span class="op">=</span> <span class="st">"SubCellType"</span>,</span>
 <span>  separate_annotation <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="st">"SubCellType"</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Nnat"</span>, <span class="st">"Irx1"</span><span class="op">)</span><span class="op">)</span>, separate_annotation_palette <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Paired"</span>, <span class="st">"Set1"</span><span class="op">)</span>,</span>
-<span>  feature_annotation <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"SP"</span><span class="op">)</span>, feature_annotation_palcolor <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"gold"</span>, <span class="st">"steelblue"</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"forestgreen"</span><span class="op">)</span><span class="op">)</span>,</span>
+<span>  feature_annotation <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span>, feature_annotation_palcolor <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"gold"</span>, <span class="st">"steelblue"</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"forestgreen"</span><span class="op">)</span><span class="op">)</span>,</span>
 <span>  pseudotime_label <span class="op">=</span> <span class="fl">25</span>, pseudotime_label_color <span class="op">=</span> <span class="st">"red"</span>,</span>
 <span>  height <span class="op">=</span> <span class="fl">5</span>, width <span class="op">=</span> <span class="fl">2</span></span>
 <span><span class="op">)</span></span>
diff --git a/pkgdown.yml b/pkgdown.yml
index c351f619..c0c42327 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,7 +2,7 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-09-01T05:02Z
+last_built: 2023-09-08T15:18Z
 urls:
   reference: https://zhanghao-njmu.github.io/SCP/reference
   article: https://zhanghao-njmu.github.io/SCP/articles
diff --git a/reference/AnnotateFeatures.html b/reference/AnnotateFeatures.html
index 508de5a4..27af718f 100644
--- a/reference/AnnotateFeatures.html
+++ b/reference/AnnotateFeatures.html
@@ -86,6 +86,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: GeneType</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: Enzyme</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: TF</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "openxlsx" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package(s) 'BiocVersion', 'openxlsx'</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: CSPA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: VerSeDa</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Connect to the Ensembl archives...</span>
diff --git a/reference/CellCorHeatmap.html b/reference/CellCorHeatmap.html
index 7ba53413..2fdf49e1 100644
--- a/reference/CellCorHeatmap.html
+++ b/reference/CellCorHeatmap.html
@@ -132,22 +132,22 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:46.074888] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:46.076055] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:32.574213] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:32.575756] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:47.130293] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:47.130488] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:47.301688] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:48.162095] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:48.279286] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:48.564533] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:33.795092] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:33.795317] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:34.013223] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:35.10613] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:35.247365] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:35.62372] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:55.006887] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 8.93 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:44.18708] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.61 secs </span>
 <span class="r-in"><span><span class="va">ht1</span> <span class="op">&lt;-</span> <span class="fu">CellCorHeatmap</span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, query_group <span class="op">=</span> <span class="st">"SubCellType"</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use the HVF to calculate distance metric.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use 2000 features to calculate distance.</span>
@@ -165,8 +165,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RenameFeatures.html">RenameFeatures</a></span><span class="op">(</span><span class="va">panc8_sub</span>, newnames <span class="op">=</span> <span class="va">genenames</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Rename features for the assay: RNA</span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="check_srtMerge.html">check_srtMerge</a></span><span class="op">(</span><span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span><span class="op">)</span><span class="op">[[</span><span class="st">"srtMerge"</span><span class="op">]</span><span class="op">]</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:57.98962] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:04:58.54543] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:47.99782] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:48.735453] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -179,7 +179,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:02.761989] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:21:53.922425] Finished checking.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">ht2</span> <span class="op">&lt;-</span> <span class="fu">CellCorHeatmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, srt_ref <span class="op">=</span> <span class="va">panc8_sub</span>, nlabel <span class="op">=</span> <span class="fl">3</span>, label_cutoff <span class="op">=</span> <span class="fl">0.6</span>,</span></span>
diff --git a/reference/CellDimPlot.html b/reference/CellDimPlot.html
index 011ee450..f6b9bc27 100644
--- a/reference/CellDimPlot.html
+++ b/reference/CellDimPlot.html
@@ -725,22 +725,22 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Show neighbors graphs on the plot</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:58.344613] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:58.344788] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:05.591646] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:05.591854] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:59.324212] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:59.324386] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:05:59.433965] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:06:00.162208] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:06:00.274367] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:06:00.483003] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:06.606901] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:06.607123] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:06.742355] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:07.604861] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:07.734326] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:07.999694] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:06:07.642434] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 9.3 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:23:17.532895] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.94 secs </span>
 <span class="r-in"><span><span class="fu">CellDimPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"CellType"</span>, reduction <span class="op">=</span> <span class="st">"UMAP"</span>, graph <span class="op">=</span> <span class="st">"Standardpca_SNN"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="CellDimPlot-15.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">CellDimPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"CellType"</span>, reduction <span class="op">=</span> <span class="st">"UMAP"</span>, graph <span class="op">=</span> <span class="st">"Standardpca_SNN"</span>, edge_color <span class="op">=</span> <span class="st">"grey80"</span><span class="op">)</span></span></span>
@@ -766,7 +766,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunPAGA.html">RunPAGA</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"SubCellType"</span>, linear_reduction <span class="op">=</span> <span class="st">"PCA"</span>, nonlinear_reduction <span class="op">=</span> <span class="st">"UMAP"</span>, return_seurat <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>SCP_env python environment does not exist. Create it with the PrepareEnv function...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> + /usr/share/miniconda/bin/conda 'create' '--yes' '--name' 'SCP_env' 'python=3.8' '--quiet' '-c' 'conda-forge'</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Try to install numpy==1.21.6,numba==0.55.2,scikit-learn==1.1.2,pandas==1.3.5,python-igraph==0.10.2,matplotlib==3.6.3,palantir==1.0.1,scipy,versioned-hdf5,leidenalg,scanpy,scvelo ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Try to install numpy==1.21.6,numba==0.55.2,scikit-learn==1.1.2,pandas==1.3.5,python-igraph==0.10.2,matplotlib==3.6.3,palantir==1.0.1,wot==1.0.8.post2,scipy,versioned-hdf5,leidenalg,scanpy,scvelo ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ====================== SCP conda environment ======================</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> conda: /usr/share/miniconda/bin/conda</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> environment: /usr/share/miniconda/envs/SCP_env</span>
diff --git a/reference/CellDimPlot3D.html b/reference/CellDimPlot3D.html
index f6627cf2..a3e12951 100644
--- a/reference/CellDimPlot3D.html
+++ b/reference/CellDimPlot3D.html
@@ -144,29 +144,29 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:49.266072] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:49.266266] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:46.628599] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:46.628834] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:50.335164] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:50.335369] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:50.488518] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:51.208213] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:51.321327] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:51.499216] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:47.919085] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:47.919318] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:48.06459] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:48.932478] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:49.063243] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:49.290613] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:08:58.444325] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 9.18 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:26:57.870892] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.24 secs </span>
 <span class="r-in"><span><span class="fu">CellDimPlot3D</span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="st">"StandardpcaUMAP3D"</span><span class="op">)</span></span></span>
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/>group.by:Ductal<br />color:Ductal","Cell:AGTGTCATCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATGAAAAGTTGTAGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACAGTACATCCGTGG<br />group.by:Beta<br />color:Beta","Cell:CGGAGCTCATTGGGCC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTGTGACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAACAAGGTTCT<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGGTGGGTT<br />group.by:Beta<br />color:Beta","Cell:TGCGTGGGTCCCTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTCTTCTCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTGGACACGAAGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACATCAGCAATATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACACAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:ACGGCCACACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCTACAGATGCGAC<br />group.by:Beta<br />color:Beta","Cell:CTCACACGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAAGCAACACGGTAAG<br />group.by:Ductal<br />color:Ductal","Cell:CATCGGGCACGTTGGC<br />group.by:Epsilon<br />color:Epsilon","Cell:ATCATCTGTGTTTGTG<br />group.by:Delta<br />color:Delta","Cell:CAAGGCCCAAGAAAGG<br />group.by:Beta<br />color:Beta","Cell:AGATCTGGTTCGGCAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCTGGTCAAGACACG<br />group.by:Beta<br />color:Beta","Cell:TACAGTGTCCCTAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAGATCAGCATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACTCCACATATGGTC<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTGTTCCAACA<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCCAATAGCAA<br />group.by:Beta<br />color:Beta","Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon","Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon","Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta","Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta","Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta","Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal","Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta","Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta","Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha","Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta","Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha","Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta","Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta","Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha","Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta","Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha","Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta","Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha","Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon","Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal","Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta","Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha","Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal","Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta","Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta","Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta","Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha","Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta","Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal","Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta","Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta","Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta","Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta","Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta","Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha","Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal","Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta","Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta","Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha","Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha","Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta","Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha","Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha","Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha","Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha","Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal","Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha","Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta","Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha","Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon","Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta","Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta","Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta","Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha","Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta","Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha","Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta","Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta","Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha","Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta","Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta","Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta","Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha","Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta","Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta","Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon","Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta","Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha","Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta","Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta","Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta","Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal","Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal","Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal","Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal","Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha","Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal","Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta","Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta","Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal","Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha","Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta","Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta","Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta","Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta","Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta","Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal","Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha","Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha","Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta","Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta","Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta","Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal","Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta","Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta","Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha","Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon","Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta","Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta","Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha","Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha","Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta","Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta","Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal","Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta","Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta","Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta","Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta","Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta","Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon","Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta","Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta","Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal","Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta","Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta","Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta","Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta","Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon","Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha","Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal","Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha","Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta","Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta","Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal","Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal","Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta","Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta","Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha","Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha","Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta","Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha","Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta","Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta","Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal","Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha","Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta","Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal","Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta","Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta","Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha","Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta","Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta","Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha","Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta","Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta","Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha","Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta","Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha","Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta","Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta","Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha","Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha","Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha","Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta","Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha","Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta","Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta","Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha","Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta","Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta","Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha","Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha","Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta","Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta","Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha","Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta","Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha","Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha","Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha","Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha","Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha","Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha","Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta","Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta","Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta","Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta","Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta","Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha","Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta","Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta","Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta","Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha","Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta","Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta","Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha","Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta","Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha","Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta","Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta","Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta","Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha","Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta","Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta","Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta","Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta","Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta","Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha","Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta","Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta","Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta","Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta","Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon","Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha","Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta","Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta","Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha","Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta","Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha","Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha","Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta","Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta","Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha","Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta","Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon","Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha","Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta","Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta","Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha","Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal","Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon","Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha","Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha","Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha","Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal","Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta","Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha","Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta","Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta","Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta","Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta","Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta","Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta","Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha","Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal","Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta","Cell:CACCACTCACGAAATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTAGGCTCGCGCCAA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGTTTCTCTGCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCCGCGGTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTTCTGAGCCCAGCT<br />group.by:Beta<br />color:Beta","Cell:TCACGAATCCTATGTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACGCAGCGTGGCTCCA<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCAAGGCTT<br />group.by:Alpha<br />color:Alpha","Cell:ATAACGCAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATTCTACTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCCAAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGGCGTG<br />group.by:Delta<br />color:Delta","Cell:TGCCCTAAGTCCGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGGAATGAGGAGCGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACAGGCTCAAGATCC<br />group.by:Beta<br />color:Beta","Cell:ACGAGCCAGTTCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGGGTTCGCCATAA<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGAGTACCG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCCTAAAGCCCAACC<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGGTCTAGCCG<br />group.by:Alpha<br />color:Alpha","Cell:AGTGGGACAGTATCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAACCAATCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCATCTTGACGA<br />group.by:Ductal<br />color:Ductal","Cell:CGTCCATCAGTCGTGC<br />group.by:Beta<br />color:Beta","Cell:GTTTCTAGTCCTCTTG<br />group.by:Alpha<br />color:Alpha","Cell:GCACATACATTACGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGGGAGTCGGTTCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATAAGAGTCCGAACGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCGAAGCTTCGCG<br />group.by:Alpha<br 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/>color:Ductal","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCCAATCGGACAAG<br 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/>group.by:Ductal<br />color:Ductal","Cell:AGTGTCATCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATGAAAAGTTGTAGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACAGTACATCCGTGG<br />group.by:Beta<br />color:Beta","Cell:CGGAGCTCATTGGGCC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTGTGACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAACAAGGTTCT<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGGTGGGTT<br />group.by:Beta<br />color:Beta","Cell:TGCGTGGGTCCCTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTCTTCTCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTGGACACGAAGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACATCAGCAATATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACACAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:ACGGCCACACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCTACAGATGCGAC<br />group.by:Beta<br />color:Beta","Cell:CTCACACGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAAGCAACACGGTAAG<br />group.by:Ductal<br />color:Ductal","Cell:CATCGGGCACGTTGGC<br />group.by:Epsilon<br />color:Epsilon","Cell:ATCATCTGTGTTTGTG<br />group.by:Delta<br />color:Delta","Cell:CAAGGCCCAAGAAAGG<br />group.by:Beta<br />color:Beta","Cell:AGATCTGGTTCGGCAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCTGGTCAAGACACG<br />group.by:Beta<br />color:Beta","Cell:TACAGTGTCCCTAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAGATCAGCATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACTCCACATATGGTC<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTGTTCCAACA<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCCAATAGCAA<br />group.by:Beta<br />color:Beta","Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon","Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon","Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta","Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta","Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta","Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal","Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta","Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta","Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha","Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta","Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha","Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta","Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta","Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha","Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta","Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha","Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta","Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha","Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon","Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal","Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta","Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha","Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal","Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta","Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta","Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta","Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha","Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta","Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal","Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta","Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta","Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta","Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta","Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta","Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha","Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal","Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta","Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta","Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha","Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha","Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta","Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha","Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha","Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha","Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha","Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal","Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha","Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta","Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha","Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon","Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta","Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta","Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta","Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha","Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta","Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha","Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta","Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta","Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha","Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta","Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta","Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta","Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha","Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta","Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta","Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon","Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta","Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha","Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta","Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta","Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta","Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal","Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal","Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal","Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal","Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha","Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal","Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta","Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta","Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal","Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha","Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta","Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta","Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta","Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta","Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta","Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal","Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha","Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha","Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta","Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta","Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta","Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal","Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta","Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta","Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha","Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon","Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta","Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta","Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha","Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha","Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta","Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta","Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal","Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta","Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta","Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta","Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta","Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta","Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon","Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta","Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta","Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal","Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta","Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta","Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta","Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta","Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon","Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha","Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal","Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha","Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta","Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta","Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal","Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal","Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta","Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta","Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha","Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha","Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta","Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha","Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta","Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta","Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal","Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha","Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta","Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal","Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta","Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta","Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha","Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta","Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta","Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha","Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta","Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta","Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha","Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta","Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha","Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta","Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta","Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha","Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha","Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha","Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta","Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha","Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta","Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta","Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha","Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta","Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta","Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha","Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha","Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta","Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta","Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha","Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta","Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha","Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha","Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha","Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha","Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha","Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha","Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta","Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta","Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta","Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta","Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta","Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha","Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta","Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta","Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta","Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha","Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta","Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta","Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha","Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta","Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha","Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta","Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta","Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta","Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha","Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta","Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta","Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta","Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta","Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta","Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha","Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta","Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta","Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta","Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta","Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon","Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha","Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta","Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta","Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha","Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta","Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha","Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha","Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta","Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta","Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha","Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta","Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon","Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha","Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta","Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta","Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha","Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal","Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon","Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha","Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha","Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha","Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal","Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta","Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha","Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta","Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta","Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta","Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta","Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta","Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta","Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha","Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal","Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta","Cell:CACCACTCACGAAATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTAGGCTCGCGCCAA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGTTTCTCTGCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCCGCGGTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTTCTGAGCCCAGCT<br />group.by:Beta<br />color:Beta","Cell:TCACGAATCCTATGTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACGCAGCGTGGCTCCA<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCAAGGCTT<br />group.by:Alpha<br />color:Alpha","Cell:ATAACGCAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATTCTACTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCCAAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGGCGTG<br />group.by:Delta<br />color:Delta","Cell:TGCCCTAAGTCCGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGGAATGAGGAGCGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACAGGCTCAAGATCC<br />group.by:Beta<br />color:Beta","Cell:ACGAGCCAGTTCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGGGTTCGCCATAA<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGAGTACCG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCCTAAAGCCCAACC<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGGTCTAGCCG<br />group.by:Alpha<br />color:Alpha","Cell:AGTGGGACAGTATCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAACCAATCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCATCTTGACGA<br />group.by:Ductal<br />color:Ductal","Cell:CGTCCATCAGTCGTGC<br />group.by:Beta<br />color:Beta","Cell:GTTTCTAGTCCTCTTG<br />group.by:Alpha<br />color:Alpha","Cell:GCACATACATTACGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGGGAGTCGGTTCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATAAGAGTCCGAACGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCGAAGCTTCGCG<br />group.by:Alpha<br 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/>color:Ductal","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCCAATCGGACAAG<br 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 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunSlingshot.html">RunSlingshot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="st">"StandardpcaUMAP3D"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu">CellDimPlot3D</span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="st">"StandardpcaUMAP3D"</span>, lineages <span class="op">=</span> <span class="st">"Lineage1"</span><span class="op">)</span></span></span>
 <div id="htmlwidget-262c21b0dea72e2605ed" style="width:700px;height:432.632880098888px;" class="plotly html-widget "></div>
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/>group.by:Ductal<br />color:Ductal","Cell:AGTGTCATCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATGAAAAGTTGTAGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACAGTACATCCGTGG<br />group.by:Beta<br />color:Beta","Cell:CGGAGCTCATTGGGCC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTGTGACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAACAAGGTTCT<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGGTGGGTT<br />group.by:Beta<br />color:Beta","Cell:TGCGTGGGTCCCTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTCTTCTCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTGGACACGAAGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACATCAGCAATATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACACAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:ACGGCCACACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCTACAGATGCGAC<br />group.by:Beta<br />color:Beta","Cell:CTCACACGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAAGCAACACGGTAAG<br />group.by:Ductal<br />color:Ductal","Cell:CATCGGGCACGTTGGC<br />group.by:Epsilon<br />color:Epsilon","Cell:ATCATCTGTGTTTGTG<br />group.by:Delta<br />color:Delta","Cell:CAAGGCCCAAGAAAGG<br />group.by:Beta<br />color:Beta","Cell:AGATCTGGTTCGGCAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCTGGTCAAGACACG<br />group.by:Beta<br />color:Beta","Cell:TACAGTGTCCCTAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAGATCAGCATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACTCCACATATGGTC<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTGTTCCAACA<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCCAATAGCAA<br />group.by:Beta<br />color:Beta","Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon","Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon","Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta","Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta","Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta","Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal","Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta","Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta","Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha","Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta","Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha","Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta","Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta","Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha","Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta","Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha","Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta","Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha","Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon","Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal","Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta","Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha","Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal","Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta","Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta","Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta","Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha","Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta","Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal","Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta","Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta","Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta","Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta","Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta","Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha","Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal","Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta","Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta","Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha","Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha","Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta","Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha","Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha","Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha","Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha","Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal","Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha","Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta","Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha","Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon","Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta","Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta","Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta","Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha","Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta","Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha","Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta","Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta","Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha","Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta","Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta","Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta","Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha","Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta","Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta","Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon","Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta","Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha","Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta","Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta","Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta","Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal","Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal","Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal","Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal","Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha","Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal","Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta","Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta","Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal","Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha","Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta","Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta","Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta","Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta","Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta","Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal","Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha","Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha","Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta","Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta","Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta","Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal","Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta","Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta","Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha","Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon","Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta","Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta","Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha","Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha","Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta","Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta","Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal","Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta","Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta","Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta","Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta","Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta","Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon","Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta","Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta","Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal","Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta","Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta","Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta","Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta","Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon","Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha","Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal","Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha","Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta","Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta","Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal","Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal","Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta","Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta","Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha","Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha","Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta","Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha","Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta","Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta","Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal","Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha","Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta","Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal","Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta","Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta","Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha","Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta","Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta","Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha","Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta","Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta","Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha","Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta","Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha","Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta","Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta","Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha","Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha","Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha","Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta","Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha","Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta","Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta","Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha","Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta","Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta","Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha","Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha","Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta","Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta","Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha","Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta","Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha","Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha","Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha","Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha","Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha","Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha","Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta","Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta","Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta","Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta","Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta","Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha","Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta","Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta","Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta","Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha","Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta","Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta","Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha","Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta","Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha","Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta","Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta","Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta","Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha","Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta","Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta","Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta","Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta","Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta","Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha","Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta","Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta","Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta","Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta","Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon","Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha","Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta","Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta","Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha","Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta","Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha","Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha","Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta","Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta","Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha","Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta","Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon","Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha","Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta","Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta","Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha","Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal","Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon","Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha","Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha","Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha","Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal","Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta","Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha","Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta","Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta","Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta","Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta","Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta","Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta","Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha","Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal","Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta","Cell:CACCACTCACGAAATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTAGGCTCGCGCCAA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGTTTCTCTGCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCCGCGGTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTTCTGAGCCCAGCT<br />group.by:Beta<br />color:Beta","Cell:TCACGAATCCTATGTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACGCAGCGTGGCTCCA<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCAAGGCTT<br />group.by:Alpha<br />color:Alpha","Cell:ATAACGCAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATTCTACTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCCAAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGGCGTG<br />group.by:Delta<br />color:Delta","Cell:TGCCCTAAGTCCGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGGAATGAGGAGCGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACAGGCTCAAGATCC<br />group.by:Beta<br />color:Beta","Cell:ACGAGCCAGTTCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGGGTTCGCCATAA<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGAGTACCG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCCTAAAGCCCAACC<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGGTCTAGCCG<br />group.by:Alpha<br />color:Alpha","Cell:AGTGGGACAGTATCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAACCAATCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCATCTTGACGA<br />group.by:Ductal<br />color:Ductal","Cell:CGTCCATCAGTCGTGC<br />group.by:Beta<br />color:Beta","Cell:GTTTCTAGTCCTCTTG<br />group.by:Alpha<br />color:Alpha","Cell:GCACATACATTACGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGGGAGTCGGTTCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATAAGAGTCCGAACGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCGAAGCTTCGCG<br />group.by:Alpha<br 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/>color:Ductal","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCCAATCGGACAAG<br 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/>group.by:Ductal<br />color:Ductal","Cell:AGTGTCATCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATGAAAAGTTGTAGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACAGTACATCCGTGG<br />group.by:Beta<br />color:Beta","Cell:CGGAGCTCATTGGGCC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTGTGACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAACAAGGTTCT<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGGTGGGTT<br />group.by:Beta<br />color:Beta","Cell:TGCGTGGGTCCCTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTCTTCTCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTGGACACGAAGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACATCAGCAATATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACACAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:ACGGCCACACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCTACAGATGCGAC<br />group.by:Beta<br />color:Beta","Cell:CTCACACGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAAGCAACACGGTAAG<br />group.by:Ductal<br />color:Ductal","Cell:CATCGGGCACGTTGGC<br />group.by:Epsilon<br />color:Epsilon","Cell:ATCATCTGTGTTTGTG<br />group.by:Delta<br />color:Delta","Cell:CAAGGCCCAAGAAAGG<br />group.by:Beta<br />color:Beta","Cell:AGATCTGGTTCGGCAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCTGGTCAAGACACG<br />group.by:Beta<br />color:Beta","Cell:TACAGTGTCCCTAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAGATCAGCATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACTCCACATATGGTC<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTGTTCCAACA<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCCAATAGCAA<br />group.by:Beta<br />color:Beta","Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon","Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon","Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta","Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta","Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta","Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal","Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta","Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta","Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha","Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta","Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha","Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta","Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta","Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha","Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta","Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha","Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta","Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha","Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon","Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal","Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta","Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha","Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal","Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta","Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta","Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta","Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha","Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta","Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal","Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta","Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta","Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta","Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta","Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta","Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha","Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal","Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta","Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta","Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha","Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha","Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta","Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon","Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha","Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha","Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha","Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha","Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal","Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha","Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta","Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha","Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon","Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta","Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta","Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta","Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha","Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta","Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha","Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta","Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta","Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha","Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha","Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta","Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta","Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha","Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta","Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha","Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta","Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha","Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta","Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal","Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon","Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta","Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha","Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta","Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta","Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta","Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal","Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal","Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal","Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal","Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal","Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha","Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal","Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta","Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta","Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal","Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha","Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta","Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta","Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta","Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta","Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta","Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal","Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha","Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha","Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta","Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta","Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta","Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal","Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta","Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta","Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha","Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon","Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta","Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta","Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha","Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha","Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta","Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta","Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal","Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta","Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta","Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta","Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta","Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta","Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon","Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal","Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta","Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta","Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha","Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta","Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal","Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal","Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta","Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta","Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta","Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta","Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon","Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha","Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal","Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha","Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta","Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon","Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta","Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal","Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal","Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal","Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal","Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta","Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta","Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha","Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha","Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta","Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha","Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta","Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta","Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal","Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha","Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta","Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal","Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta","Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta","Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha","Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta","Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta","Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha","Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta","Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta","Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta","Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha","Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta","Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha","Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta","Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta","Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha","Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha","Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha","Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha","Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta","Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha","Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta","Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta","Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha","Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta","Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta","Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha","Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta","Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha","Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta","Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta","Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon","Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta","Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha","Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta","Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta","Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha","Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha","Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon","Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha","Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta","Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha","Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha","Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha","Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha","Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta","Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta","Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta","Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta","Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta","Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha","Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha","Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta","Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha","Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha","Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta","Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta","Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha","Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon","Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta","Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta","Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha","Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta","Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha","Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta","Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha","Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta","Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha","Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon","Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha","Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta","Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta","Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta","Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha","Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta","Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta","Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta","Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta","Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta","Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta","Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha","Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta","Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta","Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta","Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta","Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon","Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha","Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta","Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha","Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta","Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta","Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta","Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha","Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta","Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha","Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta","Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha","Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha","Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta","Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta","Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha","Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta","Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon","Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha","Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta","Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta","Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha","Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon","Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha","Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal","Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon","Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha","Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha","Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha","Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal","Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal","Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta","Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha","Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta","Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal","Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha","Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha","Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta","Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta","Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta","Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta","Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta","Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha","Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal","Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha","Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal","Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha","Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal","Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta","Cell:CACCACTCACGAAATA<br />group.by:Alpha<br />color:Alpha","Cell:CGTAGGCTCGCGCCAA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGTTTCTCTGCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGACAAGTCCGCGGTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CGTTCTGAGCCCAGCT<br />group.by:Beta<br />color:Beta","Cell:TCACGAATCCTATGTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ACGCAGCGTGGCTCCA<br />group.by:Beta<br />color:Beta","Cell:ACAGCTATCAAGGCTT<br />group.by:Alpha<br />color:Alpha","Cell:ATAACGCAGCGTGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATTCTACTCAGGTAAA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCCAAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:TCTTCGGTCTGGCGTG<br />group.by:Delta<br />color:Delta","Cell:TGCCCTAAGTCCGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GGGAATGAGGAGCGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CACAGGCTCAAGATCC<br />group.by:Beta<br />color:Beta","Cell:ACGAGCCAGTTCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:GCTGGGTTCGCCATAA<br />group.by:Beta<br />color:Beta","Cell:CCACTACAGAGTACCG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:AGCCTAAAGCCCAACC<br />group.by:Ductal<br />color:Ductal","Cell:AAGGCAGGTCTAGCCG<br />group.by:Alpha<br />color:Alpha","Cell:AGTGGGACAGTATCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine","Cell:CAACCAATCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TGTCCCATCTTGACGA<br />group.by:Ductal<br />color:Ductal","Cell:CGTCCATCAGTCGTGC<br />group.by:Beta<br />color:Beta","Cell:GTTTCTAGTCCTCTTG<br />group.by:Alpha<br />color:Alpha","Cell:GCACATACATTACGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP","Cell:ATGGGAGTCGGTTCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP","Cell:ATAAGAGTCCGAACGC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCGAAGCTTCGCG<br />group.by:Alpha<br 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/>color:Ductal","Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal","Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal","Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal","Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal","Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal","Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal","Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal","Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal","Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal","Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal","Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal","Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal","Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal","Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal","Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal","Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal","Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal","Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal","Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal","Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal","Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal","Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal","Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal","Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal","Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal","Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal","Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal","Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal","Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal","Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal","Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal","Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal","Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal","Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal","Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal","Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal","Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal","Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal","Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal","Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal","Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal","Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal","Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal","Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal","Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal","Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal","Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal","Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal","Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal","Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal","Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal","Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal","Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal","Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal","Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal","Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal","Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal","Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal","Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal","Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal","Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal","Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal","Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal","Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal","Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal","Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal","Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal","Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal","Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal","Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal","Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal","Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal","Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal","Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal","Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal","Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal","Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal","Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal","Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal","Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal","Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal","Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal","Cell:GCGCCAATCGGACAAG<br 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   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
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diff --git a/reference/CellScoring.html b/reference/CellScoring.html
index eb6c6911..bdbf86e7 100644
--- a/reference/CellScoring.html
+++ b/reference/CellScoring.html
@@ -94,12 +94,12 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of feature lists to be scored: 2</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:01.773499] Start CellScoring</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:27:02.040479] Start CellScoring</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:01.976128] CellScoring done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:0.2 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:27:02.308371] CellScoring done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:0.27 secs</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, <span class="st">"CC_classification"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="CellScoring-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu"><a href="FeatureDimPlot.html">FeatureDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, <span class="st">"CC_G2M"</span><span class="op">)</span></span></span>
diff --git a/reference/DynamicHeatmap.html b/reference/DynamicHeatmap.html
index 92283376..b5caf12e 100644
--- a/reference/DynamicHeatmap.html
+++ b/reference/DynamicHeatmap.html
@@ -185,7 +185,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Removed 8 rows containing missing values (`geom_path()`).</span>
 <span class="r-plt img"><img src="DynamicHeatmap-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDynamicFeatures.html">RunDynamicFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, lineages <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Lineage1"</span>, <span class="st">"Lineage2"</span><span class="op">)</span>, n_candidates <span class="op">=</span> <span class="fl">200</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:31.114175] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:27:39.774287] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 225</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
@@ -194,8 +194,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage2...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:54.188138] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:23.07 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:28:11.166975] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:31.39 secs</span>
 <span class="r-in"><span><span class="va">ht1</span> <span class="op">&lt;-</span> <span class="fu">DynamicHeatmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
 <span class="r-in"><span>  lineages <span class="op">=</span> <span class="st">"Lineage1"</span>,</span></span>
@@ -220,7 +220,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  features <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Sox9"</span>, <span class="st">"Neurod2"</span>, <span class="st">"Isl1"</span>, <span class="st">"Rbp4"</span>, <span class="st">"Pyy"</span>, <span class="st">"S_score"</span>, <span class="st">"G2M_score"</span><span class="op">)</span>,</span></span>
 <span class="r-in"><span>  cell_annotation <span class="op">=</span> <span class="st">"SubCellType"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:57.515134] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:28:15.617787] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 2</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
@@ -228,8 +228,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:09:59.089623] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.57 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:28:17.649245] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.03 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Some features were missing in at least one lineage: </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Isl1,Neurod2,Pyy,Rbp4,Sox9...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 'magick' package is suggested to install to give better rasterization.</span>
@@ -259,8 +259,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713</span>
 <span class="r-in"><span><span class="va">ht4</span> <span class="op">&lt;-</span> <span class="fu">DynamicHeatmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
 <span class="r-in"><span>  lineages <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Lineage1"</span>, <span class="st">"Lineage2"</span><span class="op">)</span>,</span></span>
@@ -339,7 +339,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 'magick' package is suggested to install to give better rasterization.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Set `ht_opt$message = FALSE` to turn off this message.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:10:23.650974] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:28:48.751482] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: GO_BP</span>
@@ -358,8 +358,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:12:37.512394] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.23 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:31:42.619675] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.9 mins</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> The size of the heatmap will be fixed as some elements are not scalable.</span>
 <span class="r-in"><span><span class="va">ht6</span><span class="op">$</span><span class="va">plot</span></span></span>
 <span class="r-plt img"><img src="DynamicHeatmap-9.png" alt="" width="700" height="433"></span>
diff --git a/reference/DynamicPlot.html b/reference/DynamicPlot.html
index fa54c866..f43d41d6 100644
--- a/reference/DynamicPlot.html
+++ b/reference/DynamicPlot.html
@@ -111,15 +111,15 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  group.by <span class="op">=</span> <span class="st">"SubCellType"</span>,</span></span>
 <span class="r-in"><span>  compare_features <span class="op">=</span> <span class="cn">TRUE</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:48.806756] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:29.172019] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 3</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:50.632871] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.83 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:31.461369] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.29 secs</span>
 <span class="r-plt img"><img src="DynamicPlot-3.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">DynamicPlot</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
@@ -129,24 +129,24 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  compare_lineages <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
 <span class="r-in"><span>  compare_features <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:51.215201] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:32.223114] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 3</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:52.998822] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.78 secs</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:53.000644] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:34.270904] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.05 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:34.273126] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 3</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage2...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:54.595554] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.59 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:36.251247] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.98 secs</span>
 <span class="r-plt img"><img src="DynamicPlot-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">DynamicPlot</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
@@ -156,24 +156,24 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  compare_lineages <span class="op">=</span> <span class="cn">FALSE</span>,</span></span>
 <span class="r-in"><span>  compare_features <span class="op">=</span> <span class="cn">FALSE</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:55.97397] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:37.955215] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 3</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:57.70531] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.73 secs</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:57.707161] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:40.0427] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.09 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:40.044945] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 3</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Negative values detected!</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage2...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:13:59.307736] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.6 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:42.105789] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.06 secs</span>
 <span class="r-plt img"><img src="DynamicPlot-5.png" alt="" width="700" height="433"></span>
 </code></pre></div>
     </div>
diff --git a/reference/EnrichmentPlot-19.png b/reference/EnrichmentPlot-19.png
index 3e064f98..dfc7172e 100644
Binary files a/reference/EnrichmentPlot-19.png and b/reference/EnrichmentPlot-19.png differ
diff --git a/reference/EnrichmentPlot.html b/reference/EnrichmentPlot.html
index 360ea09c..7a5531de 100644
--- a/reference/EnrichmentPlot.html
+++ b/reference/EnrichmentPlot.html
@@ -153,23 +153,23 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:14:05.58213] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:50.126961] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:14:08.965127] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.38 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:54.507372] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:4.38 secs</span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunEnrichment.html">RunEnrichment</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:14:08.967873] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:33:54.510738] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:14:52.583952] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:43.62 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:34:55.159022] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.01 mins</span>
 <span class="r-in"><span><span class="fu">EnrichmentPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Endocrine"</span>, plot_type <span class="op">=</span> <span class="st">"bar"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="EnrichmentPlot-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">EnrichmentPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>,</span></span>
@@ -237,7 +237,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-plt img"><img src="EnrichmentPlot-18.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunEnrichment.html">RunEnrichment</a></span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"MP"</span>, <span class="st">"DO"</span><span class="op">)</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, convert_species <span class="op">=</span> <span class="cn">TRUE</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:15:29.037171] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:35:48.360843] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: MP</span>
@@ -245,8 +245,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:15:53.793963] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:24.76 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:24.042117] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:35.68 secs</span>
 <span class="r-in"><span><span class="fu">EnrichmentPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"MP"</span>, <span class="st">"DO"</span><span class="op">)</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Endocrine"</span>, ncol <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="EnrichmentPlot-19.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
diff --git a/reference/FeatureDimPlot.html b/reference/FeatureDimPlot.html
index f6e9d8ec..1bc4f00c 100644
--- a/reference/FeatureDimPlot.html
+++ b/reference/FeatureDimPlot.html
@@ -468,22 +468,22 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://dplyr.tidyverse.org" class="external-link">dplyr</a></span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:12.324734] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:12.324941] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:47.022371] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:47.022642] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:13.617312] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:13.61753] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:13.731112] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:14.53909] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:14.657577] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:14.873261] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:48.399071] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:48.399311] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:48.540253] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:49.471535] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:49.605548] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:49.864943] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:23.076231] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 10.75 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:36:59.746842] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 12.72 secs </span>
 <span class="r-in"><span><span class="fu">FeatureDimPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, features <span class="op">=</span> <span class="st">"G2M_score"</span>, reduction <span class="op">=</span> <span class="st">"UMAP"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="FeatureDimPlot-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">FeatureDimPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, features <span class="op">=</span> <span class="st">"G2M_score"</span>, reduction <span class="op">=</span> <span class="st">"UMAP"</span>, bg_cutoff <span class="op">=</span> <span class="op">-</span><span class="cn">Inf</span><span class="op">)</span></span></span>
diff --git a/reference/FeatureDimPlot3D.html b/reference/FeatureDimPlot3D.html
index d7cc6124..23efabd1 100644
--- a/reference/FeatureDimPlot3D.html
+++ b/reference/FeatureDimPlot3D.html
@@ -141,25 +141,25 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:47.308195] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:47.308399] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:32.152206] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:32.152457] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:48.301388] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:48.301593] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:48.41467] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:49.163006] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:49.278322] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:49.464207] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:33.418763] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:33.419] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:33.561171] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:34.487077] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:34.620095] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:34.851931] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:57.562691] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 10.25 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:45.010524] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 12.86 secs </span>
 <span class="r-in"><span><span class="fu">FeatureDimPlot3D</span><span class="op">(</span><span class="va">pancreas_sub</span>, features <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Ghrl"</span>, <span class="st">"Ins1"</span>, <span class="st">"Gcg"</span>, <span class="st">"Ins2"</span><span class="op">)</span>, reduction <span class="op">=</span> <span class="st">"StandardpcaUMAP3D"</span><span class="op">)</span></span></span>
 <div id="htmlwidget-42e26ad10b5ce18289cf" style="width:700px;height:432.632880098888px;" class="plotly html-widget "></div>
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/>split.by:All_cells","Cell:CGAGCACTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTGCAAGC<br />Exp:4.718<br />split.by:All_cells","Cell:TGTCCCAGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCAGCCACCA<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGGTAAACCTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTTCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TACCTTATCCGATATG<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCTCTATCGCC<br />Exp:0<br />split.by:All_cells","Cell:GTACGTACATCGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCGTAGATCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGAGTGAGA<br />Exp:1.418<br />split.by:All_cells","Cell:AGCGTATTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCATAACCG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCTTGGTC<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGTGGAGAA<br />Exp:1.208<br />split.by:All_cells","Cell:GACTACAAGCGTGTCC<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTAGAGCTG<br />Exp:0.89<br />split.by:All_cells","Cell:GTTCTCGCAAGTCTAC<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTTCTTCATGT<br />Exp:0<br />split.by:All_cells","Cell:CCGTGGACATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCACTTACT<br />Exp:0<br />split.by:All_cells","Cell:CAGTCCTAGGTGGGTT<br />Exp:1.702<br />split.by:All_cells","Cell:CGACTTCCACAACGTT<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CTAGTGACATTGAGCT<br />Exp:0<br />split.by:All_cells","Cell:CTCCTAGAGAGTGACC<br />Exp:0<br />split.by:All_cells","Cell:GCAGTTATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGAACATCAAGCGAGT<br />Exp:0.808<br />split.by:All_cells","Cell:GGGAGATAGCGAAGGG<br />Exp:1.123<br />split.by:All_cells","Cell:CATCGGGAGGCCCTTG<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CGGACACTCTATCCTA<br />Exp:2.947<br />split.by:All_cells","Cell:CGTGTAATCATTATCC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAAGTTAAGATG<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGTCCCTGACT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCACAACCGCCA<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGACAGATGAGC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CATGACACAAAGTCAA<br />Exp:1.077<br />split.by:All_cells","Cell:AACGTTGTCAGTTAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTAGGTGATTA<br />Exp:3.747<br />split.by:All_cells","Cell:TCAGGATTCCAGTAGT<br />Exp:4.697<br />split.by:All_cells","Cell:CATTATCGTCATATCG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACAGTGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GTGCATACAATAGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTTACTGGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:GTAGTCAGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCTCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:GTAGGCCGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTCATATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTGTCATACTG<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGTCGACCAGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCAGGGTTTCT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGAGGTAGCTG<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCTCTCTGTCG<br />Exp:1.013<br />split.by:All_cells","Cell:CTGAAACGTTCCCTTG<br />Exp:6.41<br />split.by:All_cells","Cell:GTAGTCAGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACCTATCC<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCACCGAAAG<br />Exp:0<br />split.by:All_cells","Cell:TCGGGACGTCATCGGC<br />Exp:0.871<br />split.by:All_cells","Cell:ACGCCAGAGGAACTGC<br />Exp:0<br />split.by:All_cells","Cell:CATATGGCATGTTGAC<br />Exp:0.615<br />split.by:All_cells","Cell:ATCATCTTCTGTCAAG<br />Exp:0<br />split.by:All_cells","Cell:CCGTTCACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTGTGGTCCGT<br />Exp:0.63<br />split.by:All_cells","Cell:TTTGTCAGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCAATCTACG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:6.628<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:6.092<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:4.921<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:7.216<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0.914<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0.897<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:0.807<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br 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/>split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:1.009<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br 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/>split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br 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/>split.by:All_cells","Cell:TGGCGCACAATGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACGTCTGATCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACAGATCACGG<br />Exp:1.002<br />split.by:All_cells","Cell:AAAGATGAGTGAACAT<br />Exp:0.816<br />split.by:All_cells","Cell:CTTCTCTGTCAGAGGT<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGAGAAGATTC<br />Exp:0.949<br />split.by:All_cells","Cell:CTCTAATTCACCATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCTTGTCAT<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGCTAGTCT<br />Exp:1.123<br />split.by:All_cells","Cell:CCTAAAGTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACAGCTGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTAGGCTAGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGAGCTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCACAGATCGGA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTTCTGGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGCAGCTGGCT<br />Exp:0<br />split.by:All_cells","Cell:CATATGGAGGCCCGTT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGCCTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGGTGCCT<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTAGACCCACC<br />Exp:0.84<br />split.by:All_cells","Cell:TTAACTCGTCCGAACC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCCATAAAGGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCAAACCAC<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGGTTTGTGTG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCGTTGTC<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCCTTTCTC<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGCCAACAG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCACTCGACG<br />Exp:1.139<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0.853<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:1.481<br />split.by:All_cells","Cell:CCATTCGGTGCTAGCC<br />Exp:0.91<br />split.by:All_cells","Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells","Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCAATACGCT<br />Exp:0.844<br />split.by:All_cells","Cell:GAACGGATCACAACGT<br />Exp:0.902<br />split.by:All_cells","Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATACGCTA<br />Exp:3.535<br />split.by:All_cells","Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:1.109<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0.812<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:6.57<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0.957<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:4.927<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:0.908<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:0.757<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:1.09<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:5.85<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:3.257<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:5.136<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:6.653<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0.842<br />split.by:All_cells","Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.53<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:3.589<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:5.156<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:5.484<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0.947<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0.921<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:5.314<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:6.473<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:5.872<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:3.411<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:1.036<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0.993<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:6.419<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0.937<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:2.554<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:2.015<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0.84<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:1.117<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:1.355<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:3.673<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:2.156<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:4.391<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0.497<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:4.099<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0.89<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0.822<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0.901<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0.969<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:1.203<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0.927<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:1.137<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:5.416<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:4.596<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0.903<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:6.061<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:5.461<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:1.089<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:1.113<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:1.08<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:5.028<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0.861<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:4.124<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:1.577<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:4.219<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:3.683<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0.939<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:4.766<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:2.499<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:4.628<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:4.64<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:6.349<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:0.913<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:1.182<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0.778<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:2.013<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:6.37<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0.862<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:2.757<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0.741<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:1.142<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:5.525<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0.938<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:1.021<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:5.981<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0.964<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0.528<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:1.742<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0.896<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:5.63<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0.587<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:5.36<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:6.144<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:5.156<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:1<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:5.796<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:1.104<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0.699<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:6.552<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0.556<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:1.765<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:1.046<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0.878<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:1.058<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:4.222<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0.996<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:3.386<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:5.28<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0.737<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:1.008<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0.91<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0.9<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0.887<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:6.839<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:1.127<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:0.791<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:1.073<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0.942<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:5.049<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:1.027<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:1.02<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:7.169<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0.815<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:4.114<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0.575<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0.899<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:5.145<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:5.732<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0.916<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0.794<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:2.825<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:6.059<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:4.643<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0.963<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:4.015<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0.93<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:1.311<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:5.314<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:1.839<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0.995<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0.924<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:1.338<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:6.059<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:4.824<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:1.323<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:5.795<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:6.468<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:2.958<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:1.4<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:1.116<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0.745<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:6.055<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:6.272<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br 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/>split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:1.038<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:5.73<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0.783<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:1.306<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:5.984<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:5.254<br 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/>split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:4.903<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:0.734<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:3.131<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:0.691<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0.943<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:5.825<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0.887<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:1.015<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:1.351<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:6.297<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:1.18<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:1.111<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0.897<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:1.011<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:4.91<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:7.089<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:1.007<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:6.82<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:6.297<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0.566<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0.666<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:1.36<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:3.925<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0.685<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:6.43<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:5.821<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:6.856<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:1.507<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0.719<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0.828<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:1.576<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:6.048<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:1.067<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:1.399<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:2.386<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:4.293<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:1.113<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0.911<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0.702<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:6.368<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:5.618<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0.825<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0.924<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:1.217<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:2.579<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:6.646<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:0<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0.675<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:4.507<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:5.662<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:4.934<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:5.585<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:1.378<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0.735<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:6.191<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0.683<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:5.53<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:1.197<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:2.681<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:1.03<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:4.036<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0.667<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:6.224<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0.705<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0.814<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:1.062<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:4.437<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:1.249<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:6.458<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:1.062<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:6.476<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:1.071<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:2.536<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:1.916<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:2.205<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:1.134<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:3.255<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0.995<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0.873<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:5.921<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0.996<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:4.545<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:2.727<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:6.203<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:4.692<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:6.885<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0.539<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0.913<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:4.965<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:6.664<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0.459<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:3.575<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:6.355<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:6.37<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0.924<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0.458<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:1.069<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:2.05<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:6.376<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:5.968<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:1.2<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0.83<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:1.136<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:1.195<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0.668<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0.814<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:6.505<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:1.01<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:6.843<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:6.682<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:1.584<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:6.219<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:1.064<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:5.62<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:4.867<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:6.057<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:1.002<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0.649<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:7.095<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:5.09<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0.533<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:1.333<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.645<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:1.27<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:4.442<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.14<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:5.553<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:6.877<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:1.013<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:1.085<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:2.827<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0.886<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:1.117<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:6.699<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0.859<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:5.622<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0.718<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:6.716<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:0.83<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0.882<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0.875<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0.796<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:6.084<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:5.749<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br />Exp:5.952<br />split.by:All_cells","Cell:ATAACGCAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACTCAGGTAAA<br />Exp:0.583<br />split.by:All_cells","Cell:CTGATCCCAAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGGCGTG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CACAGGCTCAAGATCC<br />Exp:1.194<br />split.by:All_cells","Cell:ACGAGCCAGTTCGCAT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTTCGCCATAA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGTACCG<br />Exp:0.77<br />split.by:All_cells","Cell:AGCCTAAAGCCCAACC<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGGTCTAGCCG<br />Exp:6.769<br />split.by:All_cells","Cell:AGTGGGACAGTATCTG<br />Exp:1.13<br />split.by:All_cells","Cell:CAACCAATCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCATCTTGACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTAGTCCTCTTG<br />Exp:6.64<br />split.by:All_cells","Cell:GCACATACATTACGAC<br />Exp:0<br />split.by:All_cells","Cell:ATGGGAGTCGGTTCGG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCGAACGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCGAAGCTTCGCG<br />Exp:0<br 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/>split.by:All_cells","Cell:TGGCGCACAATGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACGTCTGATCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACAGATCACGG<br />Exp:2.429<br />split.by:All_cells","Cell:AAAGATGAGTGAACAT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTGTCAGAGGT<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCACCATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCTTGTCAT<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTAAAGTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACAGCTGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTAGGCTAGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGAGCTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCACAGATCGGA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTTCTGGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTCATACTCTT<br />Exp:1.202<br />split.by:All_cells","Cell:ACTATCTGTCAGGACA<br />Exp:2.081<br />split.by:All_cells","Cell:CTGAAACTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGCAGCTGGCT<br />Exp:0<br />split.by:All_cells","Cell:CATATGGAGGCCCGTT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGCCTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGGTGCCT<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCGTCCGAACC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCCATAAAGGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCAAACCAC<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGGTTTGTGTG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCGTTGTC<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCCTTTCTC<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGCCAACAG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0.886<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:2.314<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0.975<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:4.837<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGGTGCTAGCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells","Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCAATACGCT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGATCACAACGT<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATGTCTAACGT<br />Exp:3.477<br />split.by:All_cells","Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATACGCTA<br />Exp:3.69<br />split.by:All_cells","Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:2.694<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:4.918<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:3.315<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:1.731<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:5.362<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:2.982<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:4.816<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:4.8<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:1.223<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0<br 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/>split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:4.41<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:4.441<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:1.461<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:4.938<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:3.788<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:4.001<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:5.215<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:1.317<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0.862<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:1.068<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:4.894<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0.7<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:4.248<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0.828<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:5.141<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:3.402<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:4.644<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:4.435<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:4.669<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:2.888<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:3.415<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:1.072<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:3.238<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:4.992<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:3.533<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:2.592<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:1.885<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:1.549<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:3.699<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:5.201<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:4.483<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:2.126<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:4.442<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0.906<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0.924<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:1.127<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:5.24<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:1.421<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:1.229<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:4.371<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:4.473<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:5.257<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:4.17<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:4.908<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:5.595<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:4.08<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0.961<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:2.147<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:4.067<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:3.758<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:2.754<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:4.659<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:5.933<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:1.186<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:5.646<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:5.499<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:3.554<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:3.394<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:4.163<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:3.255<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:1.139<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:5.66<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:5.119<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:2.746<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:2.979<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:1.787<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:1.115<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:2.056<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:4.89<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:3.706<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:4.696<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:4.66<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0.762<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:3.856<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.589<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:5.286<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br 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/>split.by:All_cells","Cell:CGAGCACTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTGCAAGC<br />Exp:4.718<br />split.by:All_cells","Cell:TGTCCCAGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCAGCCACCA<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGGTAAACCTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTTCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TACCTTATCCGATATG<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCTCTATCGCC<br />Exp:0<br />split.by:All_cells","Cell:GTACGTACATCGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCGTAGATCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGAGTGAGA<br />Exp:1.418<br />split.by:All_cells","Cell:AGCGTATTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCATAACCG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCTTGGTC<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGTGGAGAA<br />Exp:1.208<br />split.by:All_cells","Cell:GACTACAAGCGTGTCC<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTAGAGCTG<br />Exp:0.89<br />split.by:All_cells","Cell:GTTCTCGCAAGTCTAC<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTTCTTCATGT<br />Exp:0<br />split.by:All_cells","Cell:CCGTGGACATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCACTTACT<br />Exp:0<br />split.by:All_cells","Cell:CAGTCCTAGGTGGGTT<br />Exp:1.702<br />split.by:All_cells","Cell:CGACTTCCACAACGTT<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CTAGTGACATTGAGCT<br />Exp:0<br />split.by:All_cells","Cell:CTCCTAGAGAGTGACC<br />Exp:0<br />split.by:All_cells","Cell:GCAGTTATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGAACATCAAGCGAGT<br />Exp:0.808<br />split.by:All_cells","Cell:GGGAGATAGCGAAGGG<br />Exp:1.123<br />split.by:All_cells","Cell:CATCGGGAGGCCCTTG<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CGGACACTCTATCCTA<br />Exp:2.947<br />split.by:All_cells","Cell:CGTGTAATCATTATCC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAAGTTAAGATG<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGTCCCTGACT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCACAACCGCCA<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGACAGATGAGC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CATGACACAAAGTCAA<br />Exp:1.077<br />split.by:All_cells","Cell:AACGTTGTCAGTTAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTAGGTGATTA<br />Exp:3.747<br />split.by:All_cells","Cell:TCAGGATTCCAGTAGT<br />Exp:4.697<br />split.by:All_cells","Cell:CATTATCGTCATATCG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACAGTGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GTGCATACAATAGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTTACTGGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:GTAGTCAGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCTCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:GTAGGCCGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTCATATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTGTCATACTG<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGTCGACCAGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCAGGGTTTCT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGAGGTAGCTG<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCTCTCTGTCG<br />Exp:1.013<br />split.by:All_cells","Cell:CTGAAACGTTCCCTTG<br />Exp:6.41<br />split.by:All_cells","Cell:GTAGTCAGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACCTATCC<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCACCGAAAG<br />Exp:0<br />split.by:All_cells","Cell:TCGGGACGTCATCGGC<br />Exp:0.871<br />split.by:All_cells","Cell:ACGCCAGAGGAACTGC<br />Exp:0<br />split.by:All_cells","Cell:CATATGGCATGTTGAC<br />Exp:0.615<br />split.by:All_cells","Cell:ATCATCTTCTGTCAAG<br />Exp:0<br />split.by:All_cells","Cell:CCGTTCACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTGTGGTCCGT<br />Exp:0.63<br />split.by:All_cells","Cell:TTTGTCAGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCAATCTACG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:6.628<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:6.092<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:4.921<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:7.216<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0.914<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0.897<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:0.807<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br 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/>split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:1.009<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br 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/>split.by:All_cells","Cell:CGAGCACTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTGCAAGC<br />Exp:4.718<br />split.by:All_cells","Cell:TGTCCCAGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCAGCCACCA<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGGTAAACCTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTTCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TACCTTATCCGATATG<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCTCTATCGCC<br />Exp:0<br />split.by:All_cells","Cell:GTACGTACATCGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCGTAGATCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGAGTGAGA<br />Exp:1.418<br />split.by:All_cells","Cell:AGCGTATTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCATAACCG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCTTGGTC<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGTGGAGAA<br />Exp:1.208<br />split.by:All_cells","Cell:GACTACAAGCGTGTCC<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTAGAGCTG<br />Exp:0.89<br />split.by:All_cells","Cell:GTTCTCGCAAGTCTAC<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTTCTTCATGT<br />Exp:0<br />split.by:All_cells","Cell:CCGTGGACATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCACTTACT<br />Exp:0<br />split.by:All_cells","Cell:CAGTCCTAGGTGGGTT<br />Exp:1.702<br />split.by:All_cells","Cell:CGACTTCCACAACGTT<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CTAGTGACATTGAGCT<br />Exp:0<br />split.by:All_cells","Cell:CTCCTAGAGAGTGACC<br />Exp:0<br />split.by:All_cells","Cell:GCAGTTATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGAACATCAAGCGAGT<br />Exp:0.808<br />split.by:All_cells","Cell:GGGAGATAGCGAAGGG<br />Exp:1.123<br />split.by:All_cells","Cell:CATCGGGAGGCCCTTG<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CGGACACTCTATCCTA<br />Exp:2.947<br />split.by:All_cells","Cell:CGTGTAATCATTATCC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAAGTTAAGATG<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGTCCCTGACT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCACAACCGCCA<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGACAGATGAGC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CATGACACAAAGTCAA<br />Exp:1.077<br />split.by:All_cells","Cell:AACGTTGTCAGTTAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTAGGTGATTA<br />Exp:3.747<br />split.by:All_cells","Cell:TCAGGATTCCAGTAGT<br />Exp:4.697<br />split.by:All_cells","Cell:CATTATCGTCATATCG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACAGTGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GTGCATACAATAGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTTACTGGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:GTAGTCAGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCTCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:GTAGGCCGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTCATATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTGTCATACTG<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGTCGACCAGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCAGGGTTTCT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGAGGTAGCTG<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCTCTCTGTCG<br />Exp:1.013<br />split.by:All_cells","Cell:CTGAAACGTTCCCTTG<br />Exp:6.41<br />split.by:All_cells","Cell:GTAGTCAGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACCTATCC<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCACCGAAAG<br />Exp:0<br />split.by:All_cells","Cell:TCGGGACGTCATCGGC<br />Exp:0.871<br />split.by:All_cells","Cell:ACGCCAGAGGAACTGC<br />Exp:0<br />split.by:All_cells","Cell:CATATGGCATGTTGAC<br />Exp:0.615<br />split.by:All_cells","Cell:ATCATCTTCTGTCAAG<br />Exp:0<br />split.by:All_cells","Cell:CCGTTCACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTGTGGTCCGT<br />Exp:0.63<br />split.by:All_cells","Cell:TTTGTCAGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCAATCTACG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:6.628<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:6.092<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:4.921<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:7.216<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0.914<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0.897<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:0.807<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br 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/>split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:1.009<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br 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/>split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br 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/>split.by:All_cells","Cell:TGGCGCACAATGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACGTCTGATCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACAGATCACGG<br />Exp:1.002<br />split.by:All_cells","Cell:AAAGATGAGTGAACAT<br />Exp:0.816<br />split.by:All_cells","Cell:CTTCTCTGTCAGAGGT<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGAGAAGATTC<br />Exp:0.949<br />split.by:All_cells","Cell:CTCTAATTCACCATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCTTGTCAT<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGCTAGTCT<br />Exp:1.123<br />split.by:All_cells","Cell:CCTAAAGTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACAGCTGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTAGGCTAGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGAGCTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCACAGATCGGA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTTCTGGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGCAGCTGGCT<br />Exp:0<br />split.by:All_cells","Cell:CATATGGAGGCCCGTT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGCCTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGGTGCCT<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTAGACCCACC<br />Exp:0.84<br />split.by:All_cells","Cell:TTAACTCGTCCGAACC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCCATAAAGGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCAAACCAC<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGGTTTGTGTG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCGTTGTC<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCCTTTCTC<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGCCAACAG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCACTCGACG<br />Exp:1.139<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0.853<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:1.481<br />split.by:All_cells","Cell:CCATTCGGTGCTAGCC<br />Exp:0.91<br />split.by:All_cells","Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells","Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCAATACGCT<br />Exp:0.844<br />split.by:All_cells","Cell:GAACGGATCACAACGT<br />Exp:0.902<br />split.by:All_cells","Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATACGCTA<br />Exp:3.535<br />split.by:All_cells","Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:1.109<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0.812<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:6.57<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0.957<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:4.927<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:0.908<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:0.757<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:1.09<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:5.85<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:3.257<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:5.136<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:6.653<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0.842<br />split.by:All_cells","Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.53<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:3.589<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:5.156<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:5.484<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0.947<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0.921<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:5.314<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:6.473<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:5.872<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:3.411<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:1.036<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0.993<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:6.419<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0.937<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:2.554<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:2.015<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0.84<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:1.117<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:1.355<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:3.673<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:2.156<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:4.391<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0.497<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:4.099<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0.89<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0.822<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0.901<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0.969<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:1.203<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0.927<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:1.137<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:5.416<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:4.596<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0.903<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:6.061<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:5.461<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:1.089<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:1.113<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:1.08<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:5.028<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0.861<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:4.124<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:1.577<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:4.219<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:3.683<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0.939<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:4.766<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:2.499<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:4.628<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:4.64<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:6.349<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:0.913<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:1.182<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0.778<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:2.013<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:6.37<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0.862<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:2.757<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0.741<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:1.142<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:5.525<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0.938<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:1.021<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:5.981<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0.964<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0.528<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:1.742<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0.896<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:5.63<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0.587<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:5.36<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:6.144<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:5.156<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:1<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:5.796<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:1.104<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0.699<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:6.552<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0.556<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:1.765<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:1.046<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0.878<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:1.058<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:4.222<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0.996<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:3.386<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:5.28<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0.737<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:1.008<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0.91<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0.9<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0.887<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:6.839<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:1.127<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:0.791<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:1.073<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0.942<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:5.049<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:1.027<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:1.02<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:7.169<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0.815<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:4.114<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0.575<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0.899<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:5.145<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:5.732<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0.916<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0.794<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:2.825<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:6.059<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:4.643<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0.963<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:4.015<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0.93<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:1.311<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:5.314<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:1.839<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0.995<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0.924<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:1.338<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:6.059<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:4.824<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:1.323<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:5.795<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:6.468<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:2.958<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:1.4<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:1.116<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0.745<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:6.055<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:6.272<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br 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/>split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:1.038<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:5.73<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0.783<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:1.306<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:5.984<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:5.254<br 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/>split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:4.903<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:0.734<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:3.131<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:0.691<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0.943<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:5.825<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0.887<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:1.015<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:1.351<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:6.297<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:1.18<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:1.111<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0.897<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:1.011<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:4.91<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:7.089<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:1.007<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:6.82<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:6.297<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0.566<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0.666<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:1.36<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:3.925<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0.685<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:6.43<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:5.821<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:6.856<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:1.507<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0.719<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0.828<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:1.576<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:6.048<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:1.067<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:1.399<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:2.386<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:4.293<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:1.113<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0.911<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0.702<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:6.368<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:5.618<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0.825<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0.924<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:1.217<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:2.579<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:6.646<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:0<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0.675<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:4.507<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:5.662<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:4.934<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:5.585<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:1.378<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0.735<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:6.191<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0.683<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:5.53<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:1.197<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:2.681<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:1.03<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:4.036<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0.667<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:6.224<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0.705<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0.814<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:1.062<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:4.437<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:1.249<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:6.458<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:1.062<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:6.476<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:1.071<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:2.536<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:1.916<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:2.205<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:1.134<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:3.255<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0.995<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0.873<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:5.921<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0.996<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:4.545<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:2.727<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:6.203<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:4.692<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:6.885<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0.539<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0.913<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:4.965<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:6.664<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0.459<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:3.575<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:6.355<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:6.37<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0.924<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0.458<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:1.069<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:2.05<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:6.376<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:5.968<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:1.2<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0.83<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:1.136<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:1.195<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0.668<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0.814<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:6.505<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:1.01<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:6.843<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:6.682<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:1.584<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:6.219<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:1.064<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:5.62<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:4.867<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:6.057<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:1.002<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0.649<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:7.095<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:5.09<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0.533<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:1.333<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.645<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:1.27<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:4.442<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.14<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:5.553<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:6.877<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:1.013<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:1.085<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:2.827<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0.886<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:1.117<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:6.699<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0.859<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:5.622<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0.718<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:6.716<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:0.83<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0.882<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0.875<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0.796<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:6.084<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:5.749<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br />Exp:5.952<br />split.by:All_cells","Cell:ATAACGCAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACTCAGGTAAA<br />Exp:0.583<br />split.by:All_cells","Cell:CTGATCCCAAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGGCGTG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CACAGGCTCAAGATCC<br />Exp:1.194<br />split.by:All_cells","Cell:ACGAGCCAGTTCGCAT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTTCGCCATAA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGTACCG<br />Exp:0.77<br />split.by:All_cells","Cell:AGCCTAAAGCCCAACC<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGGTCTAGCCG<br />Exp:6.769<br />split.by:All_cells","Cell:AGTGGGACAGTATCTG<br />Exp:1.13<br />split.by:All_cells","Cell:CAACCAATCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCATCTTGACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTAGTCCTCTTG<br />Exp:6.64<br />split.by:All_cells","Cell:GCACATACATTACGAC<br />Exp:0<br />split.by:All_cells","Cell:ATGGGAGTCGGTTCGG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCGAACGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCGAAGCTTCGCG<br />Exp:0<br 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/>split.by:All_cells","Cell:TGGCGCACAATGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACGTCTGATCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACAGATCACGG<br />Exp:2.429<br />split.by:All_cells","Cell:AAAGATGAGTGAACAT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTGTCAGAGGT<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCACCATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCTTGTCAT<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTAAAGTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACAGCTGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTAGGCTAGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGAGCTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCACAGATCGGA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTTCTGGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTCATACTCTT<br />Exp:1.202<br />split.by:All_cells","Cell:ACTATCTGTCAGGACA<br />Exp:2.081<br />split.by:All_cells","Cell:CTGAAACTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGCAGCTGGCT<br />Exp:0<br />split.by:All_cells","Cell:CATATGGAGGCCCGTT<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGCCTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGGTGCCT<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCGTCCGAACC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCCATAAAGGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCAAACCAC<br />Exp:0<br />split.by:All_cells","Cell:GTTCTCGGTTTGTGTG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCGTTGTC<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCCTTTCTC<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGCCAACAG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0.886<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:2.314<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0.975<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:4.837<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTTCGCTAA<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGGTGCTAGCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells","Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCAATACGCT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGATCACAACGT<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATGTCTAACGT<br />Exp:3.477<br />split.by:All_cells","Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATACGCTA<br />Exp:3.69<br />split.by:All_cells","Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:2.694<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:4.918<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:3.315<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:1.731<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:5.362<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:2.982<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:GGATGTTAGTAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACAAGCCC<br />Exp:4.816<br />split.by:All_cells","Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCAGTGTCCCG<br />Exp:4.8<br />split.by:All_cells","Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACATGTTGAC<br />Exp:1.223<br />split.by:All_cells","Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CTCTACGCACTAAGTC<br />Exp:0<br 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/>split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:4.41<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:4.441<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:1.461<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:4.938<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:3.788<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:4.001<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:5.215<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:1.317<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0.862<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:1.068<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:4.894<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0.7<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:4.248<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0.828<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:5.141<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:3.402<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:4.644<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:4.435<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:4.669<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:2.888<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:3.415<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:1.072<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:3.238<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:4.992<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:3.533<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:2.592<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:1.885<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:1.549<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:3.699<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:5.201<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:4.483<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:2.126<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:4.442<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:0.906<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0.924<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:1.127<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:5.24<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:1.421<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:1.229<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:4.371<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:4.473<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:5.257<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:4.17<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:4.908<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:5.595<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:4.08<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0.961<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:2.147<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:4.067<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:3.758<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:2.754<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:4.659<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:5.933<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:1.186<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:5.646<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:5.499<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:3.554<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:3.394<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:4.163<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:3.255<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:1.139<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:5.66<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:5.119<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:2.746<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:2.979<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:1.787<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:1.115<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:2.056<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:4.89<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:3.706<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:4.696<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:4.66<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0.762<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:3.856<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:1.589<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:5.286<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br 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/>split.by:All_cells","Cell:CGAGCACTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTGCAAGC<br />Exp:4.718<br />split.by:All_cells","Cell:TGTCCCAGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCAGCCACCA<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGGTAAACCTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTTCTGGTATG<br />Exp:0<br />split.by:All_cells","Cell:TACCTTATCCGATATG<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCTCTATCGCC<br />Exp:0<br />split.by:All_cells","Cell:GTACGTACATCGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCGTAGATCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGAGTGAGA<br />Exp:1.418<br />split.by:All_cells","Cell:AGCGTATTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCATAACCG<br />Exp:0<br />split.by:All_cells","Cell:ACATCAGTCCTTGGTC<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGTGGAGAA<br />Exp:1.208<br />split.by:All_cells","Cell:GACTACAAGCGTGTCC<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTAGAGCTG<br />Exp:0.89<br />split.by:All_cells","Cell:GTTCTCGCAAGTCTAC<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTTCTTCATGT<br />Exp:0<br />split.by:All_cells","Cell:CCGTGGACATTCCTGC<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCACTTACT<br />Exp:0<br />split.by:All_cells","Cell:CAGTCCTAGGTGGGTT<br />Exp:1.702<br />split.by:All_cells","Cell:CGACTTCCACAACGTT<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CTAGTGACATTGAGCT<br />Exp:0<br />split.by:All_cells","Cell:CTCCTAGAGAGTGACC<br />Exp:0<br />split.by:All_cells","Cell:GCAGTTATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGAACATCAAGCGAGT<br />Exp:0.808<br />split.by:All_cells","Cell:GGGAGATAGCGAAGGG<br />Exp:1.123<br />split.by:All_cells","Cell:CATCGGGAGGCCCTTG<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:CAGAATCCACGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CGGACACTCTATCCTA<br />Exp:2.947<br />split.by:All_cells","Cell:CGTGTAATCATTATCC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAAGTTAAGATG<br />Exp:0<br />split.by:All_cells","Cell:ATTTCTGTCCCTGACT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAGTTGGACCC<br />Exp:0<br />split.by:All_cells","Cell:CAGATCACAACCGCCA<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGACAGATGAGC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAAGAAGATTC<br />Exp:0<br />split.by:All_cells","Cell:CATGACACAAAGTCAA<br />Exp:1.077<br />split.by:All_cells","Cell:AACGTTGTCAGTTAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTAGGTGATTA<br />Exp:3.747<br />split.by:All_cells","Cell:TCAGGATTCCAGTAGT<br />Exp:4.697<br />split.by:All_cells","Cell:CATTATCGTCATATCG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACAGTGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GTGCATACAATAGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTTACTGGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:GTAGTCAGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCTCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:GTAGGCCGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTCATATCAGAGCTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTGTCATACTG<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGTCGACCAGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:TAAGTGCAGGGTTTCT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGAGGTAGCTG<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCTCTCTGTCG<br />Exp:1.013<br />split.by:All_cells","Cell:CTGAAACGTTCCCTTG<br />Exp:6.41<br />split.by:All_cells","Cell:GTAGTCAGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACCTATCC<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTACCGTTA<br />Exp:0<br />split.by:All_cells","Cell:TTCTACAAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCACCGAAAG<br />Exp:0<br />split.by:All_cells","Cell:TCGGGACGTCATCGGC<br />Exp:0.871<br />split.by:All_cells","Cell:ACGCCAGAGGAACTGC<br />Exp:0<br />split.by:All_cells","Cell:CATATGGCATGTTGAC<br />Exp:0.615<br />split.by:All_cells","Cell:ATCATCTTCTGTCAAG<br />Exp:0<br />split.by:All_cells","Cell:CCGTTCACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTGTGGTCCGT<br />Exp:0.63<br />split.by:All_cells","Cell:TTTGTCAGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCAGACCCACC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCAATCTACG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:AGCGTATCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGAAGGCCGAAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCCACGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:TCCACACCAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:CACACCTGTCGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGAGTCGCTTCT<br />Exp:0<br />split.by:All_cells","Cell:TGGCTGGCAGTGAGTG<br />Exp:6.628<br />split.by:All_cells","Cell:GATGAAACAGGCTGAA<br />Exp:0<br />split.by:All_cells","Cell:TTCTTAGTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TCCCGATGTAAGTGTA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCTGCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTAAGAGAG<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells","Cell:GTACTTTTCAGTTCGA<br />Exp:6.092<br />split.by:All_cells","Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells","Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells","Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGAGGACCACA<br />Exp:4.921<br />split.by:All_cells","Cell:AAGACCTGTGGCTCCA<br />Exp:7.216<br />split.by:All_cells","Cell:AACTTTCCACAGTCGC<br />Exp:0.914<br />split.by:All_cells","Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells","Cell:TGTTCCGGTCAGCTAT<br />Exp:0.897<br />split.by:All_cells","Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells","Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACTATCTTCATGTAGC<br />Exp:0.807<br />split.by:All_cells","Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells","Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells","Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells","Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells","Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br 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/>split.by:All_cells","Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells","Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells","Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells","Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells","Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells","Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells","Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells","Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells","Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells","Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells","Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells","Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCACCGAATT<br />Exp:1.009<br />split.by:All_cells","Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells","Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells","Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells","Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells","Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells","Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells","Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells","Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells","Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells","Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells","Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells","Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells","Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells","Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells","Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells","Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells","Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells","Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells","Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells","Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells","Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells","Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells","Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells","Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells","Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells","Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells","Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells","Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells","Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells","Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells","Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells","Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells","Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells","Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells","Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells","Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells","Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells","Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells","Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells","Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells","Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells","Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells","Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells","Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells","Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells","Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells","Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells","Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells","Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells","Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells","Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells","Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells","Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells","Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells","Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells","Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells","Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells","Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells","Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells","Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells","Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells","Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells","Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells","Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells","Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells","Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGTCTTTACGT<br />Exp:0<br />split.by:All_cells","Cell:CATCAGATCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CTTGGCTCATCCCACT<br />Exp:2.167<br />split.by:All_cells","Cell:AGCATACGTCGCGAAA<br />Exp:7.686<br />split.by:All_cells","Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells","Cell:CCCAGTTAGGTGCTAG<br />Exp:1.656<br />split.by:All_cells","Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells","Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells","Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells","Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells","Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells","Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells","Cell:ATCCACCTCATGCAAC<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTACGCACC<br />Exp:1.289<br />split.by:All_cells","Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells","Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells","Cell:CACATAGTCATTGCGA<br />Exp:0.786<br />split.by:All_cells","Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells","Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells","Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGTCCATAACCTG<br />Exp:3.085<br />split.by:All_cells","Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACCGTTA<br />Exp:3.313<br />split.by:All_cells","Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells","Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTTGGACCC<br />Exp:4.949<br />split.by:All_cells","Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTAGCAGTCGTGC<br />Exp:1.205<br />split.by:All_cells","Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells","Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells","Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAATCACTCCTG<br />Exp:1.152<br />split.by:All_cells","Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTAAACC<br />Exp:1.364<br />split.by:All_cells","Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCAGACTAAGT<br />Exp:0.615<br />split.by:All_cells","Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells","Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells","Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells","Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells","Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells","Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells","Cell:GGACATTAGAAACCAT<br />Exp:0.754<br />split.by:All_cells","Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells","Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:GAATAAGCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CATGACACATCCGCGA<br />Exp:1.373<br />split.by:All_cells","Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells","Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells","Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells","Cell:GGGACCTGTCAGCTAT<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells","Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells","Cell:CGATGGCCAACTGGCC<br />Exp:1.586<br />split.by:All_cells","Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells","Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells","Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells","Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells","Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells","Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells","Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells","Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells","Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells","Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells","Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells","Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells","Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells","Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells","Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells","Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells","Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells","Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells","Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells","Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells","Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells","Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells","Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells","Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells","Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells","Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells","Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells","Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells","Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells","Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells","Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells","Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells","Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells","Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells","Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells","Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells","Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells","Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells","Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells","Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells","Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells","Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells","Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells","Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells","Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells","Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells","Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells","Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells","Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells","Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells","Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells","Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells","Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells","Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells","Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells","Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells","Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells","Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells","Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells","Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells","Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells","Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells","Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells","Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells","Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells","Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells","Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells","Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells","Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells","Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells","Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells","Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells","Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells","Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells","Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells","Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells","Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells","Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells","Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells","Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells","Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells","Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells","Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells","Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells","Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells","Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells","Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells","Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells","Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells","Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells","Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells","Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells","Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells","Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells","Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells","Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells","Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells","Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells","Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells","Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells","Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells","Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells","Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells","Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells","Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells","Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells","Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells","Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells","Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells","Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells","Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells","Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells","Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells","Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells","Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells","Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells","Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells","Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells","Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells","Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells","Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells","Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells","Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells","Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells","Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells","Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells","Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells","Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells","Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells","Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells","Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells","Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells","Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells","Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells","Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells","Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells","Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells","Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells","Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells","Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells","Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells","Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells","Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells","Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells","Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells","Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells","Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells","Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells","Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells","Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells","Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells","Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells","Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells","Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells","Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells","Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells","Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells","Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells","Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells","Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells","Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells","Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells","Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells","Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells","Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells","Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells","Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells","Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells","Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells","Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells","Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells","Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells","Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells","Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells","Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells","Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells","Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells","Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells","Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells","Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells","Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells","Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells","Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells","Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells","Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells","Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells","Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells","Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells","Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells","Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells","Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells","Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells","Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells","Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells","Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells","Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells","Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells","Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells","Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells","Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells","Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells","Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells","Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells","Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells","Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells","Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells","Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells","Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells","Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells","Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells","Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells","Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells","Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells","Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells","Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells","Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells","Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells","Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells","Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells","Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells","Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells","Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells","Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells","Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells","Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells","Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells","Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells","Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells","Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells","Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells","Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells","Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells","Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells","Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells","Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells","Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells","Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells","Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells","Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells","Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells","Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells","Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells","Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells","Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells","Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells","Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells","Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells","Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells","Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells","Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells","Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells","Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells","Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells","Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells","Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells","Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells","Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells","Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells","Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells","Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells","Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells","Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells","Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells","Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells","Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells","Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells","Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells","Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells","Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells","Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells","Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells","Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells","Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells","Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells","Cell:TCACGAATCCTATGTT<br />Exp:0<br />split.by:All_cells","Cell:ACGCAGCGTGGCTCCA<br />Exp:0<br />split.by:All_cells","Cell:ACAGCTATCAAGGCTT<br />Exp:0<br />split.by:All_cells","Cell:ATAACGCAGCGTGAGT<br />Exp:0<br />split.by:All_cells","Cell:ATTCTACTCAGGTAAA<br />Exp:0<br />split.by:All_cells","Cell:CTGATCCCAAGCGTAG<br />Exp:0<br />split.by:All_cells","Cell:TCTTCGGTCTGGCGTG<br />Exp:0<br />split.by:All_cells","Cell:TGCCCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells","Cell:GGGAATGAGGAGCGAG<br />Exp:0<br />split.by:All_cells","Cell:CACAGGCTCAAGATCC<br />Exp:1.194<br />split.by:All_cells","Cell:ACGAGCCAGTTCGCAT<br />Exp:0<br />split.by:All_cells","Cell:GCTGGGTTCGCCATAA<br />Exp:0<br />split.by:All_cells","Cell:CCACTACAGAGTACCG<br />Exp:0<br />split.by:All_cells","Cell:AGCCTAAAGCCCAACC<br />Exp:0<br />split.by:All_cells","Cell:AAGGCAGGTCTAGCCG<br />Exp:0<br />split.by:All_cells","Cell:AGTGGGACAGTATCTG<br />Exp:0<br />split.by:All_cells","Cell:CAACCAATCGGGAGTA<br />Exp:0<br />split.by:All_cells","Cell:TGTCCCATCTTGACGA<br />Exp:0<br />split.by:All_cells","Cell:CGTCCATCAGTCGTGC<br />Exp:0<br />split.by:All_cells","Cell:GTTTCTAGTCCTCTTG<br />Exp:0<br />split.by:All_cells","Cell:GCACATACATTACGAC<br />Exp:0<br />split.by:All_cells","Cell:ATGGGAGTCGGTTCGG<br />Exp:0<br />split.by:All_cells","Cell:ATAAGAGTCCGAACGC<br />Exp:0<br />split.by:All_cells","Cell:ACGCCGAAGCTTCGCG<br />Exp:0<br />split.by:All_cells"],"type":"scatter3d","mode":"markers","marker":{"color":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.87627452505493453,0,0,0,0,5.6298344785551917,0,0,3.4318927716865226,0,0,0,0,0,1.2133996752021774,6.8863884030564817,1.3522593762829056,0,0,0,4.7180091753826536,0,0,0,0,0,0,0,0,0,1.4175396885494673,0,0,0,0,1.2080246642368548,0,0.89008556501282066,0,0,0,0,0,0,1.7017070563516157,0,0,0,0,0,0.80830034771650705,1.1225042100928397,0,0,0,0,2.9465555933751828,0,0,0,0,0,0,0,0,1.0773404439212901,0,3.7465893999204338,4.6973766816695575,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.0128594247284151,6.4100702978542996,0,0,0,0,0,0.87139399335249101,0,0.61462791779182424,0,0,0.63022879389110731,0,0,0,0,0,0,0,0,1.5809383714395906,0,0,0,0.95374266355120374,0,0,1.0406888009504409,1.4867512592977243,0.84019947302087228,0,0,1.0022611579964082,0,5.3838662644037614,0.94896309719237015,0,0,0.71159438044482071,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.98543581922139767,0,0,0,0,0,0,0,0,0,6.6284993164500721,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.3939554986947349,0,0,0,0,0,0,0,6.0918725538269625,0,0,0,0,0,0,0,0,0,0,0,4.9206717423143003,7.2157755020672649,0.91428543362499481,0.5877155626392595,0.89742473889890884,0,0,0,0,0,0,0.80699214243868445,0,0.79923561626434947,0,0,0,0,0,0,1.4042984633847209,0,0,0,0,0,0,0,0,0.96931028411198716,0.54993354012258144,7.3272800641773079,0,0,0,1.2128182558075358,0.77071234804779842,0.79104077540998308,0,0,0.94567677673161155,0,0,1.032469395575333,0,0,0,1.021196356378167,0,0,0,0,0,0,0,1.0459286400024403,0,0,0,0,0,0,0,0,0,0,0,0,1.0091889777894387,0,0,0,0,0,0,0,0,0,0,0,3.0322973465941638,1.213649046084377,0,0,0,0,0,0,1.004449284717891,0,0,0,0,0,0,0,0,0,0,0,0.43167864954755164,0,0.93502183238512626,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.84034919194483326,0,0,6.4365381824725763,0,0,0,1.0292210133614934,0,0.84547345851286804,0,0,1.0153225148239047,0,0,0,1.127279729788248,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.0226763629472266,0,1.1173577438413458,0,0,0,0,4.5890672000776895,0,0,0,0.91590090923851564,0.96016336428788329,0,0,1.006427463443158,0,0,1.0421121707289513,0,0,0,0,0,0,0,0,1.1519957492279849,0.94567677673161155,0,0,0.92498815173192594,0,0,0,0,2.0116023783171677,0,0,0,0,0,5.4193729651171694,0,0,0,3.239848146014245,0,7.2316723806817214,0,0,0,0,3.3230885795743523,0,0,0,0,2.8539712990737973,0,0,0.87220339987194351,0,0,0,0,0,0,0,0,0,0,0,1.168999547848254,0,0,0.5993587058508304,0,0.60091734922642137,0,0.91321182887844676,0,0,0.91978492182607452,0,0,0,0,0.99147336914563378,0,0,0,0,0,0,0,0,0,0,2.1665334151719362,7.6856115775337406,0,0,0,0,1.6558038329920262,0.77215033120619725,0,0,0,0,0,0,0,0,0,0,0,0,0,1.2887148540684685,0,0,0.78593496187979373,0,0,0,0,0,0,3.0851433727617685,0,0,0,3.3129269921354418,0,0,0,0,0,0,0,0,0,4.9490396223967199,0,0,1.2053980215623117,0,0,0,0,0,0,1.1515517866236538,0,1.3636296676280373,0,0.61497895397427071,0,0,1.0454499165973181,0,0,0,0,0,0,0,0,0,0.75358655593192048,0,0,0,1.3733478759233073,0,0,0,0,0,0,0,0,0,0,0,1.5856553295390896,0,0,0,0,0,0.97451917011161227,0,0,0,1.0832516085436159,0,2.9878043908630678,0,0,0.78933110441286702,0,0,0,1.0155470764830179,0,0,0,0,0,0,0,0,0,0,0,0,0,0.75103591274236681,0,0.65177749580418498,0,0,0,5.8282565385163707,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.48970311399278116,0,2.9835851249142049,1.1807533782365882,0,0,0,6.2328736171499184,7.1138729807242758,0,0,0,0,0,0,0,0,0,0,0,0.87537541459707802,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.1857815173595507,0,0,0,0,0,0.59028644300949717,0,3.3495515898265613,3.8508929841636514,0,0,0,0,0,0,0.70073255194920192,0,0,0,0,0,0,0,0.80726718314111323,0,1.0087460326577822,0,2.3655768817662874,0,0,0.98365048305765057,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.8309573859626229,0,0,0,0,0,0,0,0,1.7138173987519436,0,0,0.99921505419020895,0,0.64113472037368935,0,0,0,0,0,0,1.5146846114272625,0,0,0,0,0.93221137493966544,0,0,0,0,0,0.7841836641684663,0,0,0,0.99019567208348713,0,5.4601001157450622,0.90384397182861509,0,0,0,0,0,0,0,0,1.0353886390763518,0,0,0,0,0,0,0,0,0,0,0,6.1503206526909384,0,0,0,0,0,0.90612271031731961,0.94886609062671501,0,0.93822906076465018,0,0,0,0,1.0232468372056946,0,0,0,1.1678537109942153,0,0.72150604512001415,1.1468396634338254,0,0.65398554985623958,0,0.56204801505165158,0,0,0,0,0,1.3989899366586993,0,0,0,0,0,0,0.99296852700923943,1.0196076935926301,0,0,0,0.99824019858334512,0,0,0,0,0,1.6880958603864995,0,0,0,6.4342841844280407,0,0,0,0,0.85881378322758406,0,0,0,6.189418374764041,1.0415185850879953,0.98010067069653617,0,0,0,0,1.2435541480171437,0,1.0642326957735531,0.97298089185342818,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.2870875675840789,0,0,0,0,0,1.547767221842776,0,0,0,0,0,0,0,0,0,0,0,0,1.1279857976487269,0,0,0,0.84714550845394376,0.95423328540303509,0,0,0,0.59309780923218569,0,0,1.3348831839077311,0,6.1307731990250875,1.6588962618979448,0,0,0,0,0,7.1378837650236795,0,0,0,0,0,0,0,0,0,0,1.0968819541488015,0,0,0,0,0.67217738144145867,0,1.2215212745673165,2.3784869580120596,1.0075301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     </div>
   </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
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diff --git a/reference/FeatureHeatmap.html b/reference/FeatureHeatmap.html
index fe95b6a2..a52ff882 100644
--- a/reference/FeatureHeatmap.html
+++ b/reference/FeatureHeatmap.html
@@ -170,13 +170,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:16:59.546936] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:47.699855] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:17:02.721008] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.17 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:37:52.017691] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:4.32 secs</span>
 <span class="r-in"><span><span class="va">de_filter</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">ht1</span> <span class="op">&lt;-</span> <span class="fu">FeatureHeatmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, features <span class="op">=</span> <span class="va">de_filter</span><span class="op">$</span><span class="va">gene</span>, group.by <span class="op">=</span> <span class="st">"CellType"</span>,</span></span>
@@ -209,23 +209,23 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 'magick' package is suggested to install to give better rasterization.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Set `ht_opt$message = FALSE` to turn off this message.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:17:21.129519] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:38:19.145215] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:17:57.440967] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:36.31 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:39:08.609782] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:49.46 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> The size of the heatmap will be fixed as some elements are not scalable.</span>
 <span class="r-in"><span><span class="va">ht3</span><span class="op">$</span><span class="va">plot</span></span></span>
 <span class="r-plt img"><img src="FeatureHeatmap-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713</span>
 <span class="r-in"><span><span class="va">ht4</span> <span class="op">&lt;-</span> <span class="fu">FeatureHeatmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, features <span class="op">=</span> <span class="va">de_filter</span><span class="op">$</span><span class="va">gene</span>, n_split <span class="op">=</span> <span class="fl">4</span>, group.by <span class="op">=</span> <span class="st">"CellType"</span>,</span></span>
 <span class="r-in"><span>  heatmap_palette <span class="op">=</span> <span class="st">"viridis"</span>,</span></span>
diff --git a/reference/FeatureStatPlot.html b/reference/FeatureStatPlot.html
index d860068d..d72207d8 100644
--- a/reference/FeatureStatPlot.html
+++ b/reference/FeatureStatPlot.html
@@ -166,6 +166,14 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="fu">FeatureStatPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, stat.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"G2M_score"</span>, <span class="st">"Fev"</span><span class="op">)</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, split.by <span class="op">=</span> <span class="st">"Phase"</span>, add_box <span class="op">=</span> <span class="cn">TRUE</span>, add_trend <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="FeatureStatPlot-11.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">FeatureStatPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, stat.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"G2M_score"</span>, <span class="st">"Fev"</span><span class="op">)</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, split.by <span class="op">=</span> <span class="st">"Phase"</span>, comparisons <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "ggpubr" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package(s) 'ggpubr'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> also installing the dependencies ‘corrplot’, ‘ggsci’, ‘polynom’, ‘rstatix’</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Detected more than 2 groups. Use multiple_method for comparison</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Detected more than 2 groups. Use multiple_method for comparison</span>
 <span class="r-plt img"><img src="FeatureStatPlot-12.png" alt="" width="700" height="433"></span>
diff --git a/reference/GSEAPlot.html b/reference/GSEAPlot.html
index d94497d9..845d0929 100644
--- a/reference/GSEAPlot.html
+++ b/reference/GSEAPlot.html
@@ -102,18 +102,18 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, only.pos <span class="op">=</span> <span class="cn">FALSE</span>, fc.threshold <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:20:11.379435] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:42:27.309765] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:25:12.837516] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5.02 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:49:43.486857] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:7.27 mins</span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunGSEA.html">RunGSEA</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:25:12.841963] Start GSEA</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:49:43.492337] Start GSEA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform GSEA...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -127,8 +127,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:30:38.518748] GSEA done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5.43 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:56:40.140813] GSEA done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:6.94 mins</span>
 <span class="r-in"><span><span class="fu">GSEAPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Ductal"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="GSEAPlot-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">GSEAPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Ductal"</span>, id_use <span class="op">=</span> <span class="st">"GO:0006412"</span><span class="op">)</span></span></span>
diff --git a/reference/GroupHeatmap.html b/reference/GroupHeatmap.html
index 558a07c4..776645fc 100644
--- a/reference/GroupHeatmap.html
+++ b/reference/GroupHeatmap.html
@@ -238,13 +238,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:31:45.194794] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:57:50.008711] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:31:48.383866] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.19 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:57:54.09739] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:4.09 secs</span>
 <span class="r-in"><span><span class="va">de_filter</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">ht2</span> <span class="op">&lt;-</span> <span class="fu">GroupHeatmap</span><span class="op">(</span></span></span>
@@ -266,23 +266,23 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 'magick' package is suggested to install to give better rasterization.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Set `ht_opt$message = FALSE` to turn off this message.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:31:49.978959] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:57:56.291292] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:32:25.86797] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:35.89 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 15:58:45.485693] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:49.19 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> The size of the heatmap will be fixed as some elements are not scalable.</span>
 <span class="r-in"><span><span class="va">ht3</span><span class="op">$</span><span class="va">plot</span></span></span>
 <span class="r-plt img"><img src="GroupHeatmap-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"TF"</span>, <span class="st">"CSPA"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713</span>
 <span class="r-in"><span><span class="va">de_top</span> <span class="op">&lt;-</span> <span class="va">de_filter</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">gene</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="https://dplyr.tidyverse.org/reference/top_n.html" class="external-link">top_n</a></span><span class="op">(</span><span class="fl">1</span>, <span class="va">avg_log2FC</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
diff --git a/reference/Integration_SCP.html b/reference/Integration_SCP.html
index dfafcb55..ad299a52 100644
--- a/reference/Integration_SCP.html
+++ b/reference/Integration_SCP.html
@@ -197,9 +197,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu">Integration_SCP</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srtMerge <span class="op">=</span> <span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Uncorrected"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:01.912214] Start Uncorrected_integrate</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:01.925751] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:02.378772] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:04.185652] Start Uncorrected_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:04.204603] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:04.840016] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -212,33 +212,33 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.101589] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.485245] Perform integration(Uncorrected) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.486769] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.48693] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:08.208846] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:08.986898] Perform integration(Uncorrected) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:08.988762] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:08.988964] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList has been log-normalized.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.801794] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:05.802002] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:06.191455] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:07.228501] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:07.351865] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:07.534128] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:09.452736] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:09.452994] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:10.201521] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:11.533039] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:11.679429] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:11.917042] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:17.012508] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.53 secs </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:17.28154] Uncorrected_integrate done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 15.37 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:23.320355] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 14.33 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:23.672948] Uncorrected_integrate done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 19.49 secs </span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">panc8_sub</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"tech"</span>, <span class="st">"celltype"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="Integration_SCP-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu">Integration_SCP</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srtMerge <span class="op">=</span> <span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:17.875333] Start Seurat_integrate</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:17.89001] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:18.356439] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:24.444944] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:24.462746] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:25.056397] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -251,18 +251,18 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:21.070383] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:21.655207] Perform FindIntegrationAnchors on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:44.641419] Perform integration(Seurat) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:53.235101] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:53.442184] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:54.614005] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:54.778165] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:34:54.94905] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:28.220235] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:28.758705] Perform FindIntegrationAnchors on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:01:58.110391] Perform integration(Seurat) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:09.934691] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:11.414714] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:12.939185] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:13.127007] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:13.341781] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:35:04.416348] Seurat_integrate done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 46.54 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:02:24.739751] Seurat_integrate done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 1 mins </span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">panc8_sub</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"tech"</span>, <span class="st">"celltype"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="Integration_SCP-2.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
diff --git a/reference/ListDB.html b/reference/ListDB.html
index cde945a6..5b7c4a91 100644
--- a/reference/ListDB.html
+++ b/reference/ListDB.html
@@ -48,13 +48,7 @@
 
     <div class="section level2">
     <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
-    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">ListDB</span><span class="op">(</span></span>
-<span>  species <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Homo_sapiens"</span>, <span class="st">"Mus_musculus"</span><span class="op">)</span>,</span>
-<span>  db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"GO"</span>, <span class="st">"GO_BP"</span>, <span class="st">"GO_CC"</span>, <span class="st">"GO_MF"</span>, <span class="st">"KEGG"</span>, <span class="st">"WikiPathway"</span>, <span class="st">"Reactome"</span>,</span>
-<span>    <span class="st">"ProteinComplex"</span>, <span class="st">"DGI"</span>, <span class="st">"MP"</span>, <span class="st">"DO"</span>, <span class="st">"HPO"</span>, <span class="st">"PFAM"</span>, <span class="st">"Chromosome"</span>, <span class="st">"GeneType"</span>,</span>
-<span>    <span class="st">"Enzyme"</span>, <span class="st">"TF"</span>, <span class="st">"CSPA"</span>, <span class="st">"Surfaceome"</span>, <span class="st">"SPRomeDB"</span>, <span class="st">"VerSeDa"</span>, <span class="st">"TFLink"</span>, <span class="st">"hTFtarget"</span>,</span>
-<span>    <span class="st">"TRRUST"</span>, <span class="st">"JASPAR"</span>, <span class="st">"ENCODE"</span>, <span class="st">"CellTalk"</span>, <span class="st">"CellChat"</span><span class="op">)</span></span>
-<span><span class="op">)</span></span></code></pre></div>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">ListDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Homo_sapiens"</span>, db <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></code></pre></div>
     </div>
 
     <div class="section level2">
@@ -69,6 +63,37 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">ListDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Homo_sapiens"</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> [1] identifier version    comment    timestamp  date       db_version db_name    file      </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> &lt;0 rows&gt; (or 0-length row.names)</span>
+<span class="r-in"><span><span class="fu">ListDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>                                                         identifier version                                      comment</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7             6.0.0 nterm:5960|Mus_musculus-DO</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7 2023-09-04 08:03 nterm:10294|Mus_musculus-MP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7        3.17.0 nterm:16027|Mus_musculus-GO_BP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7          3.17.0 nterm:56|Mus_musculus-Enzyme</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7        3.17.0 nterm:11|Mus_musculus-GeneType</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7      3.17.0 nterm:23|Mus_musculus-Chromosome</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7         VerSeDa nterm:1|Mus_musculus-VerSeDa</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7               CSPA nterm:1|Mus_musculus-CSPA</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7          AnimalTFDB4 nterm:2|Mus_musculus-TF</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>    timestamp                       date                   db_version                 db_name</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1 1694187370 2023-09-08 15:36:09.611605             6.0.0 nterm:5960         Mus_musculus-DO</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2 1694187363 2023-09-08 15:36:02.719487 2023-09-04 08:03 nterm:10294         Mus_musculus-MP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3 1694187056 2023-09-08 15:30:55.528871           3.17.0 nterm:16027      Mus_musculus-GO_BP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4 1694186476 2023-09-08 15:21:16.402184              3.17.0 nterm:56     Mus_musculus-Enzyme</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5 1694186469 2023-09-08 15:21:08.639145              3.17.0 nterm:11   Mus_musculus-GeneType</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6 1694186408 2023-09-08 15:20:08.228887              3.17.0 nterm:23 Mus_musculus-Chromosome</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7 1694186352 2023-09-08 15:19:12.293131              VerSeDa nterm:1    Mus_musculus-VerSeDa</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8 1694186327 2023-09-08 15:18:47.073713                 CSPA nterm:1       Mus_musculus-CSPA</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9 1694186316 2023-09-08 15:18:36.351696          AnimalTFDB4 nterm:2         Mus_musculus-TF</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>                                                                    file</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1 /home/runner/.cache/R/R.cache/792dd0f1ca33ed8236cf6e82be723937.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2 /home/runner/.cache/R/R.cache/bc3123b03f0a175d52acb01b33815f41.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3 /home/runner/.cache/R/R.cache/42b4d036008b98824957461afba8e2f3.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4 /home/runner/.cache/R/R.cache/008eb78c5dea0f0a9c643a671db7ba86.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5 /home/runner/.cache/R/R.cache/feae616aade8debb4c248b537cbdaf65.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6 /home/runner/.cache/R/R.cache/e2c36a88c14e46ebb8d542a1faefd195.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7 /home/runner/.cache/R/R.cache/c81fdce160dcfca80a3a94cacd3ca65b.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8 /home/runner/.cache/R/R.cache/267624ab3d48b245ce01deac5165a7b1.Rcache</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9 /home/runner/.cache/R/R.cache/82f852e1d9ed5c0a5ad672b843c18742.Rcache</span>
 <span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
diff --git a/reference/PrepareDB.html b/reference/PrepareDB.html
index 995413fa..06c9606b 100644
--- a/reference/PrepareDB.html
+++ b/reference/PrepareDB.html
@@ -53,7 +53,7 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"GO"</span>, <span class="st">"GO_BP"</span>, <span class="st">"GO_CC"</span>, <span class="st">"GO_MF"</span>, <span class="st">"KEGG"</span>, <span class="st">"WikiPathway"</span>, <span class="st">"Reactome"</span>,</span>
 <span>    <span class="st">"ProteinComplex"</span>, <span class="st">"DGI"</span>, <span class="st">"MP"</span>, <span class="st">"DO"</span>, <span class="st">"HPO"</span>, <span class="st">"PFAM"</span>, <span class="st">"Chromosome"</span>, <span class="st">"GeneType"</span>,</span>
 <span>    <span class="st">"Enzyme"</span>, <span class="st">"TF"</span>, <span class="st">"CSPA"</span>, <span class="st">"Surfaceome"</span>, <span class="st">"SPRomeDB"</span>, <span class="st">"VerSeDa"</span>, <span class="st">"TFLink"</span>, <span class="st">"hTFtarget"</span>,</span>
-<span>    <span class="st">"TRRUST"</span>, <span class="st">"JASPAR"</span>, <span class="st">"ENCODE"</span>, <span class="st">"CellTalk"</span>, <span class="st">"CellChat"</span><span class="op">)</span>,</span>
+<span>    <span class="st">"TRRUST"</span>, <span class="st">"JASPAR"</span>, <span class="st">"ENCODE"</span>, <span class="st">"MSigDB"</span>, <span class="st">"CellTalk"</span>, <span class="st">"CellChat"</span><span class="op">)</span>,</span>
 <span>  db_IDtypes <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"symbol"</span>, <span class="st">"entrez_id"</span>, <span class="st">"ensembl_id"</span><span class="op">)</span>,</span>
 <span>  db_version <span class="op">=</span> <span class="st">"latest"</span>,</span>
 <span>  db_update <span class="op">=</span> <span class="cn">FALSE</span>,</span>
@@ -103,15 +103,19 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">db_list</span><span class="op">[[</span><span class="st">"Homo_sapiens"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"GO_BP"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"TERM2GENE"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span>  <span class="co"># Based on homologous gene conversion, prepare a gene annotation database that originally does not exist in the species.</span></span></span>
-<span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Homo_sapiens"</span>, db <span class="op">=</span> <span class="st">"MP"</span>, convert_species <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Homo_sapiens"</span>, db <span class="op">=</span> <span class="st">"MP"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="ListDB.html">ListDB</a></span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Homo_sapiens"</span>, db <span class="op">=</span> <span class="st">"MP"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">db_list</span><span class="op">[[</span><span class="st">"Homo_sapiens"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"MP"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"TERM2GENE"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span>  <span class="co"># Prepare databases for other species</span></span></span>
-<span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Macaca_fascicularis"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, convert_species <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Macaca_fascicularis"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="ListDB.html">ListDB</a></span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Macaca_fascicularis"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span><span class="op">)</span></span></span>
 <span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">db_list</span><span class="op">[[</span><span class="st">"Macaca_fascicularis"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"GO_BP"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"TERM2GENE"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
 <span class="r-in"><span></span></span>
+<span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Saccharomyces_cerevisiae"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="fu"><a href="ListDB.html">ListDB</a></span><span class="op">(</span>species <span class="op">=</span> <span class="st">"Saccharomyces_cerevisiae"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span><span class="op">)</span></span></span>
+<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">db_list</span><span class="op">[[</span><span class="st">"Saccharomyces_cerevisiae"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"GO_BP"</span><span class="op">]</span><span class="op">]</span><span class="op">[[</span><span class="st">"TERM2GENE"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span>  <span class="co"># Prepare databases for Arabidopsis (plant)</span></span></span>
 <span class="r-in"><span>  <span class="va">db_list</span> <span class="op">&lt;-</span> <span class="fu">PrepareDB</span><span class="op">(</span></span></span>
 <span class="r-in"><span>    species <span class="op">=</span> <span class="st">"Arabidopsis_thaliana"</span>,</span></span>
diff --git a/reference/ProjectionPlot.html b/reference/ProjectionPlot.html
index 0441fbd1..e6bcbd79 100644
--- a/reference/ProjectionPlot.html
+++ b/reference/ProjectionPlot.html
@@ -79,7 +79,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:36:04.543655] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:03:42.87913] Start Seurat_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "Seurat"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
diff --git a/reference/RunCSSMap.html b/reference/RunCSSMap.html
index 207fc28b..550051db 100644
--- a/reference/RunCSSMap.html
+++ b/reference/RunCSSMap.html
@@ -77,13 +77,38 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"CSS"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:36:14.652516] Start CSS_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:03:54.807823] Start CSS_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "CSS"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Projection</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="fu">RunCSSMap</span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">srt_query</span>, srt_ref <span class="op">=</span> <span class="va">srt_ref</span>, ref_css <span class="op">=</span> <span class="st">"CSS"</span>, ref_umap <span class="op">=</span> <span class="st">"CSSUMAP2D"</span><span class="op">)</span></span></span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "simspec" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing github package(s) 'quadbiolab/simspec'</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>package ‘quadbiolab/simspec’ is not available for this version of R</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> A version of this package for your version of R might be available elsewhere,</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> see the ideas at</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> https://cran.r-project.org/doc/manuals/r-patched/R-admin.html#Installing-packages</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Using github PAT from envvar GITHUB_PAT</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Downloading GitHub repo quadbiolab/simspec@HEAD</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">──</span> <span style="color: #00BBBB;">R CMD build</span> <span style="color: #00BBBB;">─────────────────────────────────────────────────────────────────────────────────────────────────────────</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for file ‘/tmp/Rtmp5K7zMn/remotes8ff1496a43ee/quadbio-simspec-680488c/DESCRIPTION’ ... OK</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * preparing ‘simspec’:</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking DESCRIPTION meta-information ... OK</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for LF line-endings in source and make files and shell scripts</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for empty or unneeded directories</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Omitted ‘LazyData’ from DESCRIPTION</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * building ‘simspec_0.0.0.9000.tar.gz’</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package into ‘/home/runner/work/_temp/Library’</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> (as ‘lib’ is unspecified)</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> Cannot find 'CSS' in this Seurat object</span>
 <span class="r-in"><span><span class="fu"><a href="ProjectionPlot.html">ProjectionPlot</a></span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">srt_query</span>, srt_ref <span class="op">=</span> <span class="va">srt_ref</span>, query_group <span class="op">=</span> <span class="st">"celltype"</span>, ref_group <span class="op">=</span> <span class="st">"celltype"</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> Cannot find 'ref.embeddings' in this Seurat object</span>
diff --git a/reference/RunDEtest.html b/reference/RunDEtest.html
index 81dbad08..577af7b4 100644
--- a/reference/RunDEtest.html
+++ b/reference/RunDEtest.html
@@ -116,13 +116,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDEtest</span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"SubCellType"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:37:35.60513] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:05:51.587763] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 8 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:37:40.288432] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:4.68 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:05:57.21809] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5.63 secs</span>
 <span class="r-in"><span><span class="va">AllMarkers</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_SubCellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html" class="external-link">table</a></span><span class="op">(</span><span class="va">AllMarkers</span><span class="op">$</span><span class="va">group1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -148,13 +148,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-plt img"><img src="RunDEtest-2.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDEtest</span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"SubCellType"</span>, markers_type <span class="op">=</span> <span class="st">"paired"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:37:42.57943] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:00.096301] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find paired markers(wilcox) among 8 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:03.960191] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:21.38 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:27.481414] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:27.39 secs</span>
 <span class="r-in"><span><span class="va">PairedMarkers</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_SubCellType</span><span class="op">$</span><span class="va">PairedMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html" class="external-link">table</a></span><span class="op">(</span><span class="va">PairedMarkers</span><span class="op">$</span><span class="va">group1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -169,9 +169,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"panc8_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:13.39741] Start Seurat_integrate</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:13.410245] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:13.884405] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:39.909879] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:39.925578] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:40.490097] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -184,23 +184,23 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:17.094861] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:19.122633] Perform FindIntegrationAnchors on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:41.695236] Perform integration(Seurat) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:48.797758] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:49.000053] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:50.122397] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:50.287403] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:38:50.473265] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:43.6269] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:06:44.189758] Perform FindIntegrationAnchors on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:13.8601] Perform integration(Seurat) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:25.046555] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:25.229411] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:26.565153] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:26.750985] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:26.982299] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 05:39:00.792318] Seurat_integrate done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 47.39 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:39.545865] Seurat_integrate done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 59.64 secs </span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">panc8_sub</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunDEtest-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDEtest</span><span class="op">(</span><span class="va">panc8_sub</span>, group_by <span class="op">=</span> <span class="st">"celltype"</span>, grouping.var <span class="op">=</span> <span class="st">"tech"</span>, markers_type <span class="op">=</span> <span class="st">"conserved"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:39:01.593456] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:07:40.545424] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find conserved markers(wilcox) among 13 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%</span>
@@ -229,8 +229,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Only a single group was tested</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:39:32.463374] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:30.87 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:08:21.774146] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:41.23 secs</span>
 <span class="r-in"><span><span class="va">ConservedMarkers1</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">panc8_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_celltype</span><span class="op">$</span><span class="va">ConservedMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html" class="external-link">table</a></span><span class="op">(</span><span class="va">ConservedMarkers1</span><span class="op">$</span><span class="va">group1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -252,7 +252,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-plt img"><img src="RunDEtest-5.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDEtest</span><span class="op">(</span><span class="va">panc8_sub</span>, group_by <span class="op">=</span> <span class="st">"tech"</span>, grouping.var <span class="op">=</span> <span class="st">"celltype"</span>, markers_type <span class="op">=</span> <span class="st">"conserved"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:39:40.26859] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:08:32.272726] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find conserved markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%</span>
@@ -284,8 +284,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>endothelial has fewer than 3 cells. Skipping endothelial</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:40:03.865703] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:23.6 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:09:05.45375] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:33.18 secs</span>
 <span class="r-in"><span><span class="va">ConservedMarkers2</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">panc8_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_tech</span><span class="op">$</span><span class="va">ConservedMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html" class="external-link">table</a></span><span class="op">(</span><span class="va">ConservedMarkers2</span><span class="op">$</span><span class="va">group1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -303,7 +303,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-plt img"><img src="RunDEtest-6.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDEtest</span><span class="op">(</span><span class="va">panc8_sub</span>, group_by <span class="op">=</span> <span class="st">"celltype"</span>, grouping.var <span class="op">=</span> <span class="st">"tech"</span>, markers_type <span class="op">=</span> <span class="st">"disturbed"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:40:06.537394] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:09:09.068901] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find disturbed markers(wilcox) among 13 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
@@ -332,8 +332,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:40:33.791313] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:27.25 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:09:46.431823] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:37.36 secs</span>
 <span class="r-in"><span><span class="va">DisturbedMarkers</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">panc8_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_celltype</span><span class="op">$</span><span class="va">DisturbedMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span> <span class="op">&amp;</span> <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">1</span> <span class="op">&amp;</span> <span class="va">var1</span> <span class="op">==</span> <span class="st">"smartseq2"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html" class="external-link">table</a></span><span class="op">(</span><span class="va">DisturbedMarkers</span><span class="op">$</span><span class="va">group1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
diff --git a/reference/RunDynamicEnrichment.html b/reference/RunDynamicEnrichment.html
index 6f13782a..c4d0640e 100644
--- a/reference/RunDynamicEnrichment.html
+++ b/reference/RunDynamicEnrichment.html
@@ -91,14 +91,14 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Removed 8 rows containing missing values (`geom_path()`).</span>
 <span class="r-plt img"><img src="RunDynamicEnrichment-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDynamicFeatures.html">RunDynamicFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, lineages <span class="op">=</span> <span class="st">"Lineage1"</span>, n_candidates <span class="op">=</span> <span class="fl">200</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:41:22.092829] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:10:43.596005] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 199</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:41:35.26642] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:13.17 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:10:58.666097] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:15.07 secs</span>
 <span class="r-in"><span><span class="va">ht1</span> <span class="op">&lt;-</span> <span class="fu"><a href="DynamicHeatmap.html">DynamicHeatmap</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
 <span class="r-in"><span>  lineages <span class="op">=</span> <span class="st">"Lineage1"</span>,</span></span>
@@ -121,28 +121,28 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  db <span class="op">=</span> <span class="st">"GO_BP"</span>,</span></span>
 <span class="r-in"><span>  species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:41:38.036477] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:11:02.302977] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of feature lists to be scored: 2738</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:41:43.663877] Start CellScoring</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:11:09.386844] Start CellScoring</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Feature names cannot have underscores ('_'), replacing with dashes ('-')</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Keys should be one or more alphanumeric characters followed by an underscore, setting key from go_bp_ to gobp_</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:44:16.324869] CellScoring done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.54 mins</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:44:16.327247] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:14:07.64345] CellScoring done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.97 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:14:07.646186] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 2738</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:44:52.927147] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:36.6 secs</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:44:52.927795] RunDynamicEnrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.25 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:14:54.058053] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:46.41 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:14:54.0589] RunDynamicEnrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.86 mins</span>
 <span class="r-in"><span><span class="va">ht2</span> <span class="op">&lt;-</span> <span class="fu"><a href="DynamicHeatmap.html">DynamicHeatmap</a></span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>,</span></span>
 <span class="r-in"><span>  assay <span class="op">=</span> <span class="st">"GO_BP"</span>,</span></span>
diff --git a/reference/RunDynamicFeatures.html b/reference/RunDynamicFeatures.html
index 7048532a..9753b857 100644
--- a/reference/RunDynamicFeatures.html
+++ b/reference/RunDynamicFeatures.html
@@ -79,7 +79,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Removed 8 rows containing missing values (`geom_path()`).</span>
 <span class="r-plt img"><img src="RunDynamicFeatures-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunDynamicFeatures</span><span class="op">(</span><span class="va">pancreas_sub</span>, lineages <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"Lineage1"</span>, <span class="st">"Lineage2"</span><span class="op">)</span>, n_candidates <span class="op">=</span> <span class="fl">200</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:45:25.699246] Start RunDynamicFeatures</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:15:33.430831] Start RunDynamicFeatures</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of candidate features(union): 225</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage1...</span>
@@ -88,8 +88,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Calculate dynamic features for Lineage2...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:45:50.810577] RunDynamicFeatures done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:25.11 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:16:07.784473] RunDynamicFeatures done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:34.35 secs</span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/names.html" class="external-link">names</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DynamicFeatures_Lineage1</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> [1] "DynamicFeatures" "raw_matrix"      "fitted_matrix"   "upr_matrix"      "lwr_matrix"      "libsize"        </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> [7] "lineages"        "family"         </span>
diff --git a/reference/RunEnrichment-2.png b/reference/RunEnrichment-2.png
index f4507839..051caf78 100644
Binary files a/reference/RunEnrichment-2.png and b/reference/RunEnrichment-2.png differ
diff --git a/reference/RunEnrichment-3.png b/reference/RunEnrichment-3.png
index b0cb4b87..f1ebd3b9 100644
Binary files a/reference/RunEnrichment-3.png and b/reference/RunEnrichment-3.png differ
diff --git a/reference/RunEnrichment-4.png b/reference/RunEnrichment-4.png
index 41868281..f4507839 100644
Binary files a/reference/RunEnrichment-4.png and b/reference/RunEnrichment-4.png differ
diff --git a/reference/RunEnrichment-5.png b/reference/RunEnrichment-5.png
new file mode 100644
index 00000000..b0cb4b87
Binary files /dev/null and b/reference/RunEnrichment-5.png differ
diff --git a/reference/RunEnrichment-6.png b/reference/RunEnrichment-6.png
new file mode 100644
index 00000000..41868281
Binary files /dev/null and b/reference/RunEnrichment-6.png differ
diff --git a/reference/RunEnrichment.html b/reference/RunEnrichment.html
index 1df0495e..a3074937 100644
--- a/reference/RunEnrichment.html
+++ b/reference/RunEnrichment.html
@@ -156,46 +156,68 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:46:00.908922] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:16:21.452923] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:46:04.118009] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.21 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:16:25.325272] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.87 secs</span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunEnrichment</span><span class="op">(</span></span></span>
-<span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, DE_threshold <span class="op">=</span> <span class="st">"avg_log2FC &gt; 0 &amp; p_val_adj &lt; 0.05"</span>,</span></span>
+<span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, DE_threshold <span class="op">=</span> <span class="st">"p_val_adj &lt; 0.05"</span>,</span></span>
 <span class="r-in"><span>  db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:46:04.120698] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:16:25.328582] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:46:49.452022] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:45.33 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:17:25.725114] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.01 mins</span>
 <span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
 <span class="r-plt img"><img src="RunEnrichment-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
+<span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunEnrichment</span><span class="op">(</span></span></span>
+<span class="r-in"><span>  srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, DE_threshold <span class="op">=</span> <span class="st">"p_val_adj &lt; 0.05"</span>,</span></span>
+<span class="r-in"><span>  db <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"MSigDB"</span>, <span class="st">"MSigDB_MH"</span><span class="op">)</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
+<span class="r-in"><span><span class="op">)</span></span></span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:17:26.03741] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: MSigDB</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:19:42.151135] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.27 mins</span>
+<span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"MSigDB"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
+<span class="r-plt img"><img src="RunEnrichment-2.png" alt="" width="700" height="433"></span>
+<span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"MSigDB_MH"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
+<span class="r-plt img"><img src="RunEnrichment-3.png" alt="" width="700" height="433"></span>
+<span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Remove redundant GO terms</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunEnrichment</span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, GO_simplify <span class="op">=</span> <span class="cn">TRUE</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:46:49.699932] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:19:42.920584] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:48:18.464079] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.48 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:21:46.49949] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.06 mins</span>
 <span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP_sim"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
-<span class="r-plt img"><img src="RunEnrichment-2.png" alt="" width="700" height="433"></span>
+<span class="r-plt img"><img src="RunEnrichment-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Use a combined database</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunEnrichment</span><span class="op">(</span></span></span>
@@ -204,10 +226,25 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  db_combine <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
 <span class="r-in"><span>  species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:48:18.740788] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:21:46.837909] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: MP version:2023-08-28 08:02 nterm:10291 created:2023-09-01 05:15:39.154756</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: MP version:2023-09-04 08:03 nterm:10294 created:2023-09-08 15:36:02.719487</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "PFAM.db" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package(s) 'PFAM.db'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "reactome.db" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package(s) 'reactome.db'</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: KEGG</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: WikiPathway</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Preparing database: Reactome</span>
@@ -219,9 +256,9 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Searching the dataset mmusculus ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Connecting to the dataset mmusculus_gene_ensembl ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Converting the geneIDs...</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> 9246 genes mapped with entrez_id</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 9248 genes mapped with entrez_id</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ==============================</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> 9246 genes mapped</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 9248 genes mapped</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 86 genes unmapped</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ==============================</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Convert ID types for the database: WikiPathway</span>
@@ -264,29 +301,29 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:49:58.823383] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.67 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:26:17.425942] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:4.51 mins</span>
 <span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"Combined"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
-<span class="r-plt img"><img src="RunEnrichment-3.png" alt="" width="700" height="433"></span>
+<span class="r-plt img"><img src="RunEnrichment-5.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Or use "geneID" and "geneID_groups" as input to run enrichment</span></span></span>
-<span class="r-in"><span><span class="va">de_df</span> <span class="op">&lt;-</span> <span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">avg_log2FC</span> <span class="op">&gt;</span> <span class="fl">0</span> <span class="op">&amp;</span> <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span><span class="op">)</span></span></span>
+<span class="r-in"><span><span class="va">de_df</span> <span class="op">&lt;-</span> <span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">enrich_out</span> <span class="op">&lt;-</span> <span class="fu">RunEnrichment</span><span class="op">(</span>geneID <span class="op">=</span> <span class="va">de_df</span><span class="op">[[</span><span class="st">"gene"</span><span class="op">]</span><span class="op">]</span>, geneID_groups <span class="op">=</span> <span class="va">de_df</span><span class="op">[[</span><span class="st">"group1"</span><span class="op">]</span><span class="op">]</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:49:59.128159] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:26:17.867518] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:50:46.754929] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:47.63 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:27:24.150185] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.1 mins</span>
 <span class="r-in"><span><span class="fu"><a href="EnrichmentPlot.html">EnrichmentPlot</a></span><span class="op">(</span>res <span class="op">=</span> <span class="va">enrich_out</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Vectorized input to `element_text()` is not officially supported.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> Results may be unexpected or may change in future versions of ggplot2.</span>
-<span class="r-plt img"><img src="RunEnrichment-4.png" alt="" width="700" height="433"></span>
+<span class="r-plt img"><img src="RunEnrichment-6.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 </code></pre></div>
     </div>
diff --git a/reference/RunGSEA.html b/reference/RunGSEA.html
index 135559a2..00e758da 100644
--- a/reference/RunGSEA.html
+++ b/reference/RunGSEA.html
@@ -154,21 +154,21 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, only.pos <span class="op">=</span> <span class="cn">FALSE</span>, fc.threshold <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:50:50.163321] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:27:30.481149] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:55:49.887801] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:34:15.967379] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:6.76 mins</span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunGSEA</span><span class="op">(</span><span class="va">pancreas_sub</span>,</span></span>
 <span class="r-in"><span>  group_by <span class="op">=</span> <span class="st">"CellType"</span>, DE_threshold <span class="op">=</span> <span class="st">"p_val_adj &lt; 0.05"</span>,</span></span>
 <span class="r-in"><span>  scoreType <span class="op">=</span> <span class="st">"std"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 05:55:49.890738] Start GSEA</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:34:15.970888] Start GSEA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform GSEA...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -182,8 +182,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:01:25.644766] GSEA done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5.6 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:40:51.303443] GSEA done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:6.59 mins</span>
 <span class="r-in"><span><span class="fu"><a href="GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunGSEA-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu"><a href="GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, group_use <span class="op">=</span> <span class="st">"Ductal"</span>, id_use <span class="op">=</span> <span class="st">"GO:0006412"</span><span class="op">)</span></span></span>
@@ -193,10 +193,10 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Remove redundant GO terms</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunGSEA</span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, GO_simplify <span class="op">=</span> <span class="cn">TRUE</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:01:27.756445] Start GSEA</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:40:53.475685] Start GSEA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform GSEA...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -210,8 +210,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:07:52.14914] GSEA done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:6.41 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:48:11.116546] GSEA done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:7.29 mins</span>
 <span class="r-in"><span><span class="fu"><a href="GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"GO_BP_sim"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunGSEA-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
@@ -222,14 +222,14 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  db_combine <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
 <span class="r-in"><span>  species <span class="op">=</span> <span class="st">"Mus_musculus"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:07:52.557954] Start GSEA</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:48:11.514262] Start GSEA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: KEGG version:Release 107.0+/09-01, Sep 23 nterm:351 created:2023-09-01 05:49:03.014052</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: WikiPathway version:20230810 nterm:200 created:2023-09-01 05:49:10.167076</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: Reactome version:1.84.0 nterm:1715 created:2023-09-01 05:49:21.179897</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: PFAM version:3.17.0 nterm:6565 created:2023-09-01 05:49:41.21398</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: MP version:2023-08-28 08:02 nterm:10291 created:2023-09-01 05:15:39.154756</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: KEGG version:Release 107.0+/09-08, Sep 23 nterm:351 created:2023-09-08 16:24:54.778765</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: WikiPathway version:20230810 nterm:200 created:2023-09-08 16:25:04.218829</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: Reactome version:1.84.0 nterm:1715 created:2023-09-08 16:25:20.498028</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: PFAM version:3.17.0 nterm:6565 created:2023-09-08 16:25:49.917661</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: MP version:2023-09-04 08:03 nterm:10294 created:2023-09-08 15:36:02.719487</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Create 'Combined' database ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform GSEA...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
@@ -244,18 +244,18 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:09:49.078112] GSEA done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.94 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:50:29.901259] GSEA done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.31 mins</span>
 <span class="r-in"><span><span class="fu"><a href="GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, db <span class="op">=</span> <span class="st">"Combined"</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunGSEA-5.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Or use "geneID", "geneScore" and "geneID_groups" as input to run GSEA</span></span></span>
 <span class="r-in"><span><span class="va">de_df</span> <span class="op">&lt;-</span> <span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">@</span><span class="va">tools</span><span class="op">$</span><span class="va">DEtest_CellType</span><span class="op">$</span><span class="va">AllMarkers_wilcox</span>, <span class="va">p_val_adj</span> <span class="op">&lt;</span> <span class="fl">0.05</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">gsea_out</span> <span class="op">&lt;-</span> <span class="fu">RunGSEA</span><span class="op">(</span>geneID <span class="op">=</span> <span class="va">de_df</span><span class="op">[[</span><span class="st">"gene"</span><span class="op">]</span><span class="op">]</span>, geneScore <span class="op">=</span> <span class="va">de_df</span><span class="op">[[</span><span class="st">"avg_log2FC"</span><span class="op">]</span><span class="op">]</span>, geneID_groups <span class="op">=</span> <span class="va">de_df</span><span class="op">[[</span><span class="st">"group1"</span><span class="op">]</span><span class="op">]</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:09:49.453508] Start GSEA</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:50:30.280804] Start GSEA</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform GSEA...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@@ -269,8 +269,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:44.137675] GSEA done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:5.91 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:12.112682] GSEA done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:6.7 mins</span>
 <span class="r-in"><span><span class="fu"><a href="GSEAPlot.html">GSEAPlot</a></span><span class="op">(</span>res <span class="op">=</span> <span class="va">gsea_out</span>, db <span class="op">=</span> <span class="st">"GO_BP"</span>, plot_type <span class="op">=</span> <span class="st">"comparison"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunGSEA-6.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
diff --git a/reference/RunKNNMap.html b/reference/RunKNNMap.html
index 3c862e45..179224a9 100644
--- a/reference/RunKNNMap.html
+++ b/reference/RunKNNMap.html
@@ -82,7 +82,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:49.254966] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:17.281048] Start Seurat_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "Seurat"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
diff --git a/reference/RunKNNPredict.html b/reference/RunKNNPredict.html
index b6225098..4ccf1a39 100644
--- a/reference/RunKNNPredict.html
+++ b/reference/RunKNNPredict.html
@@ -110,22 +110,22 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"ref_scMCA"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:51.515927] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:51.516217] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:19.228341] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:19.228637] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:52.674928] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:52.675159] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:52.847306] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:53.963433] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:54.130611] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:15:54.414758] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:20.625969] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:20.626299] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:20.807471] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:21.786276] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:21.926812] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:22.225544] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:10.2961] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 18.78 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:33.881285] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 14.65 secs </span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunKNNPredict</span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, bulk_ref <span class="op">=</span> <span class="va">ref_scMCA</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use 535 features to calculate distance.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Detected query data type: log_normalized_counts</span>
@@ -165,8 +165,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RenameFeatures.html">RenameFeatures</a></span><span class="op">(</span><span class="va">panc8_sub</span>, newnames <span class="op">=</span> <span class="va">genenames</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Rename features for the assay: RNA</span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="check_srtMerge.html">check_srtMerge</a></span><span class="op">(</span><span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span><span class="op">)</span><span class="op">[[</span><span class="st">"srtMerge"</span><span class="op">]</span><span class="op">]</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:15.617582] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:16.227905] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:39.216217] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:40.12257] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -179,7 +179,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:19.58385] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:43.53514] Finished checking.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunKNNPredict</span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, srt_ref <span class="op">=</span> <span class="va">panc8_sub</span>, ref_group <span class="op">=</span> <span class="st">"celltype"</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use the HVF to calculate distance metric.</span>
@@ -232,13 +232,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  ref_group <span class="op">=</span> <span class="st">"celltype"</span>,</span></span>
 <span class="r-in"><span>  features_type <span class="op">=</span> <span class="st">"DE"</span>, feature_source <span class="op">=</span> <span class="st">"ref"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:25.162524] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:48.029079] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 13 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:36.552029] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:11.39 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:57:59.055708] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:11.03 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use the DE features from AllMarkers_wilcox to calculate distance metric.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> DE features number of the ref data: 2000</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use 1865 features to calculate distance.</span>
@@ -257,22 +257,22 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  query_group <span class="op">=</span> <span class="st">"SubCellType"</span>, ref_group <span class="op">=</span> <span class="st">"celltype"</span>,</span></span>
 <span class="r-in"><span>  features_type <span class="op">=</span> <span class="st">"DE"</span>, feature_source <span class="op">=</span> <span class="st">"both"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:37.900793] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:58:00.093378] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 8 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:41.27284] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:3.37 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:58:02.967017] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:2.87 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use the DE features from AllMarkers_wilcox to calculate distance metric.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> DE features number of the query data: 956</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:41.688105] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:58:03.188753] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 13 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:16:53.342642] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:11.65 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 16:58:13.594922] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:10.41 secs</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use the DE features from AllMarkers_wilcox to calculate distance metric.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> DE features number of the ref data: 252</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Use 67 features to calculate distance.</span>
diff --git a/reference/RunPAGA.html b/reference/RunPAGA.html
index 4878b1e4..f8de8933 100644
--- a/reference/RunPAGA.html
+++ b/reference/RunPAGA.html
@@ -56,8 +56,6 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  slot_layers <span class="op">=</span> <span class="st">"counts"</span>,</span>
 <span>  adata <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  group_by <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
-<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  linear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  nonlinear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  basis <span class="op">=</span> <span class="cn">NULL</span>,</span>
@@ -75,6 +73,8 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  n_dcs <span class="op">=</span> <span class="fl">10</span>,</span>
 <span>  n_branchings <span class="op">=</span> <span class="fl">0</span>,</span>
 <span>  min_group_size <span class="op">=</span> <span class="fl">0.01</span>,</span>
+<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
+<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  show_plot <span class="op">=</span> <span class="cn">TRUE</span>,</span>
 <span>  dpi <span class="op">=</span> <span class="fl">300</span>,</span>
 <span>  save <span class="op">=</span> <span class="cn">FALSE</span>,</span>
diff --git a/reference/RunPCAMap.html b/reference/RunPCAMap.html
index 5083c96c..5837f202 100644
--- a/reference/RunPCAMap.html
+++ b/reference/RunPCAMap.html
@@ -78,7 +78,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:18:05.529985] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 16:59:21.485943] Start Seurat_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "Seurat"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
diff --git a/reference/RunPalantir.html b/reference/RunPalantir.html
index 9de9d315..8e454ca0 100644
--- a/reference/RunPalantir.html
+++ b/reference/RunPalantir.html
@@ -56,8 +56,6 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  slot_layers <span class="op">=</span> <span class="st">"counts"</span>,</span>
 <span>  adata <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  group_by <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
-<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  linear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  nonlinear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  basis <span class="op">=</span> <span class="cn">NULL</span>,</span>
@@ -78,6 +76,8 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  max_iterations <span class="op">=</span> <span class="fl">25</span>,</span>
 <span>  n_jobs <span class="op">=</span> <span class="fl">8</span>,</span>
 <span>  point_size <span class="op">=</span> <span class="fl">20</span>,</span>
+<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
+<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  show_plot <span class="op">=</span> <span class="cn">TRUE</span>,</span>
 <span>  dpi <span class="op">=</span> <span class="fl">300</span>,</span>
 <span>  save <span class="op">=</span> <span class="cn">FALSE</span>,</span>
diff --git a/reference/RunSCVELO.html b/reference/RunSCVELO.html
index 3d690098..ce5a2937 100644
--- a/reference/RunSCVELO.html
+++ b/reference/RunSCVELO.html
@@ -59,8 +59,6 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  slot_layers <span class="op">=</span> <span class="st">"counts"</span>,</span>
 <span>  adata <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  group_by <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
-<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  linear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  nonlinear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  basis <span class="op">=</span> <span class="cn">NULL</span>,</span>
@@ -85,6 +83,8 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  calculate_velocity_genes <span class="op">=</span> <span class="cn">FALSE</span>,</span>
 <span>  top_n <span class="op">=</span> <span class="fl">6</span>,</span>
 <span>  n_jobs <span class="op">=</span> <span class="fl">1</span>,</span>
+<span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
+<span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  show_plot <span class="op">=</span> <span class="cn">TRUE</span>,</span>
 <span>  dpi <span class="op">=</span> <span class="fl">300</span>,</span>
 <span>  save <span class="op">=</span> <span class="cn">FALSE</span>,</span>
@@ -278,21 +278,21 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-plt img"><img src="RunSCVELO-4.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, normalization_method <span class="op">=</span> <span class="st">"SCT"</span>, nonlinear_reduction <span class="op">=</span> <span class="st">"tsne"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:19:44.411433] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:19:44.41202] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:19.405107] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:19.405418] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform SCTransform on the data 1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:19:59.688846] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:19:59.689076] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:00.741204] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:00.992314] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:01.334325] Perform nonlinear dimension reduction (tsne) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:39.573812] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:39.574053] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:40.743525] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:40.927927] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:41.352883] Perform nonlinear dimension reduction (tsne) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:12.709804] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 28.3 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:01:55.159973] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 35.75 secs </span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunSCVELO</span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span>, assay_X <span class="op">=</span> <span class="st">"SCT"</span>, group_by <span class="op">=</span> <span class="st">"SubCellType"</span>, linear_reduction <span class="op">=</span> <span class="st">"Standardpca"</span>, nonlinear_reduction <span class="op">=</span> <span class="st">"StandardTSNE2D"</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Assay 'RNA' is in the srt object but not converted.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Assay 'Ms' is in the srt object but not converted.</span>
diff --git a/reference/RunScmap.html b/reference/RunScmap.html
index df3f786c..89115042 100644
--- a/reference/RunScmap.html
+++ b/reference/RunScmap.html
@@ -76,8 +76,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RenameFeatures.html">RenameFeatures</a></span><span class="op">(</span><span class="va">panc8_sub</span>, newnames <span class="op">=</span> <span class="va">genenames</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Rename features for the assay: RNA</span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="check_srtMerge.html">check_srtMerge</a></span><span class="op">(</span><span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span><span class="op">)</span><span class="op">[[</span><span class="st">"srtMerge"</span><span class="op">]</span><span class="op">]</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:50.264089] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:51.098092] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:36.471279] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:37.473925] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -90,27 +90,27 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:20:57.683768] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:42.007008] Finished checking.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Annotation</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:00.393223] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:00.393472] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:44.629332] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:44.629618] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:01.522702] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:01.522979] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:01.710423] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:02.800743] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:02.94] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:03.222247] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:46.040177] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:46.040454] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:46.264681] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:47.313702] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:47.473329] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:02:47.781681] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:18.042687] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 17.65 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:00.469146] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 15.84 secs </span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunScmap</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, srt_ref <span class="op">=</span> <span class="va">panc8_sub</span>,</span></span>
 <span class="r-in"><span>  ref_group <span class="op">=</span> <span class="st">"celltype"</span>, method <span class="op">=</span> <span class="st">"scmapCluster"</span></span></span>
diff --git a/reference/RunSeuratMap.html b/reference/RunSeuratMap.html
index 9872b97b..cf889e1e 100644
--- a/reference/RunSeuratMap.html
+++ b/reference/RunSeuratMap.html
@@ -84,7 +84,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Seurat"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:29.204125] Start Seurat_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:16.691936] Start Seurat_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "Seurat"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
diff --git a/reference/RunSingleR.html b/reference/RunSingleR.html
index 9a9e1d7a..3143dec7 100644
--- a/reference/RunSingleR.html
+++ b/reference/RunSingleR.html
@@ -84,8 +84,8 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RenameFeatures.html">RenameFeatures</a></span><span class="op">(</span><span class="va">panc8_sub</span>, newnames <span class="op">=</span> <span class="va">genenames</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Rename features for the assay: RNA</span>
 <span class="r-in"><span><span class="va">panc8_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="check_srtMerge.html">check_srtMerge</a></span><span class="op">(</span><span class="va">panc8_sub</span>, batch <span class="op">=</span> <span class="st">"tech"</span><span class="op">)</span><span class="op">[[</span><span class="st">"srtMerge"</span><span class="op">]</span><span class="op">]</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:31.25918] Spliting srtMerge into srtList by column tech... ...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:31.783568] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:18.859759] Spliting srtMerge into srtList by column tech... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:19.629709] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
@@ -98,27 +98,27 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 5/5 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:34.718592] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:23.728776] Finished checking.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Annotation</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:36.66201] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:36.662215] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:26.163061] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:26.163327] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:37.612662] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:37.612869] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:37.727934] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:38.602885] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:38.722701] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:38.911543] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:27.369733] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:27.370005] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:27.592314] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:28.707021] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:28.874494] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:29.193243] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:21:47.912138] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.25 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:03:41.320049] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 15.16 secs </span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunSingleR</span><span class="op">(</span></span></span>
 <span class="r-in"><span>  srt_query <span class="op">=</span> <span class="va">pancreas_sub</span>, srt_ref <span class="op">=</span> <span class="va">panc8_sub</span>,</span></span>
 <span class="r-in"><span>  query_group <span class="op">=</span> <span class="st">"Standardclusters"</span>, ref_group <span class="op">=</span> <span class="st">"celltype"</span>,</span></span>
diff --git a/reference/RunSlingshot.html b/reference/RunSlingshot.html
index 4b9e098e..5cbe42c1 100644
--- a/reference/RunSlingshot.html
+++ b/reference/RunSlingshot.html
@@ -86,22 +86,22 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># 3D lineage</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="Standard_SCP.html">Standard_SCP</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:16.50018] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:16.500357] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:24.402359] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:24.402606] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:17.534477] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:17.534685] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:17.737728] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:18.486699] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:18.604857] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:18.789856] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:25.696988] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:25.69725] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:25.863002] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:26.921353] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:27.098075] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:27.34966] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:28.141935] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 11.64 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:39.894188] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 15.49 secs </span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">RunSlingshot</span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="st">"StandardpcaUMAP3D"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="st">"UMAP"</span>, lineages <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="st">"Lineage"</span>, <span class="fl">1</span><span class="op">:</span><span class="fl">3</span><span class="op">)</span>, lineages_span <span class="op">=</span> <span class="fl">0.1</span>, lineages_trim <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">0.05</span>, <span class="fl">0.95</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="RunSlingshot-4.png" alt="" width="700" height="433"></span>
diff --git a/reference/RunSymphonyMap.html b/reference/RunSymphonyMap.html
index 58f0fdb4..1e0817f7 100644
--- a/reference/RunSymphonyMap.html
+++ b/reference/RunSymphonyMap.html
@@ -78,13 +78,41 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">!=</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="va">panc8_sub</span><span class="op">[</span>, <span class="va">panc8_sub</span><span class="op">$</span><span class="va">tech</span> <span class="op">==</span> <span class="st">"fluidigmc1"</span><span class="op">]</span></span></span>
 <span class="r-in"><span><span class="va">srt_ref</span> <span class="op">&lt;-</span> <span class="fu"><a href="Integration_SCP.html">Integration_SCP</a></span><span class="op">(</span><span class="va">srt_ref</span>, batch <span class="op">=</span> <span class="st">"tech"</span>, integration_method <span class="op">=</span> <span class="st">"Harmony"</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:33.530518] Start Harmony_integrate</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:04:46.913519] Start Harmony_integrate</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in Integration_SCP(srt_ref, batch = "tech", integration_method = "Harmony"):</span> object 'srt_ref' not found</span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">srt_ref</span>, group.by <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"celltype"</span>, <span class="st">"tech"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in DefaultReduction(srt):</span> Unable to find any reductions.</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Projection</span></span></span>
 <span class="r-in"><span><span class="va">srt_query</span> <span class="op">&lt;-</span> <span class="fu">RunSymphonyMap</span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">srt_query</span>, srt_ref <span class="op">=</span> <span class="va">srt_ref</span>, ref_pca <span class="op">=</span> <span class="st">"Harmonypca"</span>, ref_harmony <span class="op">=</span> <span class="st">"Harmony"</span>, ref_umap <span class="op">=</span> <span class="st">"HarmonyUMAP2D"</span><span class="op">)</span></span></span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "symphony" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing github package(s) 'immunogenomics/symphony'</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>package ‘immunogenomics/symphony’ is not available for this version of R</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> A version of this package for your version of R might be available elsewhere,</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> see the ideas at</span>
+<span class="r-wrn co"><span class="r-pr">#&gt;</span> https://cran.r-project.org/doc/manuals/r-patched/R-admin.html#Installing-packages</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Using github PAT from envvar GITHUB_PAT</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Downloading GitHub repo immunogenomics/symphony@HEAD</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing 2 packages: sitmo, harmony</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing packages into ‘/home/runner/work/_temp/Library’</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> (as ‘lib’ is unspecified)</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">──</span> <span style="color: #00BBBB;">R CMD build</span> <span style="color: #00BBBB;">─────────────────────────────────────────────────────────────────────────────────────────────────────────</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for file ‘/tmp/Rtmp5K7zMn/remotes8ff11fff36d3/immunogenomics-symphony-bf7aaf9/DESCRIPTION’ ... OK</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * preparing ‘symphony’:</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking DESCRIPTION meta-information ... OK</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * cleaning src</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for LF line-endings in source and make files and shell scripts</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * checking for empty or unneeded directories</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> * building ‘symphony_0.1.1.tar.gz’</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package into ‘/home/runner/work/_temp/Library’</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> (as ‘lib’ is unspecified)</span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> Cannot find 'Harmonypca' in this Seurat object</span>
 <span class="r-in"><span><span class="fu"><a href="ProjectionPlot.html">ProjectionPlot</a></span><span class="op">(</span>srt_query <span class="op">=</span> <span class="va">srt_query</span>, srt_ref <span class="op">=</span> <span class="va">srt_ref</span>, query_group <span class="op">=</span> <span class="st">"celltype"</span>, ref_group <span class="op">=</span> <span class="st">"celltype"</span><span class="op">)</span></span></span>
 <span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> Cannot find 'ref.embeddings' in this Seurat object</span>
diff --git a/reference/RunWOT.html b/reference/RunWOT.html
index 451c699d..9cd8e156 100644
--- a/reference/RunWOT.html
+++ b/reference/RunWOT.html
@@ -56,28 +56,15 @@ <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage">
 <span>  slot_layers <span class="op">=</span> <span class="st">"counts"</span>,</span>
 <span>  adata <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  group_by <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  time_field <span class="op">=</span> <span class="st">"Time"</span>,</span>
+<span>  growth_iters <span class="op">=</span> <span class="fl">3L</span>,</span>
+<span>  tmap_out <span class="op">=</span> <span class="st">"tmaps/tmap_out"</span>,</span>
+<span>  time_from <span class="op">=</span> <span class="fl">1</span>,</span>
+<span>  time_to <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  get_coupling <span class="op">=</span> <span class="cn">FALSE</span>,</span>
+<span>  recalculate <span class="op">=</span> <span class="cn">FALSE</span>,</span>
 <span>  palette <span class="op">=</span> <span class="st">"Paired"</span>,</span>
 <span>  palcolor <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  linear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  nonlinear_reduction <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  basis <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  n_pcs <span class="op">=</span> <span class="fl">30</span>,</span>
-<span>  n_neighbors <span class="op">=</span> <span class="fl">30</span>,</span>
-<span>  dm_n_components <span class="op">=</span> <span class="fl">10</span>,</span>
-<span>  dm_alpha <span class="op">=</span> <span class="fl">0</span>,</span>
-<span>  dm_n_eigs <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  early_group <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  terminal_groups <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  early_cell <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  terminal_cells <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  num_waypoints <span class="op">=</span> <span class="fl">1200</span>,</span>
-<span>  scale_components <span class="op">=</span> <span class="cn">TRUE</span>,</span>
-<span>  use_early_cell_as_start <span class="op">=</span> <span class="cn">TRUE</span>,</span>
-<span>  adjust_early_cell <span class="op">=</span> <span class="cn">FALSE</span>,</span>
-<span>  adjust_terminal_cells <span class="op">=</span> <span class="cn">FALSE</span>,</span>
-<span>  max_iterations <span class="op">=</span> <span class="fl">25</span>,</span>
-<span>  n_jobs <span class="op">=</span> <span class="fl">8</span>,</span>
-<span>  point_size <span class="op">=</span> <span class="fl">20</span>,</span>
 <span>  show_plot <span class="op">=</span> <span class="cn">TRUE</span>,</span>
 <span>  dpi <span class="op">=</span> <span class="fl">300</span>,</span>
 <span>  save <span class="op">=</span> <span class="cn">FALSE</span>,</span>
@@ -101,30 +88,6 @@ <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 <dd><p>group_by.</p></dd>
 
 
-<dt>linear_reduction</dt>
-<dd><p>linear_reduction.</p></dd>
-
-
-<dt>nonlinear_reduction</dt>
-<dd><p>nonlinear_reduction.</p></dd>
-
-
-<dt>basis</dt>
-<dd><p>basis.</p></dd>
-
-
-<dt>n_pcs</dt>
-<dd><p>n_pcs.</p></dd>
-
-
-<dt>n_neighbors</dt>
-<dd><p>n_neighbors.</p></dd>
-
-
-<dt>n_jobs</dt>
-<dd><p>n_jobs.</p></dd>
-
-
 <dt>dpi</dt>
 <dd><p>dpi.</p></dd>
 
diff --git a/reference/Standard_SCP.html b/reference/Standard_SCP.html
index af073c04..ac78482b 100644
--- a/reference/Standard_SCP.html
+++ b/reference/Standard_SCP.html
@@ -169,22 +169,22 @@ <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2
     <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu">Standard_SCP</span><span class="op">(</span>srt <span class="op">=</span> <span class="va">pancreas_sub</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:36.736677] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:36.736918] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:50.760993] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:50.761451] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:37.764206] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:37.76443] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:37.89715] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:38.705229] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:38.82887] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:39.035958] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:53.85542] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:53.855907] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:54.699275] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:56.043133] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:56.320433] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:05:56.766112] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:50.379546] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 13.64 secs </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:10.12223] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 19.36 secs </span>
 <span class="r-in"><span><span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="Standard_SCP-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span></span></span>
@@ -195,51 +195,58 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  linear_reduction <span class="op">=</span> <span class="va">linear_reductions</span>,</span></span>
 <span class="r-in"><span>  nonlinear_reduction <span class="op">=</span> <span class="st">"umap"</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:50.615363] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:50.615553] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:10.466565] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:10.466788] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList has been log-normalized.</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:51.531924] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:51.532145] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:51.719143] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:52.546866] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:52.684227] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:22:52.911672] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:11.70359] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:11.703821] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:11.909945] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:13.16026] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:13.417075] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:13.765565] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:01.923138] Perform linear dimension reduction (ica) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:03.708636] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:03.876306] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:04.125749] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:26.087924] Perform linear dimension reduction (ica) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:28.262914] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:28.476332] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:28.848974] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:13.251146] Perform linear dimension reduction (nmf) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:40.686126] Perform linear dimension reduction (nmf) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Attaching package: ‘Matrix’</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> The following object is masked from ‘package:S4Vectors’:</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span>     expand</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:27.482324] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:27.656842] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:27.981529] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:57.613822] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:57.82821] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:06:58.265986] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:37.79272] Perform linear dimension reduction (mds) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:46.281587] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:46.472513] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:46.849372] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:07:10.318304] Perform linear dimension reduction (mds) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:07:25.897137] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:07:26.127641] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:07:26.61731] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:23:58.179663] Perform linear dimension reduction (glmpca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:16.17883] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:16.452858] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:17.119577] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:07:38.220196] Perform linear dimension reduction (glmpca) on the data...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Install package: "glmpca" ...</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> 'getOption("repos")' replaces Bioconductor standard repositories, see 'help("repositories", package = "BiocManager")'</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> for details.</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Replacement repositories:</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span>     CRAN: https://cloud.r-project.org</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16)</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Installing package(s) 'glmpca'</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:12.493897] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:12.780734] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:13.33401] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:28.085716] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 2.62 mins </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:25.676037] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 3.25 mins </span>
 <span class="r-in"><span><span class="va">plist1</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">lapply</a></span><span class="op">(</span><span class="va">linear_reductions</span>, <span class="kw">function</span><span class="op">(</span><span class="va">lr</span><span class="op">)</span> <span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="st">"Standard"</span>, <span class="va">lr</span>, <span class="st">"UMAP2D"</span><span class="op">)</span>, theme_use <span class="op">=</span> <span class="st">"theme_blank"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu">patchwork</span><span class="fu">::</span><span class="fu"><a href="https://patchwork.data-imaginist.com/reference/wrap_plots.html" class="external-link">wrap_plots</a></span><span class="op">(</span>plotlist <span class="op">=</span> <span class="va">plist1</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="Standard_SCP-2.png" alt="" width="700" height="433"></span>
@@ -250,49 +257,49 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span>  linear_reduction <span class="op">=</span> <span class="st">"pca"</span>,</span></span>
 <span class="r-in"><span>  nonlinear_reduction <span class="op">=</span> <span class="va">nonlinear_reductions</span></span></span>
 <span class="r-in"><span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:30.155188] Start Standard_SCP</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:30.155459] Checking srtList... ...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:27.48035] Start Standard_SCP</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:27.480591] Checking srtList... ...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Data 1/1 of the srtList has been log-normalized.</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Perform FindVariableFeatures on the data 1/1 of the srtList...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Use the separate HVF from srtList...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Number of available HVF: 2000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:32.44742] Finished checking.</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:32.447702] Perform ScaleData on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:33.178162] Perform linear dimension reduction (pca) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:35.315243] Perform FindClusters (louvain) on the data...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:35.553905] Reorder clusters...</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:36.032857] Perform nonlinear dimension reduction (umap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:28.899961] Finished checking.</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:28.900202] Perform ScaleData on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:29.317436] Perform linear dimension reduction (pca) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:30.789099] Perform FindClusters (louvain) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:31.063849] Reorder clusters...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:31.66431] Perform nonlinear dimension reduction (umap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:48.432316] Perform nonlinear dimension reduction (tsne) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:43.929346] Perform nonlinear dimension reduction (tsne) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:25:59.227848] Perform nonlinear dimension reduction (dm) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:57.202953] Perform nonlinear dimension reduction (dm) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>'as(&lt;dsCMatrix&gt;, "dsTMatrix")' is deprecated.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> Use 'as(., "TsparseMatrix")' instead.</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> See help("Deprecated") and help("Matrix-deprecated").</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:26:00.976073] Perform nonlinear dimension reduction (phate) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:09:59.403583] Perform nonlinear dimension reduction (phate) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Try to install phate ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:26:33.457733] Perform nonlinear dimension reduction (pacmap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:10:42.080668] Perform nonlinear dimension reduction (pacmap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Try to install pacmap ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:27:10.320249] Perform nonlinear dimension reduction (trimap) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:11:29.313919] Perform nonlinear dimension reduction (trimap) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Try to install trimap ...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:27:35.979561] Perform nonlinear dimension reduction (largevis) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:12:00.973592] Perform nonlinear dimension reduction (largevis) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:35:01.141008] Perform nonlinear dimension reduction (fr) on the data...</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:19:54.581726] Perform nonlinear dimension reduction (fr) on the data...</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-01 06:35:05.269222] Standard_SCP done</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 9.59 mins </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [2023-09-08 17:20:00.413985] Standard_SCP done</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Elapsed time: 10.55 mins </span>
 <span class="r-in"><span><span class="va">plist2</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">lapply</a></span><span class="op">(</span><span class="va">nonlinear_reductions</span>, <span class="kw">function</span><span class="op">(</span><span class="va">nr</span><span class="op">)</span> <span class="fu"><a href="CellDimPlot.html">CellDimPlot</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group.by <span class="op">=</span> <span class="st">"SubCellType"</span>, reduction <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="st">"Standardpca"</span>, <span class="fu"><a href="https://rdrr.io/r/base/chartr.html" class="external-link">toupper</a></span><span class="op">(</span><span class="va">nr</span><span class="op">)</span>, <span class="st">"2D"</span><span class="op">)</span>, theme_use <span class="op">=</span> <span class="st">"theme_blank"</span><span class="op">)</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="fu">patchwork</span><span class="fu">::</span><span class="fu"><a href="https://patchwork.data-imaginist.com/reference/wrap_plots.html" class="external-link">wrap_plots</a></span><span class="op">(</span>plotlist <span class="op">=</span> <span class="va">plist2</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="Standard_SCP-3.png" alt="" width="700" height="433"></span>
diff --git a/reference/StatPlot.html b/reference/StatPlot.html
index e1050934..bbd10047 100644
--- a/reference/StatPlot.html
+++ b/reference/StatPlot.html
@@ -140,7 +140,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="AnnotateFeatures.html">AnnotateFeatures</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, species <span class="op">=</span> <span class="st">"Mus_musculus"</span>, IDtype <span class="op">=</span> <span class="st">"symbol"</span>, db <span class="op">=</span> <span class="st">"GeneType"</span><span class="op">)</span></span></span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GeneType version:3.17.0 nterm:11 created:2023-09-01 05:04:27.254224</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GeneType version:3.17.0 nterm:11 created:2023-09-08 15:21:08.639145</span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">pancreas_sub</span><span class="op">[[</span><span class="st">"RNA"</span><span class="op">]</span><span class="op">]</span><span class="op">@</span><span class="va">meta.features</span><span class="op">)</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span>               highly_variable_genes       GeneType</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Mrpl15                        False protein-coding</span>
diff --git a/reference/VolcanoPlot.html b/reference/VolcanoPlot.html
index b93a0663..e0d6f588 100644
--- a/reference/VolcanoPlot.html
+++ b/reference/VolcanoPlot.html
@@ -92,13 +92,13 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
     <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/data.html" class="external-link">data</a></span><span class="op">(</span><span class="st">"pancreas_sub"</span><span class="op">)</span></span></span>
 <span class="r-in"><span><span class="va">pancreas_sub</span> <span class="op">&lt;-</span> <span class="fu"><a href="RunDEtest.html">RunDEtest</a></span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, only.pos <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span></span></span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:35:52.518843] Start DEtest</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 17:21:01.832187] Start DEtest</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Find all markers(wilcox) among 5 groups...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:36:00.068345] DEtest done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:7.55 secs</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 17:21:12.563734] DEtest done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:10.73 secs</span>
 <span class="r-in"><span><span class="fu">VolcanoPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span><span class="op">)</span></span></span>
 <span class="r-plt img"><img src="VolcanoPlot-1.png" alt="" width="700" height="433"></span>
 <span class="r-in"><span><span class="fu">VolcanoPlot</span><span class="op">(</span><span class="va">pancreas_sub</span>, group_by <span class="op">=</span> <span class="st">"CellType"</span>, DE_threshold <span class="op">=</span> <span class="st">"abs(diff_pct) &gt; 0.3 &amp; p_val_adj &lt; 0.05"</span><span class="op">)</span></span></span>
diff --git a/reference/db_DoubletDetection-1.png b/reference/db_DoubletDetection-1.png
index e59add20..9cca6365 100644
Binary files a/reference/db_DoubletDetection-1.png and b/reference/db_DoubletDetection-1.png differ
diff --git a/reference/db_DoubletDetection-2.png b/reference/db_DoubletDetection-2.png
index 29d44b10..d5d2ac13 100644
Binary files a/reference/db_DoubletDetection-2.png and b/reference/db_DoubletDetection-2.png differ
diff --git a/reference/panel_fix.html b/reference/panel_fix.html
index 18bd2265..ccc0c1f5 100644
--- a/reference/panel_fix.html
+++ b/reference/panel_fix.html
@@ -231,15 +231,15 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> 'magick' package is suggested to install to give better rasterization.</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Set `ht_opt$message = FALSE` to turn off this message.</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:38:50.540295] Start Enrichment</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 17:24:54.016719] Start Enrichment</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Workers: 1</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Species: Mus_musculus</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> Permform enrichment...</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> 
  |                                                                                                                    
  |                                                                                                              |   0%
  |                                                                                                                    
  |==============================================================================================================| 100%</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-01 06:39:55.273562] Enrichment done</span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.08 mins</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> [2023-09-08 17:26:31.71002] Enrichment done</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> Elapsed time:1.63 mins</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> The size of the heatmap will be fixed as some elements are not scalable.</span>
 <span class="r-in"><span><span class="co"># the size of the heatmap is already fixed</span></span></span>
 <span class="r-in"><span><span class="va">ht2</span><span class="op">$</span><span class="va">plot</span></span></span>
diff --git a/search.json b/search.json
index 5b7c87e6..778bb2f0 100644
--- a/search.json
+++ b/search.json
@@ -1 +1 @@
-[{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 3, 29 June 2007Copyright © 2007 Free Software Foundation, Inc. <http://fsf.org/> Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"GNU General Public License free, copyleft license software kinds works. licenses software practical works designed take away freedom share change works. contrast, GNU General Public License intended guarantee freedom share change versions program–make sure remains free software users. , Free Software Foundation, use GNU General Public License software; applies also work released way authors. can apply programs, . speak free software, referring freedom, price. General Public Licenses designed make sure freedom distribute copies free software (charge wish), receive source code can get want , can change software use pieces new free programs, know can things. protect rights, need prevent others denying rights asking surrender rights. Therefore, certain responsibilities distribute copies software, modify : responsibilities respect freedom others. example, distribute copies program, whether gratis fee, must pass recipients freedoms received. must make sure , , receive can get source code. must show terms know rights. 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States allow patents restrict development use software general-purpose computers, , wish avoid special danger patents applied free program make effectively proprietary. prevent , GPL assures patents used render program non-free. precise terms conditions copying, distribution modification follow.","code":""},{"path":[]},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_0-definitions","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"0. Definitions","title":"GNU General Public License","text":"“License” refers version 3 GNU General Public License. “Copyright” also means copyright-like laws apply kinds works, semiconductor masks. “Program” refers copyrightable work licensed License. licensee addressed “”. “Licensees” “recipients” may individuals organizations. “modify” work means copy adapt part work fashion requiring copyright permission, making exact copy. resulting work called “modified version” earlier work work “based ” earlier work. “covered work” means either unmodified Program work based Program. “propagate” work means anything , without permission, make directly secondarily liable infringement applicable copyright law, except executing computer modifying private copy. Propagation includes copying, distribution (without modification), making available public, countries activities well. “convey” work means kind propagation enables parties make receive copies. 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Source Code","title":"GNU General Public License","text":"“source code” work means preferred form work making modifications . “Object code” means non-source form work. “Standard Interface” means interface either official standard defined recognized standards body, , case interfaces specified particular programming language, one widely used among developers working language. “System Libraries” executable work include anything, work whole, () included normal form packaging Major Component, part Major Component, (b) serves enable use work Major Component, implement Standard Interface implementation available public source code form. “Major Component”, context, means major essential component (kernel, window system, ) specific operating system () executable work runs, compiler used produce work, object code interpreter used run . “Corresponding Source” work object code form means source code needed generate, install, (executable work) run object code modify work, including scripts control activities. However, include work’s System Libraries, general-purpose tools generally available free programs used unmodified performing activities part work. example, Corresponding Source includes interface definition files associated source files work, source code shared libraries dynamically linked subprograms work specifically designed require, intimate data communication control flow subprograms parts work. Corresponding Source need include anything users can regenerate automatically parts Corresponding Source. Corresponding Source work source code form work.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_2-basic-permissions","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"2. Basic Permissions","title":"GNU General Public License","text":"rights granted License granted term copyright Program, irrevocable provided stated conditions met. License explicitly affirms unlimited permission run unmodified Program. output running covered work covered License output, given content, constitutes covered work. License acknowledges rights fair use equivalent, provided copyright law. may make, run propagate covered works convey, without conditions long license otherwise remains force. may convey covered works others sole purpose make modifications exclusively , provide facilities running works, provided comply terms License conveying material control copyright. thus making running covered works must exclusively behalf, direction control, terms prohibit making copies copyrighted material outside relationship . Conveying circumstances permitted solely conditions stated . Sublicensing allowed; section 10 makes unnecessary.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_3-protecting-users-legal-rights-from-anti-circumvention-law","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"3. Protecting Users’ Legal Rights From Anti-Circumvention Law","title":"GNU General Public License","text":"covered work shall deemed part effective technological measure applicable law fulfilling obligations article 11 WIPO copyright treaty adopted 20 December 1996, similar laws prohibiting restricting circumvention measures. convey covered work, waive legal power forbid circumvention technological measures extent circumvention effected exercising rights License respect covered work, disclaim intention limit operation modification work means enforcing, work’s users, third parties’ legal rights forbid circumvention technological measures.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_4-conveying-verbatim-copies","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"4. Conveying Verbatim Copies","title":"GNU General Public License","text":"may convey verbatim copies Program’s source code receive , medium, provided conspicuously appropriately publish copy appropriate copyright notice; keep intact notices stating License non-permissive terms added accord section 7 apply code; keep intact notices absence warranty; give recipients copy License along Program. may charge price price copy convey, may offer support warranty protection fee.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_5-conveying-modified-source-versions","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"5. Conveying Modified Source Versions","title":"GNU General Public License","text":"may convey work based Program, modifications produce Program, form source code terms section 4, provided also meet conditions: ) work must carry prominent notices stating modified , giving relevant date. b) work must carry prominent notices stating released License conditions added section 7. requirement modifies requirement section 4 “keep intact notices”. c) must license entire work, whole, License anyone comes possession copy. License therefore apply, along applicable section 7 additional terms, whole work, parts, regardless packaged. License gives permission license work way, invalidate permission separately received . d) work interactive user interfaces, must display Appropriate Legal Notices; however, Program interactive interfaces display Appropriate Legal Notices, work need make . compilation covered work separate independent works, nature extensions covered work, combined form larger program, volume storage distribution medium, called “aggregate” compilation resulting copyright used limit access legal rights compilation’s users beyond individual works permit. Inclusion covered work aggregate cause License apply parts aggregate.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_6-conveying-non-source-forms","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"6. Conveying Non-Source Forms","title":"GNU General Public License","text":"may convey covered work object code form terms sections 4 5, provided also convey machine-readable Corresponding Source terms License, one ways: ) Convey object code , embodied , physical product (including physical distribution medium), accompanied Corresponding Source fixed durable physical medium customarily used software interchange. b) Convey object code , embodied , physical product (including physical distribution medium), accompanied written offer, valid least three years valid long offer spare parts customer support product model, give anyone possesses object code either (1) copy Corresponding Source software product covered License, durable physical medium customarily used software interchange, price reasonable cost physically performing conveying source, (2) access copy Corresponding Source network server charge. c) Convey individual copies object code copy written offer provide Corresponding Source. alternative allowed occasionally noncommercially, received object code offer, accord subsection 6b. d) Convey object code offering access designated place (gratis charge), offer equivalent access Corresponding Source way place charge. need require recipients copy Corresponding Source along object code. place copy object code network server, Corresponding Source may different server (operated third party) supports equivalent copying facilities, provided maintain clear directions next object code saying find Corresponding Source. Regardless server hosts Corresponding Source, remain obligated ensure available long needed satisfy requirements. e) Convey object code using peer--peer transmission, provided inform peers object code Corresponding Source work offered general public charge subsection 6d. separable portion object code, whose source code excluded Corresponding Source System Library, need included conveying object code work. “User Product” either (1) “consumer product”, means tangible personal property normally used personal, family, household purposes, (2) anything designed sold incorporation dwelling. determining whether product consumer product, doubtful cases shall resolved favor coverage. particular product received particular user, “normally used” refers typical common use class product, regardless status particular user way particular user actually uses, expects expected use, product. product consumer product regardless whether product substantial commercial, industrial non-consumer uses, unless uses represent significant mode use product. “Installation Information” User Product means methods, procedures, authorization keys, information required install execute modified versions covered work User Product modified version Corresponding Source. information must suffice ensure continued functioning modified object code case prevented interfered solely modification made. convey object code work section , , specifically use , User Product, conveying occurs part transaction right possession use User Product transferred recipient perpetuity fixed term (regardless transaction characterized), Corresponding Source conveyed section must accompanied Installation Information. requirement apply neither third party retains ability install modified object code User Product (example, work installed ROM). requirement provide Installation Information include requirement continue provide support service, warranty, updates work modified installed recipient, User Product modified installed. Access network may denied modification materially adversely affects operation network violates rules protocols communication across network. Corresponding Source conveyed, Installation Information provided, accord section must format publicly documented (implementation available public source code form), must require special password key unpacking, reading copying.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_7-additional-terms","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"7. Additional Terms","title":"GNU General Public License","text":"“Additional permissions” terms supplement terms License making exceptions one conditions. Additional permissions applicable entire Program shall treated though included License, extent valid applicable law. additional permissions apply part Program, part may used separately permissions, entire Program remains governed License without regard additional permissions. convey copy covered work, may option remove additional permissions copy, part . (Additional permissions may written require removal certain cases modify work.) may place additional permissions material, added covered work, can give appropriate copyright permission. 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Termination","title":"GNU General Public License","text":"may propagate modify covered work except expressly provided License. attempt otherwise propagate modify void, automatically terminate rights License (including patent licenses granted third paragraph section 11). However, cease violation License, license particular copyright holder reinstated () provisionally, unless copyright holder explicitly finally terminates license, (b) permanently, copyright holder fails notify violation reasonable means prior 60 days cessation. Moreover, license particular copyright holder reinstated permanently copyright holder notifies violation reasonable means, first time received notice violation License (work) copyright holder, cure violation prior 30 days receipt notice. Termination rights section terminate licenses parties received copies rights License. rights terminated permanently reinstated, qualify receive new licenses material section 10.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_9-acceptance-not-required-for-having-copies","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"9. Acceptance Not Required for Having Copies","title":"GNU General Public License","text":"required accept License order receive run copy Program. Ancillary propagation covered work occurring solely consequence using peer--peer transmission receive copy likewise require acceptance. However, nothing License grants permission propagate modify covered work. actions infringe copyright accept License. Therefore, modifying propagating covered work, indicate acceptance License .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_10-automatic-licensing-of-downstream-recipients","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"10. Automatic Licensing of Downstream Recipients","title":"GNU General Public License","text":"time convey covered work, recipient automatically receives license original licensors, run, modify propagate work, subject License. responsible enforcing compliance third parties License. “entity transaction” transaction transferring control organization, substantially assets one, subdividing organization, merging organizations. propagation covered work results entity transaction, party transaction receives copy work also receives whatever licenses work party’s predecessor interest give previous paragraph, plus right possession Corresponding Source work predecessor interest, predecessor can get reasonable efforts. may impose restrictions exercise rights granted affirmed License. example, may impose license fee, royalty, charge exercise rights granted License, may initiate litigation (including cross-claim counterclaim lawsuit) alleging patent claim infringed making, using, selling, offering sale, importing Program portion .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_11-patents","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"11. Patents","title":"GNU General Public License","text":"“contributor” copyright holder authorizes use License Program work Program based. work thus licensed called contributor’s “contributor version”. contributor’s “essential patent claims” patent claims owned controlled contributor, whether already acquired hereafter acquired, infringed manner, permitted License, making, using, selling contributor version, include claims infringed consequence modification contributor version. purposes definition, “control” includes right grant patent sublicenses manner consistent requirements License. contributor grants non-exclusive, worldwide, royalty-free patent license contributor’s essential patent claims, make, use, sell, offer sale, import otherwise run, modify propagate contents contributor version. following three paragraphs, “patent license” express agreement commitment, however denominated, enforce patent (express permission practice patent covenant sue patent infringement). “grant” patent license party means make agreement commitment enforce patent party. convey covered work, knowingly relying patent license, Corresponding Source work available anyone copy, free charge terms License, publicly available network server readily accessible means, must either (1) cause Corresponding Source available, (2) arrange deprive benefit patent license particular work, (3) arrange, manner consistent requirements License, extend patent license downstream recipients. “Knowingly relying” means actual knowledge , patent license, conveying covered work country, recipient’s use covered work country, infringe one identifiable patents country reason believe valid. , pursuant connection single transaction arrangement, convey, propagate procuring conveyance , covered work, grant patent license parties receiving covered work authorizing use, propagate, modify convey specific copy covered work, patent license grant automatically extended recipients covered work works based . patent license “discriminatory” include within scope coverage, prohibits exercise , conditioned non-exercise one rights specifically granted License. may convey covered work party arrangement third party business distributing software, make payment third party based extent activity conveying work, third party grants, parties receive covered work , discriminatory patent license () connection copies covered work conveyed (copies made copies), (b) primarily connection specific products compilations contain covered work, unless entered arrangement, patent license granted, prior 28 March 2007. Nothing License shall construed excluding limiting implied license defenses infringement may otherwise available applicable patent law.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_12-no-surrender-of-others-freedom","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"12. No Surrender of Others’ Freedom","title":"GNU General Public License","text":"conditions imposed (whether court order, agreement otherwise) contradict conditions License, excuse conditions License. convey covered work satisfy simultaneously obligations License pertinent obligations, consequence may convey . example, agree terms obligate collect royalty conveying convey Program, way satisfy terms License refrain entirely conveying Program.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_13-use-with-the-gnu-affero-general-public-license","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"13. Use with the GNU Affero General Public License","title":"GNU General Public License","text":"Notwithstanding provision License, permission link combine covered work work licensed version 3 GNU Affero General Public License single combined work, convey resulting work. terms License continue apply part covered work, special requirements GNU Affero General Public License, section 13, concerning interaction network apply combination .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_14-revised-versions-of-this-license","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"14. Revised Versions of this License","title":"GNU General Public License","text":"Free Software Foundation may publish revised /new versions GNU General Public License time time. new versions similar spirit present version, may differ detail address new problems concerns. version given distinguishing version number. Program specifies certain numbered version GNU General Public License “later version” applies , option following terms conditions either numbered version later version published Free Software Foundation. Program specify version number GNU General Public License, may choose version ever published Free Software Foundation. Program specifies proxy can decide future versions GNU General Public License can used, proxy’s public statement acceptance version permanently authorizes choose version Program. Later license versions may give additional different permissions. However, additional obligations imposed author copyright holder result choosing follow later version.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_15-disclaimer-of-warranty","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"15. Disclaimer of Warranty","title":"GNU General Public License","text":"WARRANTY PROGRAM, EXTENT PERMITTED APPLICABLE LAW. EXCEPT OTHERWISE STATED WRITING COPYRIGHT HOLDERS /PARTIES PROVIDE PROGRAM “” WITHOUT WARRANTY KIND, EITHER EXPRESSED IMPLIED, INCLUDING, LIMITED , IMPLIED WARRANTIES MERCHANTABILITY FITNESS PARTICULAR PURPOSE. ENTIRE RISK QUALITY PERFORMANCE PROGRAM . PROGRAM PROVE DEFECTIVE, ASSUME COST NECESSARY SERVICING, REPAIR CORRECTION.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_16-limitation-of-liability","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"16. Limitation of Liability","title":"GNU General Public License","text":"EVENT UNLESS REQUIRED APPLICABLE LAW AGREED WRITING COPYRIGHT HOLDER, PARTY MODIFIES /CONVEYS PROGRAM PERMITTED , LIABLE DAMAGES, INCLUDING GENERAL, SPECIAL, INCIDENTAL CONSEQUENTIAL DAMAGES ARISING USE INABILITY USE PROGRAM (INCLUDING LIMITED LOSS DATA DATA RENDERED INACCURATE LOSSES SUSTAINED THIRD PARTIES FAILURE PROGRAM OPERATE PROGRAMS), EVEN HOLDER PARTY ADVISED POSSIBILITY DAMAGES.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_17-interpretation-of-sections-15-and-16","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"17. Interpretation of Sections 15 and 16","title":"GNU General Public License","text":"disclaimer warranty limitation liability provided given local legal effect according terms, reviewing courts shall apply local law closely approximates absolute waiver civil liability connection Program, unless warranty assumption liability accompanies copy Program return fee. END TERMS CONDITIONS","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"how-to-apply-these-terms-to-your-new-programs","dir":"","previous_headings":"","what":"How to Apply These Terms to Your New Programs","title":"GNU General Public License","text":"develop new program, want greatest possible use public, best way achieve make free software everyone can redistribute change terms. , attach following notices program. safest attach start source file effectively state exclusion warranty; file least “copyright” line pointer full notice found. Also add information contact electronic paper mail. program terminal interaction, make output short notice like starts interactive mode: hypothetical commands show w show c show appropriate parts General Public License. course, program’s commands might different; GUI interface, use “box”. also get employer (work programmer) school, , sign “copyright disclaimer” program, necessary. information , apply follow GNU GPL, see <http://www.gnu.org/licenses/>. GNU General Public License permit incorporating program proprietary programs. program subroutine library, may consider useful permit linking proprietary applications library. want , use GNU Lesser General Public License instead License. first, please read <http://www.gnu.org/philosophy/--lgpl.html>.","code":"<one line to give the program's name and a brief idea of what it does.> Copyright (C) <year>  <name of author>  This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program.  If not, see <http://www.gnu.org/licenses/>. <program>  Copyright (C) <year>  <name of author> This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'. This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"https://zhanghao-njmu.github.io/SCP/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Hao Zhang. Maintainer.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Zhang H (2023). SCP: Single Cell Pipeline. R package version 0.5.1, https://github.com/zhanghao-njmu/SCP.","code":"@Manual{,   title = {SCP: Single Cell Pipeline},   author = {Hao Zhang},   year = {2023},   note = {R package version 0.5.1},   url = {https://github.com/zhanghao-njmu/SCP}, }"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"scp-single-cell-pipeline","dir":"","previous_headings":"","what":"Single Cell Pipeline","title":"Single Cell Pipeline","text":"SCP provides comprehensive set tools single-cell data processing downstream analysis. package includes following facilities: Integrated single-cell quality control methods. Pipelines embedded multiple methods normalization, feature reduction, cell population identification (standard Seurat workflow). Pipelines embedded multiple integration methods scRNA-seq scATAC-seq data, including Uncorrected, Seurat, scVI, MNN, fastMNN, Harmony, Scanorama, BBKNN, CSS, LIGER, Conos, ComBat. Multiple single-cell downstream analyses identification differential features, enrichment analysis, GSEA analysis, identification dynamic features, PAGA, RNA velocity, Palantir, Monocle2, Monocle3, etc. Multiple methods automatic annotation single-cell data methods projection single-cell datasets. High-quality data visualization methods. Fast deployment single-cell data SCExplorer, shiny app provides interactive visualization interface. functions SCP package developed around Seurat object compatible Seurat functions.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"r-version-requirement","dir":"","previous_headings":"","what":"R version requirement","title":"Single Cell Pipeline","text":"R >= 4.1.0","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"installation-in-the-global-r-environment","dir":"","previous_headings":"","what":"Installation in the global R environment","title":"Single Cell Pipeline","text":"can install latest version SCP GitHub :","code":"if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"zhanghao-njmu/SCP\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"create-scp-python-environment","dir":"","previous_headings":"Installation in the global R environment","what":"Create SCP python environment","title":"Single Cell Pipeline","text":"run functions RunPAGA RunSCVELO, SCP requires conda create separate python environment. default environment name \"SCP_env\". can specify environment name SCP setting options(SCP_env_name=\"new_name\") Now, can run PrepareEnv() create python environment SCP. conda binary found, automatically download install miniconda. force SCP use specific conda binary, recommended set reticulate.conda_binary R option: download miniconda pip packages slow, can specify miniconda repo PyPI mirror according network region. Available miniconda repositories: https://repo.anaconda.com/miniconda (default) http://mirrors.aliyun.com/anaconda/miniconda https://mirrors.bfsu.edu.cn/anaconda/miniconda https://mirrors.pku.edu.cn/anaconda/miniconda https://mirror.nju.edu.cn/anaconda/miniconda https://mirrors.sustech.edu.cn/anaconda/miniconda https://mirrors.xjtu.edu.cn/anaconda/miniconda https://mirrors.hit.edu.cn/anaconda/miniconda Available PyPI mirrors: https://pypi.python.org/simple (default) https://mirrors.aliyun.com/pypi/simple https://pypi.tuna.tsinghua.edu.cn/simple https://mirrors.pku.edu.cn/pypi/simple https://mirror.nju.edu.cn/pypi/web/simple https://mirrors.sustech.edu.cn/pypi/simple https://mirrors.xjtu.edu.cn/pypi/simple https://mirrors.hit.edu.cn/pypi/web/simple","code":"SCP::PrepareEnv() options(reticulate.conda_binary = \"/path/to/conda\") SCP::PrepareEnv() SCP::PrepareEnv(   miniconda_repo = \"https://mirrors.bfsu.edu.cn/anaconda/miniconda\",   pip_options = \"-i https://pypi.tuna.tsinghua.edu.cn/simple\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"installation-in-an-isolated-r-environment-using-renv","dir":"","previous_headings":"","what":"Installation in an isolated R environment using renv","title":"Single Cell Pipeline","text":"want change current R environment require reproducibility, can use renv package install SCP isolated R environment.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"create-an-isolated-r-environment","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Create an isolated R environment","title":"Single Cell Pipeline","text":"Option 1: Install SCP GitHub create SCP python environment Option 2: SCP already installed global environment, copy SCP local library","code":"if (!require(\"renv\", quietly = TRUE)) {   install.packages(\"renv\") } dir.create(\"~/SCP_env\", recursive = TRUE) # It cannot be the home directory \"~\" ! renv::init(project = \"~/SCP_env\", bare = TRUE, restart = TRUE) renv::activate(project = \"~/SCP_env\") renv::install(\"BiocManager\") renv::install(\"zhanghao-njmu/SCP\", repos = BiocManager::repositories()) SCP::PrepareEnv() renv::activate(project = \"~/SCP_env\") renv::hydrate(\"SCP\") SCP::PrepareEnv()"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"activate-scp-environment-first-before-use","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Activate SCP environment first before use","title":"Single Cell Pipeline","text":"","code":"renv::activate(project = \"~/SCP_env\")  library(SCP) data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"draw_graph_fr\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"save-and-restore-the-state-of-scp-environment","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Save and restore the state of SCP environment","title":"Single Cell Pipeline","text":"","code":"renv::snapshot(project = \"~/SCP_env\") renv::restore(project = \"~/SCP_env\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"quick-start","dir":"","previous_headings":"","what":"Quick Start","title":"Single Cell Pipeline","text":"Data exploration CellQC Standard pipeline Integration pipeline Cell projection single-cell datasets Cell annotation using bulk RNA-seq datasets Cell annotation using single-cell datasets PAGA analysis Velocity analysis Differential expression analysis Enrichment analysis(-representation) Enrichment analysis(GSEA) Trajectory inference Dynamic features Interactive data visualization SCExplorer visualization examples","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"data-exploration","dir":"","previous_headings":"Quick Start","what":"Data exploration","title":"Single Cell Pipeline","text":"analysis based subsetted version mouse pancreas data.","code":"library(SCP) library(BiocParallel) register(MulticoreParam(workers = 8, progressbar = TRUE))  data(\"pancreas_sub\") print(pancreas_sub) #> An object of class Seurat  #> 47874 features across 1000 samples within 3 assays  #> Active assay: RNA (15958 features, 3467 variable features) #>  2 other assays present: spliced, unspliced #>  2 dimensional reductions calculated: PCA, UMAP CellDimPlot(   srt = pancreas_sub, group.by = c(\"CellType\", \"SubCellType\"),   reduction = \"UMAP\", theme_use = \"theme_blank\" ) CellDimPlot(   srt = pancreas_sub, group.by = \"SubCellType\", stat.by = \"Phase\",   reduction = \"UMAP\", theme_use = \"theme_blank\" ) FeatureDimPlot(   srt = pancreas_sub, features = c(\"Sox9\", \"Neurog3\", \"Fev\", \"Rbp4\"),   reduction = \"UMAP\", theme_use = \"theme_blank\" ) FeatureDimPlot(   srt = pancreas_sub, features = c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"),   compare_features = TRUE, label = TRUE, label_insitu = TRUE,   reduction = \"UMAP\", theme_use = \"theme_blank\" ) ht <- GroupHeatmap(   srt = pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Cdh2\"),   cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   show_row_names = TRUE, row_names_side = \"left\",   add_dot = TRUE, add_reticle = TRUE ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cellqc","dir":"","previous_headings":"Quick Start","what":"CellQC","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunCellQC(srt = pancreas_sub) CellDimPlot(srt = pancreas_sub, group.by = \"CellQC\", reduction = \"UMAP\") CellStatPlot(srt = pancreas_sub, stat.by = \"CellQC\", group.by = \"CellType\", label = TRUE) CellStatPlot(   srt = pancreas_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"standard-pipeline","dir":"","previous_headings":"Quick Start","what":"Standard pipeline","title":"Single Cell Pipeline","text":"CellDimPlot3D FeatureDimPlot3D","code":"pancreas_sub <- Standard_SCP(srt = pancreas_sub) CellDimPlot(   srt = pancreas_sub, group.by = c(\"CellType\", \"SubCellType\"),   reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\" ) CellDimPlot3D(srt = pancreas_sub, group.by = \"SubCellType\") FeatureDimPlot3D(srt = pancreas_sub, features = c(\"Sox9\", \"Neurog3\", \"Fev\", \"Rbp4\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"integration-pipeline","dir":"","previous_headings":"Quick Start","what":"Integration pipeline","title":"Single Cell Pipeline","text":"Example data integration subsetted version panc8(eight human pancreas datasets)  UMAP embeddings based different integration methods SCP: Integration-","code":"data(\"panc8_sub\") panc8_sub <- Integration_SCP(srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\") CellDimPlot(   srt = panc8_sub, group.by = c(\"celltype\", \"tech\"), reduction = \"SeuratUMAP2D\",   title = \"Seurat\", theme_use = \"theme_blank\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-projection-between-single-cell-datasets","dir":"","previous_headings":"Quick Start","what":"Cell projection between single-cell datasets","title":"Single Cell Pipeline","text":"","code":"panc8_rename <- RenameFeatures(srt = panc8_sub, newnames = make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)), assays = \"RNA\") srt_query <- RunKNNMap(srt_query = pancreas_sub, srt_ref = panc8_rename, ref_umap = \"SeuratUMAP2D\") ProjectionPlot(   srt_query = srt_query, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-annotation-using-bulk-rna-seq-datasets","dir":"","previous_headings":"Quick Start","what":"Cell annotation using bulk RNA-seq datasets","title":"Single Cell Pipeline","text":"","code":"data(\"ref_scMCA\") pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA, filter_lowfreq = 20) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-annotation-using-single-cell-datasets","dir":"","previous_headings":"Quick Start","what":"Cell annotation using single-cell datasets","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_rename,   ref_group = \"celltype\", filter_lowfreq = 20 ) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE) pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\",   return_full_distance_matrix = TRUE ) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE) ht <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\",   nlabel = 3, label_by = \"row\",   show_row_names = TRUE, show_column_names = TRUE ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"paga-analysis","dir":"","previous_headings":"Quick Start","what":"PAGA analysis","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunPAGA(   srt = pancreas_sub, group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\" ) PAGAPlot(srt = pancreas_sub, reduction = \"UMAP\", label = TRUE, label_insitu = TRUE, label_repel = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"velocity-analysis","dir":"","previous_headings":"Quick Start","what":"Velocity analysis","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunSCVELO(   srt = pancreas_sub, group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\" ) VelocityPlot(srt = pancreas_sub, reduction = \"UMAP\", group_by = \"SubCellType\") VelocityPlot(srt = pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"differential-expression-analysis","dir":"","previous_headings":"Quick Start","what":"Differential expression analysis","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunDEtest(srt = pancreas_sub, group_by = \"CellType\", fc.threshold = 1, only.pos = FALSE) VolcanoPlot(srt = pancreas_sub, group_by = \"CellType\") DEGs <- pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox DEGs <- DEGs[with(DEGs, avg_log2FC > 1 & p_val_adj < 0.05), ] # Annotate features with transcription factors and surface proteins pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"SP\")) ht <- FeatureHeatmap(   srt = pancreas_sub, group.by = \"CellType\", features = DEGs$gene, feature_split = DEGs$group1,   species = \"Mus_musculus\", db = c(\"GO_BP\", \"KEGG\", \"WikiPathway\"), anno_terms = TRUE,   feature_annotation = c(\"TF\", \"SP\"), feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   height = 5, width = 4 ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"enrichment-analysisover-representation","dir":"","previous_headings":"Quick Start","what":"Enrichment analysis(over-representation)","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\",   DE_threshold = \"avg_log2FC > log2(1.5) & p_val_adj < 0.05\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"bar\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"wordcloud\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"wordcloud\", word_type = \"feature\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = \"Ductal\",   plot_type = \"network\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = \"Ductal\",   plot_type = \"enrichmap\" ) EnrichmentPlot(srt = pancreas_sub, group_by = \"CellType\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"enrichment-analysisgsea","dir":"","previous_headings":"Quick Start","what":"Enrichment analysis(GSEA)","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunGSEA(   srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\",   DE_threshold = \"p_val_adj < 0.05\" ) GSEAPlot(srt = pancreas_sub, group_by = \"CellType\", group_use = \"Endocrine\", geneSetID = \"GO:0007186\") GSEAPlot(srt = pancreas_sub, group_by = \"CellType\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"trajectory-inference","dir":"","previous_headings":"Quick Start","what":"Trajectory inference","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunSlingshot(srt = pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") FeatureDimPlot(pancreas_sub, features = paste0(\"Lineage\", 1:3), reduction = \"UMAP\", theme_use = \"theme_blank\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"dynamic-features","dir":"","previous_headings":"Quick Start","what":"Dynamic features","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunDynamicFeatures(srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) ht <- DynamicHeatmap(   srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"),   use_fitted = TRUE, n_split = 6, reverse_ht = \"Lineage1\",   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE,   heatmap_palette = \"viridis\", cell_annotation = \"SubCellType\",   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")), separate_annotation_palette = c(\"Paired\", \"Set1\"),   feature_annotation = c(\"TF\", \"SP\"), feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25, pseudotime_label_color = \"red\",   height = 5, width = 2 ) print(ht$plot) DynamicPlot(   srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), group.by = \"SubCellType\",   features = c(\"Plk1\", \"Hes1\", \"Neurod2\", \"Ghrl\", \"Gcg\", \"Ins2\"),   compare_lineages = TRUE, compare_features = FALSE ) FeatureStatPlot(   srt = pancreas_sub, group.by = \"SubCellType\", bg.by = \"CellType\",   stat.by = c(\"Sox9\", \"Neurod2\", \"Isl1\", \"Rbp4\"), add_box = TRUE,   comparisons = list(     c(\"Ductal\", \"Ngn3 low EP\"),     c(\"Ngn3 high EP\", \"Pre-endocrine\"),     c(\"Alpha\", \"Beta\")   ) )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"interactive-data-visualization-with-scexplorer","dir":"","previous_headings":"Quick Start","what":"Interactive data visualization with SCExplorer","title":"Single Cell Pipeline","text":"","code":"PrepareSCExplorer(list(mouse_pancreas = pancreas_sub, human_pancreas = panc8_sub), base_dir = \"./SCExplorer\") app <- RunSCExplorer(base_dir = \"./SCExplorer\") list.files(\"./SCExplorer\") # This directory can be used as site directory for Shiny Server.  if (interactive()) {   shiny::runApp(app) }"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"other-visualization-examples","dir":"","previous_headings":"Quick Start","what":"Other visualization examples","title":"Single Cell Pipeline","text":"CellDimPlotCellStatPlotFeatureStatPlotGroupHeatmap can also find examples documentation function: Integration_SCP, RunKNNMap, RunMonocle3, RunPalantir, etc.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"AnnotateFeatures — AnnotateFeatures","title":"AnnotateFeatures — AnnotateFeatures","text":"AnnotateFeatures","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"AnnotateFeatures — AnnotateFeatures","text":"","code":"AnnotateFeatures(   srt,   species = \"Homo_sapiens\",   IDtype = c(\"symbol\", \"ensembl_id\", \"entrez_id\"),   db = NULL,   db_update = FALSE,   db_version = \"latest\",   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   gtf = NULL,   merge_gtf_by = \"gene_name\",   columns = c(\"seqname\", \"feature\", \"start\", \"end\", \"strand\", \"gene_id\", \"gene_name\",     \"gene_type\"),   assays = \"RNA\",   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"AnnotateFeatures — AnnotateFeatures","text":"convert_species","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"AnnotateFeatures — AnnotateFeatures","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- AnnotateFeatures(pancreas_sub,   species = \"Mus_musculus\", IDtype = \"symbol\",   db = c(\"Chromosome\", \"GeneType\", \"Enzyme\", \"TF\", \"CSPA\", \"VerSeDa\") ) #> Species: Mus_musculus #> Preparing database: Chromosome #> Preparing database: GeneType #> Preparing database: Enzyme #> Preparing database: TF #> Preparing database: CSPA #> Preparing database: VerSeDa #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 11269 genes mapped with ensembl_peptide_id #> ============================== #> 11269 genes mapped #> 1197 genes unmapped #> ============================== #> Convert ID types for the database: Chromosome #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 27650 genes mapped with entrez_id #> ============================== #> 27650 genes mapped #> 44558 genes unmapped #> ============================== #> Convert ID types for the database: GeneType #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 27650 genes mapped with entrez_id #> ============================== #> 27650 genes mapped #> 45394 genes unmapped #> ============================== #> Convert ID types for the database: Enzyme #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 2263 genes mapped with entrez_id #> ============================== #> 2263 genes mapped #> 20 genes unmapped #> ============================== head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes Chromosome       GeneType Enzyme   TF CSPA          VerSeDa #> Mrpl15                        False       chr1 protein-coding   <NA> <NA> <NA> SecretoryProtein #> Npbwr1                         <NA>       chr1 protein-coding   <NA> <NA> <NA>             <NA> #> 4732440D04Rik                 False       <NA>           <NA>   <NA> <NA> <NA>             <NA> #> Gm26901                       False       <NA>           <NA>   <NA> <NA> <NA>             <NA> #> Sntg1                          True       chr1 protein-coding   <NA> <NA> <NA> SecretoryProtein #> Mybl1                         False       chr1 protein-coding   <NA>   TF <NA>             <NA>  ## Annotate features using a GTF file # pancreas_sub <- AnnotateFeatures(pancreas_sub, gtf = \"/data/reference/CellRanger/refdata-gex-mm10-2020-A/genes/genes.gtf\") # head(pancreas_sub[[\"RNA\"]]@meta.features)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"BBKNN_integrate — BBKNN_integrate","title":"BBKNN_integrate — BBKNN_integrate","text":"BBKNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"BBKNN_integrate — BBKNN_integrate","text":"","code":"BBKNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   bbknn_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"BBKNN_integrate — BBKNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":null,"dir":"Reference","previous_headings":"","what":"Prefetch cycle gene — CC_GenePrefetch","title":"Prefetch cycle gene — CC_GenePrefetch","text":"Based human cell cycle genes, cell cycle genes corresponding species captured homologous gene conversion.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prefetch cycle gene — CC_GenePrefetch","text":"","code":"CC_GenePrefetch(   species = \"Homo_sapiens\",   Ensembl_version = 103,   mirror = NULL,   max_tries = 5,   use_cached_gene = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prefetch cycle gene — CC_GenePrefetch","text":"species Latin names animals,.e., \"Homo_sapiens\", \"Mus_musculus\" Ensembl_version Ensembl database version. NULL, use current release version. mirror Specify Ensembl mirror connect . valid options 'www', 'uswest', 'useast', 'asia'. max_tries Number max_tries connect biomart service. use_cached_gene Whether use previously cached cell cycle gene conversion results species.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Prefetch cycle gene — CC_GenePrefetch","text":"list S-phase G2M-phase genes.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prefetch cycle gene — CC_GenePrefetch","text":"","code":"ccgenes <- CC_GenePrefetch(\"Homo_sapiens\") str(ccgenes) #> List of 3 #>  $ res         : NULL #>  $ cc_S_genes  : chr [1:43] \"MCM5\" \"PCNA\" \"TYMS\" \"FEN1\" ... #>  $ cc_G2M_genes: chr [1:54] \"HMGB2\" \"CDK1\" \"NUSAP1\" \"UBE2C\" ... ccgenes <- CC_GenePrefetch(\"Mus_musculus\") #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset hsapiens ... #> Connecting to the dataset hsapiens_gene_ensembl ... #> Converting the geneIDs... #> 97 genes mapped with ensembl_symbol #> ============================== #> 97 genes mapped #> 0 genes unmapped #> ============================== str(ccgenes) #> List of 3 #>  $ res         :List of 7 #>   ..$ geneID_res     :'data.frame':\t99 obs. of  4 variables: #>   .. ..$ from_IDtype: chr [1:99] \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" ... #>   .. ..$ from_geneID: chr [1:99] \"NCAPD2\" \"ANLN\" \"UBR7\" \"TACC3\" ... #>   .. ..$ to_IDtype  : chr [1:99] \"symbol\" \"symbol\" \"symbol\" \"symbol\" ... #>   .. ..$ to_geneID  : chr [1:99] \"Ncapd2\" \"Anln\" \"Ubr7\" \"Tacc3\" ... #>   ..$ geneID_collapse:'data.frame':\t94 obs. of  2 variables: #>   .. ..$ from_geneID: chr [1:94] \"ANLN\" \"ANP32E\" \"AURKA\" \"AURKB\" ... #>   .. ..$ symbol     :List of 94 #>   .. .. ..$ : chr \"Anln\" #>   .. .. ..$ : chr \"Anp32e\" #>   .. .. ..$ : chr \"Aurka\" #>   .. .. ..$ : chr \"Aurkb\" #>   .. .. ..$ : chr \"Birc5\" #>   .. .. ..$ : chr \"Blm\" #>   .. .. ..$ : chr \"Bub1\" #>   .. .. ..$ : chr \"Casp8ap2\" #>   .. .. ..$ : chr \"Cbx5\" #>   .. .. ..$ : chr \"Ccnb2\" #>   .. .. ..$ : chr \"Ccne2\" #>   .. .. ..$ : chr \"Cdc20\" #>   .. .. ..$ : chr \"Cdc25c\" #>   .. .. ..$ : chr \"Cdc45\" #>   .. .. ..$ : chr \"Cdc6\" #>   .. .. ..$ : chr \"Cdca2\" #>   .. .. ..$ : chr \"Cdca3\" #>   .. .. ..$ : chr \"Cdca7\" #>   .. .. ..$ : chr \"Cdca8\" #>   .. .. ..$ : chr \"Cdk1\" #>   .. .. ..$ : chr \"Cenpa\" #>   .. .. ..$ : chr \"Cenpe\" #>   .. .. ..$ : chr \"Cenpf\" #>   .. .. ..$ : chr \"Cenpu\" #>   .. .. ..$ : chr \"Chaf1b\" #>   .. .. ..$ : chr \"Ckap2\" #>   .. .. ..$ : chr \"Ckap2l\" #>   .. .. ..$ : chr \"Ckap5\" #>   .. .. ..$ : chr \"Cks1b\" #>   .. .. ..$ : chr \"Cks2\" #>   .. .. ..$ : chr \"Clspn\" #>   .. .. ..$ : chr \"Ctcf\" #>   .. .. ..$ : chr \"Dlgap5\" #>   .. .. ..$ : chr \"Dscc1\" #>   .. .. ..$ : chr \"Dtl\" #>   .. .. ..$ : chr \"E2f8\" #>   .. .. ..$ : chr \"Ect2\" #>   .. .. ..$ : chr \"Exo1\" #>   .. .. ..$ : chr \"Fen1\" #>   .. .. ..$ : chr \"G2e3\" #>   .. .. ..$ : chr \"Gas2l3\" #>   .. .. ..$ : chr \"Gins2\" #>   .. .. ..$ : chr \"Gmnn\" #>   .. .. ..$ : chr \"Gtse1\" #>   .. .. ..$ : chr \"Hells\" #>   .. .. ..$ : chr \"Hjurp\" #>   .. .. ..$ : chr \"Hmgb2\" #>   .. .. ..$ : chr \"Hmmr\" #>   .. .. ..$ : chr \"Kif11\" #>   .. .. ..$ : chr \"Kif20b\" #>   .. .. ..$ : chr \"Kif23\" #>   .. .. ..$ : chr \"Kif2c\" #>   .. .. ..$ : chr \"Lbr\" #>   .. .. ..$ : chr \"Mcm4\" #>   .. .. ..$ : chr \"Mcm5\" #>   .. .. ..$ : chr \"Mcm6\" #>   .. .. ..$ : chr \"Mcm7\" #>   .. .. ..$ : chr \"Mki67\" #>   .. .. ..$ : chr \"Mrpl36\" #>   .. .. ..$ : chr \"Msh2\" #>   .. .. ..$ : chr \"Nasp\" #>   .. .. ..$ : chr \"Ncapd2\" #>   .. .. ..$ : chr \"Ndc80\" #>   .. .. ..$ : chr \"Nek2\" #>   .. .. ..$ : chr \"Nuf2\" #>   .. .. ..$ : chr \"Nusap1\" #>   .. .. ..$ : chr \"Pcna\" #>   .. .. ..$ : chr \"Pimreg\" #>   .. .. ..$ : chr \"Pola1\" #>   .. .. ..$ : chr \"Polr1b\" #>   .. .. ..$ : chr \"Prim1\" #>   .. .. ..$ : chr \"Psrc1\" #>   .. .. ..$ : chr \"Rad51\" #>   .. .. ..$ : chr \"Rad51ap1\" #>   .. .. ..$ : chr \"Rangap1\" #>   .. .. ..$ : chr \"Rfc2\" #>   .. .. ..$ : chr \"Rrm1\" #>   .. .. ..$ : chr \"Rrm2\" #>   .. .. ..$ : chr \"Slbp\" #>   .. .. ..$ : chr \"Smc4\" #>   .. .. ..$ : chr \"Tacc3\" #>   .. .. ..$ : chr \"Tipin\" #>   .. .. ..$ : chr \"Tmpo\" #>   .. .. ..$ : chr \"Top2a\" #>   .. .. ..$ : chr \"Tpx2\" #>   .. .. ..$ : chr \"Ttk\" #>   .. .. ..$ : chr \"Tubb4b\" #>   .. .. ..$ : chr \"Tyms\" #>   .. .. ..$ : chr \"Ube2c\" #>   .. .. ..$ : chr \"Ubr7\" #>   .. .. ..$ : chr \"Uhrf1\" #>   .. .. ..$ : chr \"Ung\" #>   .. .. ..$ : chr \"Usp1\" #>   .. .. ..$ : chr \"Wdr76\" #>   .. .. ..- attr(*, \"class\")= chr \"AsIs\" #>   ..$ geneID_expand  :'data.frame':\t94 obs. of  2 variables: #>   .. ..$ from_geneID: chr [1:94] \"ANLN\" \"ANP32E\" \"AURKA\" \"AURKB\" ... #>   .. ..$ symbol     : chr [1:94] \"Anln\" \"Anp32e\" \"Aurka\" \"Aurkb\" ... #>   ..$ Ensembl_version: chr \"103\" #>   ..$ Datasets       :'data.frame':\t202 obs. of  3 variables: #>   .. ..$ dataset    : 'AsIs' chr [1:202] \"abrachyrhynchus_gene_ensembl\" \"acalliptera_gene_ensembl\" \"acarolinensis_gene_ensembl\" \"acchrysaetos_gene_ensembl\" ... #>   .. ..$ description: 'AsIs' chr [1:202] \"Pink-footed goose genes (ASM259213v1)\" \"Eastern happy genes (fAstCal1.2)\" \"Anole lizard genes (AnoCar2.0)\" \"Golden eagle genes (bAquChr1.2)\" ... #>   .. ..$ version    : 'AsIs' chr [1:202] \"ASM259213v1\" \"fAstCal1.2\" \"AnoCar2.0\" \"bAquChr1.2\" ... #>   ..$ Attributes     :'data.frame':\t3183 obs. of  3 variables: #>   .. ..$ name       : chr [1:3183] \"ensembl_gene_id\" \"ensembl_gene_id_version\" \"ensembl_transcript_id\" \"ensembl_transcript_id_version\" ... #>   .. ..$ description: chr [1:3183] \"Gene stable ID\" \"Gene stable ID version\" \"Transcript stable ID\" \"Transcript stable ID version\" ... #>   .. ..$ page       : chr [1:3183] \"feature_page\" \"feature_page\" \"feature_page\" \"feature_page\" ... #>   ..$ geneID_unmapped: chr(0)  #>  $ cc_S_genes  : chr [1:41] \"Mcm5\" \"Pcna\" \"Tyms\" \"Fen1\" ... #>  $ cc_G2M_genes: chr [1:53] \"Hmgb2\" \"Cdk1\" \"Nusap1\" \"Ube2c\" ..."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"CSS_integrate — CSS_integrate","title":"CSS_integrate — CSS_integrate","text":"CSS_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CSS_integrate — CSS_integrate","text":"","code":"CSS_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   CSS_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   CSS_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CSS_integrate — CSS_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"CellCorHeatmap — CellCorHeatmap","title":"CellCorHeatmap — CellCorHeatmap","text":"CellCorHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellCorHeatmap — CellCorHeatmap","text":"","code":"CellCorHeatmap(   srt_query,   srt_ref = NULL,   bulk_ref = NULL,   query_group = NULL,   ref_group = NULL,   query_assay = NULL,   ref_assay = NULL,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   query_collapsing = !is.null(query_group),   ref_collapsing = TRUE,   features = NULL,   features_type = c(\"HVF\", \"DE\"),   feature_source = \"both\",   nfeatures = 2000,   DEtest_param = list(max.cells.per.ident = 200, test.use = \"wilcox\"),   DE_threshold = \"p_val_adj < 0.05\",   distance_metric = \"cosine\",   k = 30,   filter_lowfreq = 0,   prefix = \"KNNPredict\",   legend_title = NULL,   border = TRUE,   flip = FALSE,   limits = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = \"left\",   column_names_side = \"top\",   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 90,   column_title_rot = 0,   nlabel = 0,   label_cutoff = 0,   label_by = \"row\",   label_size = 10,   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   query_group_palette = \"Paired\",   query_group_palcolor = NULL,   ref_group_palette = \"simspec\",   ref_group_palcolor = NULL,   query_cell_annotation = NULL,   query_cell_annotation_palette = \"Paired\",   query_cell_annotation_palcolor = NULL,   query_cell_annotation_params = if (flip) list(height = grid::unit(1, \"cm\")) else     list(width = grid::unit(1, \"cm\")),   ref_cell_annotation = NULL,   ref_cell_annotation_palette = \"Paired\",   ref_cell_annotation_palcolor = NULL,   ref_cell_annotation_params = if (flip) list(width = grid::unit(1, \"cm\")) else     list(height = grid::unit(1, \"cm\")),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellCorHeatmap — CellCorHeatmap","text":"raster_by_magick","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellCorHeatmap — CellCorHeatmap","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 05:04:46.074888] Start Standard_SCP #> [2023-09-01 05:04:46.076055] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:04:47.130293] Finished checking. #> [2023-09-01 05:04:47.130488] Perform ScaleData on the data... #> [2023-09-01 05:04:47.301688] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:04:48.162095] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:04:48.279286] Reorder clusters... #> [2023-09-01 05:04:48.564533] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 05:04:55.006887] Standard_SCP done #> Elapsed time: 8.93 secs  ht1 <- CellCorHeatmap(srt_query = pancreas_sub, query_group = \"SubCellType\") #> Use the HVF to calculate distance metric. #> Use 2000 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht1$plot   data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-01 05:04:57.98962] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 05:04:58.54543] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:05:02.761989] Finished checking.  ht2 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub, nlabel = 3, label_cutoff = 0.6,   query_group = \"SubCellType\", ref_group = \"celltype\",   query_cell_annotation = \"Phase\", query_cell_annotation_palette = \"Set2\",   ref_cell_annotation = \"tech\", ref_cell_annotation_palette = \"Set3\",   width = 3, height = 2 ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot   ht3 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", query_collapsing = FALSE, cluster_rows = TRUE,   ref_group = \"celltype\", ref_collapsing = FALSE, cluster_columns = TRUE ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht3$plot   ht4 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   show_row_names = TRUE, show_column_names = TRUE,   query_group = \"SubCellType\", ref_group = \"celltype\",   query_cell_annotation = c(\"Sox9\", \"Rbp4\", \"Gcg\"),   ref_cell_annotation = c(\"Sox9\", \"Rbp4\", \"Gcg\") ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht4$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"CellDensityPlot — CellDensityPlot","title":"CellDensityPlot — CellDensityPlot","text":"CellDensityPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellDensityPlot — CellDensityPlot","text":"","code":"CellDensityPlot(   srt,   features,   group.by,   split.by = NULL,   assay = NULL,   slot = \"data\",   flip = FALSE,   reverse = FALSE,   x_order = c(\"value\", \"rank\"),   decreasing = NULL,   palette = \"Paired\",   palcolor = NULL,   cells = NULL,   keep_empty = FALSE,   y.nbreaks = 4,   y.min = NULL,   y.max = NULL,   same.y.lims = FALSE,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellDensityPlot — CellDensityPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellDensityPlot — CellDensityPlot","text":"","code":"data(\"pancreas_sub\") CellDensityPlot(pancreas_sub, features = \"Sox9\", group.by = \"SubCellType\") #> Picking joint bandwidth of 0.453   pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDensityPlot(pancreas_sub, features = \"Lineage1\", group.by = \"SubCellType\", aspect.ratio = 1) #> Picking joint bandwidth of 0.663  CellDensityPlot(pancreas_sub, features = \"Lineage1\", group.by = \"SubCellType\", flip = TRUE) #> Picking joint bandwidth of 0.663"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"Plotting cell points reduced 2D plane coloring according groups.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"","code":"CellDimPlot(   srt,   group.by,   reduction = NULL,   dims = c(1, 2),   split.by = NULL,   cells = NULL,   show_na = FALSE,   show_stat = TRUE,   pt.size = NULL,   pt.alpha = 1,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   label = FALSE,   label.size = 4,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   add_density = FALSE,   density_color = \"grey80\",   density_filled = FALSE,   density_filled_palette = \"Greys\",   density_filled_palcolor = NULL,   lineages = NULL,   lineages_weights = NULL,   lineages_trim = c(0.01, 0.99),   lineages_span = 0.75,   lineages_palette = \"Dark2\",   lineages_palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   lineages_linewidth = 1,   lineages_line_bg = \"white\",   lineages_line_bg_stroke = 0.5,   lineages_whiskers = FALSE,   lineages_whiskers_linewidth = 0.5,   lineages_whiskers_alpha = 0.5,   stat.by = NULL,   stat_type = \"percent\",   stat_plot_type = \"pie\",   stat_plot_position = c(\"stack\", \"dodge\"),   stat_plot_size = 0.15,   stat_plot_palette = \"Set1\",   stat_palcolor = NULL,   stat_plot_alpha = 1,   stat_plot_label = FALSE,   stat_plot_label_size = 3,   graph = NULL,   edge_size = c(0.05, 0.5),   edge_alpha = 0.1,   edge_color = \"grey40\",   paga = NULL,   paga_type = \"connectivities\",   paga_node_size = 4,   paga_edge_threshold = 0.01,   paga_edge_size = c(0.2, 1),   paga_edge_color = \"grey40\",   paga_edge_alpha = 0.5,   paga_transition_threshold = 0.01,   paga_transition_size = c(0.2, 1),   paga_transition_color = \"black\",   paga_transition_alpha = 1,   paga_show_transition = FALSE,   velocity = NULL,   velocity_plot_type = \"raw\",   velocity_n_neighbors = ceiling(ncol(srt@assays[[1]])/50),   velocity_density = 1,   velocity_smooth = 0.5,   velocity_scale = 1,   velocity_min_mass = 1,   velocity_cutoff_perc = 5,   velocity_arrow_color = \"black\",   velocity_arrow_angle = 20,   streamline_L = 5,   streamline_minL = 1,   streamline_res = 1,   streamline_n = 15,   streamline_width = c(0, 0.8),   streamline_alpha = 1,   streamline_color = NULL,   streamline_palette = \"RdYlBu\",   streamline_palcolor = NULL,   streamline_bg_color = \"white\",   streamline_bg_stroke = 0.5,   hex = FALSE,   hex.linewidth = 0.5,   hex.count = TRUE,   hex.bins = 50,   hex.binwidth = NULL,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"srt Seurat object. group.Name one meta.data columns group (color) cells (example, orig.ident). reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions split.Name column meta.data column split plot . cells Subset cells plot. show_na Whether assign color color palette NA group. FALSE, cell points NA level colored bg_color. show_stat Whether show statistical information plot. pt.size Point size. pt.alpha Point transparency. palette Name color palette name collected SCP. Default \"Paired\". palcolor Custom colors used create color palette. bg_color Color value background(NA) points. label Whether label cell groups. label.size Size labels. label.fg Foreground color label. label.bg Background color label. label.bg.r Background ratio label. label_insitu Whether place raw labels (group names) center cells corresponding group. Default FALSE, using numbers instead raw labels. label_repel Logical value indicating whether label repel away center points. label_repulsion Force repulsion overlapping text labels. Defaults 20. label_point_size Size center points. label_point_color Color center points. label_segment_color Color line segment labels. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. sizes.highlight Size highlighted cell points. alpha.highlight Transparency highlighted cell points. stroke.highlight Border width highlighted cell points. add_density Whether add density layer plot. density_color Color density contours lines. density_filled Whether add filled contour bands instead contour lines. density_filled_palette Color palette used fill contour bands. density_filled_palcolor Custom colors used fill contour bands. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. lineages_trim Trim leading trailing data lineages. lineages_span parameter α controls degree smoothing loess method. lineages_palette Color palette used lineages. lineages_palcolor Custom colors used lineages. lineages_arrow Set arrows lineages. See arrow. lineages_linewidth Width fitted curve lines lineages. lineages_line_bg Background color curve lines lineages. lineages_line_bg_stroke Border width curve lines background. lineages_whiskers Whether add whiskers lineages. lineages_whiskers_linewidth Width whiskers lineages. lineages_whiskers_alpha Transparency whiskers lineages. stat.name metadata column stat. stat_type Set stat types (\"percent\" \"count\"). stat_plot_type Set statistical plot type. stat_plot_position Position adjustment statistical plot. stat_plot_size Set statistical plot size. Defaults 0.1 stat_plot_palette Color palette used statistical plot stat_palcolor Custom colors used statistical plot stat_plot_alpha Transparency statistical plot. stat_plot_label Whether add labels statistical plot. stat_plot_label_size Label size statistical plot. graph Specify graph name add edges cell neighbors plot. edge_size Size edges. edge_alpha Transparency edges. edge_color Color edges. paga Specify calculated paga results add PAGA graph layer plot. paga_type PAGA plot type. \"connectivities\" \"connectivities_tree\". paga_node_size Size nodes PAGA plot. paga_edge_threshold Threshold edge connectivities PAGA plot. paga_edge_size Size edges PAGA plot. paga_edge_color Color edges PAGA plot. paga_edge_alpha Transparency edges PAGA plot. paga_transition_threshold Threshold transition edges PAGA plot. paga_transition_size Size transition edges PAGA plot. paga_transition_color Color transition edges PAGA plot. paga_transition_alpha Transparency transition edges PAGA plot. paga_show_transition Whether show transitions edges. velocity Specify calculated RNA velocity mode add velocity layer plot. velocity_plot_type Set velocity plot type. velocity_n_neighbors Set number neighbors used velocity plot. velocity_density Set density value used velocity plot. velocity_smooth Set smooth value used velocity plot. velocity_scale Set scale value used velocity plot. velocity_min_mass Set min_mass value used velocity plot. velocity_cutoff_perc Set cutoff_perc value used velocity plot. velocity_arrow_color Color arrows velocity plot. velocity_arrow_angle Angle arrows velocity plot. streamline_L Typical length streamline x y units streamline_minL Minimum length segments show. streamline_res Resolution parameter (higher numbers increases resolution). streamline_n Number points draw. streamline_width Size streamline. streamline_alpha Transparency streamline. streamline_color Color streamline. streamline_palette Color palette used streamline. streamline_palcolor Custom colors used streamline. streamline_bg_color Background color streamline. streamline_bg_stroke Border width streamline background. hex Whether chane plot type point hexagonal bin. hex.linewidth Border width hexagonal bins. hex.count Whether show cell counts hexagonal bin. hex.bins Number hexagonal bins. hex.binwidth Hexagonal bin width. raster Convert points raster format, default NULL automatically rasterizes plotting 100,000 cells raster.dpi Pixel resolution rasterized plots, passed geom_scattermore(). Default c(512, 512). aspect.ratio Aspect ratio panel. title text title. subtitle text subtitle plot displayed title. xlab x-axis label. ylab y-axis label. legend.position position legends (\"none\", \"left\", \"right\", \"bottom\", \"top\"). legend.direction Layout items legends (\"horizontal\" \"vertical\") theme_use Theme used. Can character string theme function. example, \"theme_blank\" ggplot2::theme_classic. theme_args arguments passed theme_use. combine Combine plots single patchwork object. FALSE, return list ggplot objects. nrow Number rows combined plot. ncol Number columns combined plot. byrow Logical value indicating plots arrange row (default) column. force Whether force drawing regardless maximum levels cell group greater 100. seed Random seed set reproducibility","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"single ggplot/patchwork object combine = TRUE; otherwise, list ggplot objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"","code":"library(dplyr) #>  #> Attaching package: ‘dplyr’ #> The following object is masked from ‘package:AnnotationDbi’: #>  #>     select #> The following objects are masked from ‘package:IRanges’: #>  #>     collapse, desc, intersect, setdiff, slice, union #> The following objects are masked from ‘package:S4Vectors’: #>  #>     first, intersect, rename, setdiff, setequal, union #> The following object is masked from ‘package:Biobase’: #>  #>     combine #> The following objects are masked from ‘package:BiocGenerics’: #>  #>     combine, intersect, setdiff, union #> The following objects are masked from ‘package:stats’: #>  #>     filter, lag #> The following objects are masked from ‘package:base’: #>  #>     intersect, setdiff, setequal, union data(\"pancreas_sub\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", theme_use = \"theme_blank\", show_stat = FALSE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", theme_use = ggplot2::theme_classic, theme_args = list(base_size = 16))  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") %>% panel_fix(height = 2, raster = TRUE, dpi = 30)   # Label and highlight cell points CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, label_insitu = TRUE,   cells.highlight = colnames(pancreas_sub)[pancreas_sub$SubCellType == \"Epsilon\"] )  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", split.by = \"Phase\", reduction = \"UMAP\", show_stat = FALSE,   cells.highlight = TRUE, theme_use = \"theme_blank\", legend.position = \"none\" )   # Add a density layer CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, add_density = TRUE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, add_density = TRUE, density_filled = TRUE) #> Warning: Removed 396 rows containing missing values (`geom_raster()`).   # Add statistical charts CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\")  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\", stat_plot_type = \"ring\", stat_plot_label = TRUE, stat_plot_size = 0.15) #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\", stat_plot_type = \"bar\", stat_type = \"count\", stat_plot_position = \"dodge\")   # Chane the plot type from point to the hexagonal bin CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE) #> Warning: Removed 5 rows containing missing values (`geom_hex()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE, hex.bins = 20) #> Warning: Removed 4 rows containing missing values (`geom_hex()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE, hex.count = FALSE) #> Warning: Removed 5 rows containing missing values (`geom_hex()`).   # Show neighbors graphs on the plot pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 05:05:58.344613] Start Standard_SCP #> [2023-09-01 05:05:58.344788] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:05:59.324212] Finished checking. #> [2023-09-01 05:05:59.324386] Perform ScaleData on the data... #> [2023-09-01 05:05:59.433965] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:06:00.162208] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:06:00.274367] Reorder clusters... #> [2023-09-01 05:06:00.483003] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 05:06:07.642434] Standard_SCP done #> Elapsed time: 9.3 secs  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", graph = \"Standardpca_SNN\")  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", graph = \"Standardpca_SNN\", edge_color = \"grey80\")   # Show lineages on the plot based on the pseudotime pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", show_plot = FALSE) FeatureDimPlot(pancreas_sub, features = paste0(\"Lineage\", 1:3), reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3)) #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_whiskers = TRUE) #> Warning: Removed 8 rows containing missing values (`geom_segment()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)   # Show PAGA results on the plot pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> Warning: SCP_env python environment does not exist. Create it with the PrepareEnv function... #> + /usr/share/miniconda/bin/conda 'create' '--yes' '--name' 'SCP_env' 'python=3.8' '--quiet' '-c' 'conda-forge' #> Try to install numpy==1.21.6,numba==0.55.2,scikit-learn==1.1.2,pandas==1.3.5,python-igraph==0.10.2,matplotlib==3.6.3,palantir==1.0.1,scipy,versioned-hdf5,leidenalg,scanpy,scvelo ... #> ====================== SCP conda environment ====================== #> conda: /usr/share/miniconda/bin/conda #> environment: /usr/share/miniconda/envs/SCP_env #> ======================== SCP python config ======================== #> python:         /usr/share/miniconda/envs/SCP_env/bin/python3.8 #> libpython:      /usr/share/miniconda/envs/SCP_env/lib/libpython3.8.so #> pythonhome:     /usr/share/miniconda/envs/SCP_env:/usr/share/miniconda/envs/SCP_env #> version:        3.8.17 | packaged by conda-forge | (default, Jun 16 2023, 07:06:00)  [GCC 11.4.0] #> numpy:          /usr/share/miniconda/envs/SCP_env/lib/python3.8/site-packages/numpy #> numpy_version:  1.21.6 #>  #> NOTE: Python version was forced by use_python() function #> =================================================================== #> 'misc' slot is not converted. #> 'tools' slot is not converted. CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga, paga_type = \"connectivities_tree\")  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2,   label = TRUE, label_repel = TRUE, label_insitu = TRUE, label_segment_color = \"transparent\",   paga = pancreas_sub@misc$paga, paga_edge_threshold = 0.1, paga_edge_color = \"black\", paga_edge_alpha = 1,   show_stat = FALSE, legend.position = \"none\", theme_use = \"theme_blank\" )   # Show RNA velocity results on the plot pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", mode = \"stochastic\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga, paga_show_transition = TRUE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = NA, velocity = \"stochastic\") #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 4 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"grid\") #> Warning: Removed 14 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"grid\", velocity_scale = 1.5) #> Warning: Removed 14 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"stream\")  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2,   label = TRUE, label_insitu = TRUE,   velocity = \"stochastic\", velocity_plot_type = \"stream\", velocity_arrow_color = \"yellow\",   velocity_density = 2, velocity_smooth = 1, streamline_n = 20, streamline_color = \"black\",   show_stat = FALSE, legend.position = \"none\", theme_use = \"theme_blank\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":null,"dir":"Reference","previous_headings":"","what":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"Plotting cell points reduced 3D space coloring according groups cells.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"","code":"CellDimPlot3D(   srt,   group.by,   reduction = NULL,   dims = c(1, 2, 3),   axis_labs = NULL,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   pt.size = 1.5,   cells.highlight = NULL,   cols.highlight = \"black\",   shape.highlight = \"circle-open\",   sizes.highlight = 2,   lineages = NULL,   lineage_palette = \"Dark2\",   span = 0.75,   arrow_reverse = FALSE,   width = NULL,   height = NULL,   save = NULL,   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"srt Seurat object. group.Name one meta.data columns group (color) cells (example, orig.ident). reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions palette Name color palette name collected SCP. Default \"Paired\". palcolor Custom colors used create color palette. bg_color Color value background(NA) points. pt.size Point size. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. shape.highlight Shape cell highlight. See scattergl-marker-symbol sizes.highlight Size highlighted cell points. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. width Width pixels, defaults automatic sizing. height Height pixels, defaults automatic sizing. force Whether force drawing regardless maximum levels cell group greater 100.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 05:08:49.266072] Start Standard_SCP #> [2023-09-01 05:08:49.266266] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:08:50.335164] Finished checking. #> [2023-09-01 05:08:50.335369] Perform ScaleData on the data... #> [2023-09-01 05:08:50.488518] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:08:51.208213] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:08:51.321327] Reorder clusters... #> [2023-09-01 05:08:51.499216] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 05:08:58.444325] Standard_SCP done #> Elapsed time: 9.18 secs  CellDimPlot3D(pancreas_sub, group.by = \"SubCellType\", reduction = \"StandardpcaUMAP3D\")  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/>color:Beta\",\"Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta\",\"Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta\",\"Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta\",\"Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta\",\"Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta\",\"Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta\",\"Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta\",\"Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta\",\"Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta\",\"Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta\",\"Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta\",\"Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta\",\"Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta\",\"Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta\",\"Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta\",\"Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta\",\"Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta\",\"Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta\",\"Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta\",\"Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta\",\"Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta\",\"Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta\",\"Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CACCACTCACGAAATA<br />group.by:Alpha<br 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/>color:Ductal\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br 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/>color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br 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/>group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br 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EP\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low 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/>color:Epsilon\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\"],\"type\":\"scatter3d\",\"mode\":\"markers\",\"marker\":{\"color\":\"rgba(227,26,28,1)\",\"size\":1.5,\"line\":{\"color\":\"rgba(227,26,28,1)\"}},\"showlegend\":true,\"visible\":true,\"name\":\"Epsilon\",\"textfont\":{\"color\":\"rgba(227,26,28,1)\"},\"error_y\":{\"color\":\"rgba(227,26,28,1)\"},\"error_x\":{\"color\":\"rgba(227,26,28,1)\"},\"line\":{\"color\":\"rgba(227,26,28,1)\"},\"frame\":null}],\"highlight\":{\"on\":\"plotly_click\",\"persistent\":false,\"dynamic\":false,\"selectize\":false,\"opacityDim\":0.20000000000000001,\"selected\":{\"opacity\":1},\"debounce\":0},\"shinyEvents\":[\"plotly_hover\",\"plotly_click\",\"plotly_selected\",\"plotly_relayout\",\"plotly_brushed\",\"plotly_brushing\",\"plotly_clickannotation\",\"plotly_doubleclick\",\"plotly_deselect\",\"plotly_afterplot\",\"plotly_sunburstclick\"],\"base_url\":\"https://plot.ly\"},\"evals\":[],\"jsHooks\":[]} pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = 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/>color:Beta\",\"Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta\",\"Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta\",\"Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta\",\"Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta\",\"Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta\",\"Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta\",\"Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta\",\"Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta\",\"Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta\",\"Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta\",\"Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta\",\"Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta\",\"Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta\",\"Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta\",\"Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta\",\"Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta\",\"Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta\",\"Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta\",\"Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta\",\"Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta\",\"Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta\",\"Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta\",\"Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CACCACTCACGAAATA<br />group.by:Alpha<br 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/>color:Ductal\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br 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EP\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low 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— CellScoring","title":"CellScoring — CellScoring","text":"CellScoring","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellScoring — CellScoring","text":"","code":"CellScoring(   srt,   features = NULL,   slot = \"data\",   assay = NULL,   split.by = NULL,   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   termnames = NULL,   db_update = FALSE,   db_version = \"latest\",   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   minGSSize = 10,   maxGSSize = 500,   method = \"Seurat\",   classification = TRUE,   name = \"\",   new_assay = FALSE,   BPPARAM = BiocParallel::bpparam(),   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellScoring — CellScoring","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellScoring — CellScoring","text":"","code":"data(\"pancreas_sub\") ccgenes <- CC_GenePrefetch(\"Mus_musculus\") #> Using cached conversion results for Mus_musculus pancreas_sub <- CellScoring(   srt = pancreas_sub,   features = list(S = ccgenes$cc_S_genes, G2M = ccgenes$cc_G2M_genes),   method = \"Seurat\", name = \"CC\" ) #> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ... #> Number of feature lists to be scored: 2 #> [2023-09-01 05:09:01.773499] Start CellScoring #> Workers: 1 #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:09:01.976128] CellScoring done #> Elapsed time:0.2 secs CellDimPlot(pancreas_sub, \"CC_classification\")  FeatureDimPlot(pancreas_sub, \"CC_G2M\")   if (FALSE) { data(\"panc8_sub\") panc8_sub <- Integration_SCP(panc8_sub,   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))  panc8_sub <- CellScoring(   srt = panc8_sub, slot = \"data\", assay = \"RNA\",   db = \"GO_BP\", species = \"Homo_sapiens\",   minGSSize = 10, maxGSSize = 100,   method = \"Seurat\", name = \"GO\", new_assay = TRUE ) panc8_sub <- Integration_SCP(panc8_sub,   assay = \"GO\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))  pancreas_sub <- CellScoring(   srt = pancreas_sub, slot = \"data\", assay = \"RNA\",   db = \"GO_BP\", species = \"Mus_musculus\",   termnames = panc8_sub[[\"GO\"]]@meta.features[, \"termnames\"],   method = \"Seurat\", name = \"GO\", new_assay = TRUE ) pancreas_sub <- Standard_SCP(pancreas_sub, assay = \"GO\") CellDimPlot(pancreas_sub, \"SubCellType\")  pancreas_sub[[\"tech\"]] <- \"Mouse\" panc_merge <- Integration_SCP(   srtList = list(panc8_sub, pancreas_sub),   assay = \"GO\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc_merge, group.by = c(\"tech\", \"celltype\", \"SubCellType\", \"Phase\"))  genenames <- make.unique(capitalize(rownames(panc8_sub[[\"RNA\"]]), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames, assay = \"RNA\") head(rownames(panc8_sub)) panc_merge <- Integration_SCP(   srtList = list(panc8_sub, pancreas_sub),   assay = \"RNA\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc_merge, group.by = c(\"tech\", \"celltype\", \"SubCellType\", \"Phase\")) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Statistical plot of cells — CellStatPlot","title":"Statistical plot of cells — CellStatPlot","text":"Statistical plot cells","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Statistical plot of cells — CellStatPlot","text":"","code":"CellStatPlot(   srt,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   cells = NULL,   flip = FALSE,   NA_color = \"grey\",   NA_stat = TRUE,   keep_empty = FALSE,   individual = FALSE,   stat_level = NULL,   plot_type = c(\"bar\", \"rose\", \"ring\", \"pie\", \"trend\", \"area\", \"dot\", \"sankey\", \"chord\",     \"venn\", \"upset\"),   stat_type = c(\"percent\", \"count\"),   position = c(\"stack\", \"dodge\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   label = FALSE,   label.size = 3.5,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Statistical plot of cells — CellStatPlot","text":"srt Seurat object. stat.name metadata column counted. seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Statistical plot of cells — CellStatPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", label = TRUE) %>% panel_fix(height = 2, width = 3)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", stat_type = \"count\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", bg.by = \"CellType\", palette = \"Set1\", stat_type = \"count\", position = \"dodge\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"pie\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"dot\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"area\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"dot\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"trend\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\", individual = TRUE)   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"area\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"dot\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"trend\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"bar\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"rose\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"ring\", position = \"dodge\", label = TRUE) #> Warning: Removed 1 rows containing missing values (`geom_col()`). #> Warning: Removed 1 rows containing missing values (`geom_text_repel()`).   CellStatPlot(pancreas_sub, stat.by = c(\"CellType\", \"Phase\"), plot_type = \"sankey\")  CellStatPlot(pancreas_sub, stat.by = c(\"CellType\", \"Phase\"), plot_type = \"chord\")   CellStatPlot(pancreas_sub,   stat.by = c(\"CellType\", \"Phase\"), plot_type = \"venn\",   stat_level = list(CellType = c(\"Ductal\", \"Ngn3 low EP\"), Phase = \"S\") )  pancreas_sub$Progenitor <- pancreas_sub$CellType %in% c(\"Ngn3 low EP\", \"Ngn3 high EP\") pancreas_sub$G2M <- pancreas_sub$Phase == \"G2M\" pancreas_sub$Sox9_Expressed <- pancreas_sub[[\"RNA\"]]@counts[\"Sox9\", ] > 0 pancreas_sub$Neurog3_Expressed <- pancreas_sub[[\"RNA\"]]@counts[\"Neurog3\", ] > 0 CellStatPlot(pancreas_sub, stat.by = c(\"Progenitor\", \"G2M\", \"Sox9_Expressed\", \"Neurog3_Expressed\"), plot_type = \"venn\", stat_level = \"TRUE\")  CellStatPlot(pancreas_sub, stat.by = c(\"Progenitor\", \"G2M\", \"Sox9_Expressed\", \"Neurog3_Expressed\"), plot_type = \"upset\", stat_level = \"TRUE\")  sum(pancreas_sub$Progenitor == \"FALSE\" &   pancreas_sub$G2M == \"FALSE\" &   pancreas_sub$Sox9_Expressed == \"TRUE\" &   pancreas_sub$Neurog3_Expressed == \"FALSE\") #> [1] 218"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Combat_integrate — ComBat_integrate","title":"Combat_integrate — ComBat_integrate","text":"Combat_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Combat_integrate — ComBat_integrate","text":"","code":"ComBat_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   ComBat_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Combat_integrate — ComBat_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Conos_integrate — Conos_integrate","title":"Conos_integrate — Conos_integrate","text":"Conos_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Conos_integrate — Conos_integrate","text":"","code":"Conos_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   buildGraph_params = list(),   num_threads = 2,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Conos_integrate — Conos_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":null,"dir":"Reference","previous_headings":"","what":"CreateDataFile — CreateDataFile","title":"CreateDataFile — CreateDataFile","text":"CreateDataFile","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CreateDataFile — CreateDataFile","text":"","code":"CreateDataFile(   srt,   DataFile,   name = NULL,   assays = \"RNA\",   slots = \"data\",   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CreateDataFile — CreateDataFile","text":"srt  overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":null,"dir":"Reference","previous_headings":"","what":"CreateMetaFile — CreateMetaFile","title":"CreateMetaFile — CreateMetaFile","text":"CreateMetaFile","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CreateMetaFile — CreateMetaFile","text":"","code":"CreateMetaFile(   srt,   MetaFile,   name = NULL,   write_tools = FALSE,   write_misc = FALSE,   ignore_nlevel = 100,   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CreateMetaFile — CreateMetaFile","text":"srt  overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":null,"dir":"Reference","previous_headings":"","what":"Find the default reduction name in a Seurat object. — DefaultReduction","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"Find default reduction name Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"","code":"DefaultReduction(srt, pattern = NULL, min_dim = 2, max_distance = 0.1)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"srt Seurat object. pattern Character string containing regular expression search . min_dim Minimum dimension threshold. max_distance Maximum distance allowed match.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"Default reduction name.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"","code":"data(\"pancreas_sub\") names(pancreas_sub@reductions) #> [1] \"PCA\"  \"UMAP\" DefaultReduction(pancreas_sub) #> [1] \"UMAP\"  # Searches for matches to \"pca\" DefaultReduction(pancreas_sub, pattern = \"pca\") #> [1] \"PCA\"  # Searches for approximate matches to \"pc\" DefaultReduction(pancreas_sub, pattern = \"pc\") #> [1] \"PCA\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"Heatmap plot dynamic features along lineages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"","code":"DynamicHeatmap(   srt,   lineages,   features = NULL,   num_intersections = NULL,   use_fitted = FALSE,   border = TRUE,   flip = FALSE,   min_expcells = 20,   r.sq = 0.2,   dev.expl = 0.2,   padjust = 0.05,   cell_density = 1,   cell_bins = 100,   order_by = c(\"peaktime\", \"valleytime\"),   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   family = NULL,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_row_slices = FALSE,   cluster_columns = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"mfuzz\", \"kmeans\", \"kmeans-peaktime\", \"hclust\", \"hclust-peaktime\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 20,   features_label = NULL,   label_size = 10,   label_color = \"black\",   pseudotime_label = NULL,   pseudotime_label_color = \"black\",   pseudotime_label_linetype = 2,   pseudotime_label_linewidth = 3,   heatmap_palette = \"viridis\",   heatmap_palcolor = NULL,   pseudotime_palette = \"cividis\",   pseudotime_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = list(),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   separate_annotation = NULL,   separate_annotation_palette = \"Paired\",   separate_annotation_palcolor = NULL,   separate_annotation_params = if (flip) list(width = grid::unit(2, \"cm\")) else     list(height = grid::unit(2, \"cm\")),   reverse_ht = NULL,   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"db_combine","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) #> [2023-09-01 05:09:31.114175] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 225 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:09:54.188138] RunDynamicFeatures done #> Elapsed time:23.07 secs ht1 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   n_split = 5,   split_method = \"kmeans-peaktime\",   cell_annotation = \"SubCellType\" ) #> 151 features from Lineage1 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht1$plot  panel_fix(ht1$plot, raster = TRUE, dpi = 50)   ht2 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   features = c(\"Sox9\", \"Neurod2\", \"Isl1\", \"Rbp4\", \"Pyy\", \"S_score\", \"G2M_score\"),   cell_annotation = \"SubCellType\" ) #> [2023-09-01 05:09:57.515134] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 2 #> Warning: Negative values detected! #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:09:59.089623] RunDynamicFeatures done #> Elapsed time:1.57 secs #> Some features were missing in at least one lineage:  #> Isl1,Neurod2,Pyy,Rbp4,Sox9... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot  panel_fix(ht2$plot, height = 5, width = 5, raster = TRUE, dpi = 50)   ht3 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   n_split = 5,   split_method = \"kmeans\",   cluster_rows = TRUE,   cell_annotation = \"SubCellType\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619 ht4 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   use_fitted = TRUE,   n_split = 6,   split_method = \"mfuzz\",   heatmap_palette = \"viridis\",   cell_annotation = c(\"SubCellType\", \"Phase\", \"G2M_score\"),   cell_annotation_palette = c(\"Paired\", \"simspec\", \"Purples\"),   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")),   separate_annotation_palette = c(\"Paired\", \"Set1\"),   separate_annotation_params = list(height = grid::unit(2, \"cm\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25,   pseudotime_label_color = \"red\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> Warning: no DISPLAY variable so Tk is not available #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 ht4$plot   ht5 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   use_fitted = TRUE,   n_split = 6,   split_method = \"mfuzz\",   heatmap_palette = \"viridis\",   cell_annotation = c(\"SubCellType\", \"Phase\", \"G2M_score\"),   cell_annotation_palette = c(\"Paired\", \"simspec\", \"Purples\"),   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")),   separate_annotation_palette = c(\"Paired\", \"Set1\"),   separate_annotation_params = list(width = grid::unit(2, \"cm\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25,   pseudotime_label_color = \"red\",   flip = TRUE, column_title_rot = 45 ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 ht5$plot   ht6 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   cell_annotation = \"SubCellType\",   n_split = 5, split_method = \"mfuzz\",   species = \"Mus_musculus\", db = \"GO_BP\",   anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-01 05:10:23.650974] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Preparing database: GO_BP #> Convert ID types for the database: GO_BP #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 22192 genes mapped with entrez_id #> ============================== #> 22192 genes mapped #> 6372 genes unmapped #> ============================== #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:12:37.512394] Enrichment done #> Elapsed time:2.23 mins #> The size of the heatmap will be fixed as some elements are not scalable. ht6$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot for dynamic features along lineages. — DynamicPlot","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"Plot dynamic features along lineages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"","code":"DynamicPlot(   srt,   features,   lineages,   group.by = NULL,   cells = NULL,   slot = \"counts\",   assay = NULL,   family = NULL,   exp_method = c(\"log1p\", \"raw\", \"zscore\", \"fc\", \"log2fc\"),   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   compare_lineages = TRUE,   compare_features = FALSE,   add_line = TRUE,   add_interval = TRUE,   line.size = 1,   line_palette = \"Dark2\",   line_palcolor = NULL,   add_point = TRUE,   pt.size = 1,   point_palette = \"Paired\",   point_palcolor = NULL,   add_rug = TRUE,   flip = FALSE,   reverse = FALSE,   x_order = c(\"value\", \"rank\"),   aspect.ratio = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)  DynamicPlot(   srt = pancreas_sub,   lineages = \"Lineage1\",   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_features = TRUE ) #> [2023-09-01 05:13:48.806756] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:13:50.632871] RunDynamicFeatures done #> Elapsed time:1.83 secs  DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_lineages = TRUE,   compare_features = FALSE ) #> [2023-09-01 05:13:51.215201] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:13:52.998822] RunDynamicFeatures done #> Elapsed time:1.78 secs #> [2023-09-01 05:13:53.000644] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:13:54.595554] RunDynamicFeatures done #> Elapsed time:1.59 secs  DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_lineages = FALSE,   compare_features = FALSE ) #> [2023-09-01 05:13:55.97397] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:13:57.70531] RunDynamicFeatures done #> Elapsed time:1.73 secs #> [2023-09-01 05:13:57.707161] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:13:59.307736] RunDynamicFeatures done #> Elapsed time:1.6 secs"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"EnrichmentPlot — EnrichmentPlot","title":"EnrichmentPlot — EnrichmentPlot","text":"EnrichmentPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"EnrichmentPlot — EnrichmentPlot","text":"","code":"EnrichmentPlot(   srt,   db = \"GO_BP\",   group_by = NULL,   test.use = \"wilcox\",   res = NULL,   plot_type = c(\"bar\", \"dot\", \"lollipop\", \"network\", \"enrichmap\", \"wordcloud\",     \"comparison\"),   group_use = NULL,   id_use = NULL,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   compare_only_sig = FALSE,   topTerm = ifelse(plot_type == \"enrichmap\", 100, 6),   topWord = 100,   word_type = c(\"term\", \"feature\"),   word_size = c(2, 8),   min_word_length = 3,   network_layout = \"fr\",   network_labelsize = 5,   network_blendmode = \"blend\",   network_layoutadjust = TRUE,   network_adjscale = 60,   network_adjiter = 100,   enrichmap_layout = \"fr\",   enrichmap_cluster = \"fast_greedy\",   enrichmap_label = c(\"term\", \"feature\"),   enrichmap_labelsize = 5,   enrlichmap_nlabel = 4,   enrichmap_show_keyword = FALSE,   enrichmap_mark = c(\"ellipse\", \"hull\"),   enrichmap_expand = c(0.5, 0.5),   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   character_width = 50,   lineheight = 0.7,   palette = \"Spectral\",   palcolor = NULL,   aspect.ratio = 1,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"EnrichmentPlot — EnrichmentPlot","text":"plot_type Type plot visualized. pvalueCutoff pvalueCutoff padjustCutoff padjustCutoff topTerm Number terms plot plot_type=\"bar\" plot_type=\"lollipop\". topWord Number features plot plot_type=\"wordcloud\". palette palette combine combine nrow nrow ncol ncol byrow byrow seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"EnrichmentPlot — EnrichmentPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:14:05.58213] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:14:08.965127] DEtest done #> Elapsed time:3.38 secs pancreas_sub <- RunEnrichment(srt = pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", species = \"Mus_musculus\") #> [2023-09-01 05:14:08.967873] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:14:52.583952] Enrichment done #> Elapsed time:43.62 secs EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", plot_type = \"bar\")  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"bar\", character_width = 30,   theme_use = ggplot2::theme_classic, theme_args = list(base_size = 10) )  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", compare_only_sig = TRUE) #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.    EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"bar\", ncol = 1)  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"dot\", ncol = 1, palette = \"GdRd\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"lollipop\", ncol = 1, palette = \"GdRd\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"wordcloud\") #> Some words could not fit on page. They have been removed. #> Some words could not fit on page. They have been removed.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"wordcloud\", word_type = \"feature\") #> Some words could not fit on page. They have been removed. #> Some words could not fit on page. They have been removed.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\", id_use = c(\"GO:0050678\", \"GO:0035270\", \"GO:0090276\", \"GO:0030073\"))  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\", network_layoutadjust = FALSE)  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\",   topTerm = 4, network_blendmode = \"average\",   theme_use = \"theme_blank\", theme_args = list(add_coord = FALSE) ) %>% panel_fix(height = 5)   EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\", enrichmap_expand = c(2, 1))  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\",   enrichmap_show_keyword = TRUE, character_width = 10 )  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\",   topTerm = 200, enrichmap_mark = \"hull\", enrichmap_label = \"feature\", enrlichmap_nlabel = 3, character_width = 10,   theme_use = \"theme_blank\", theme_args = list(add_coord = FALSE) ) %>% panel_fix(height = 4)   pancreas_sub <- RunEnrichment(srt = pancreas_sub, db = c(\"MP\", \"DO\"), group_by = \"CellType\", convert_species = TRUE, species = \"Mus_musculus\") #> [2023-09-01 05:15:29.037171] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Preparing database: MP #> Preparing database: DO #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:15:53.793963] Enrichment done #> Elapsed time:24.76 secs EnrichmentPlot(pancreas_sub, db = c(\"MP\", \"DO\"), group_by = \"CellType\", group_use = \"Endocrine\", ncol = 1)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Features correlation plot — FeatureCorPlot","title":"Features correlation plot — FeatureCorPlot","text":"Features correlation plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Features correlation plot — FeatureCorPlot","text":"","code":"FeatureCorPlot(   srt,   features,   group.by = NULL,   split.by = NULL,   cells = NULL,   slot = \"data\",   assay = NULL,   cor_method = \"pearson\",   adjust = 1,   margin = 1,   reverse = FALSE,   add_equation = FALSE,   add_r2 = TRUE,   add_pvalue = TRUE,   add_smooth = TRUE,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   pt.size = NULL,   pt.alpha = 1,   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   calculate_coexp = FALSE,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Features correlation plot — FeatureCorPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Features correlation plot — FeatureCorPlot","text":"","code":"data(\"pancreas_sub\") FeatureCorPlot(pancreas_sub, features = c(\"Ghrl\", \"Gcg\", \"Ins1\", \"Ins2\"), group.by = \"SubCellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"Plotting cell points reduced 2D plane coloring according values features.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"","code":"FeatureDimPlot(   srt,   features,   reduction = NULL,   dims = c(1, 2),   split.by = NULL,   cells = NULL,   slot = \"data\",   assay = NULL,   show_stat = TRUE,   palette = ifelse(isTRUE(compare_features), \"Set1\", \"Spectral\"),   palcolor = NULL,   pt.size = NULL,   pt.alpha = 1,   bg_cutoff = 0,   bg_color = \"grey80\",   keep_scale = NULL,   lower_quantile = 0,   upper_quantile = 0.99,   lower_cutoff = NULL,   upper_cutoff = NULL,   add_density = FALSE,   density_color = \"grey80\",   density_filled = FALSE,   density_filled_palette = \"Greys\",   density_filled_palcolor = NULL,   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   calculate_coexp = FALSE,   compare_features = FALSE,   color_blend_mode = c(\"blend\", \"average\", \"screen\", \"multiply\"),   label = FALSE,   label.size = 4,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   lineages = NULL,   lineages_weights = NULL,   lineages_trim = c(0.01, 0.99),   lineages_span = 0.75,   lineages_palette = \"Dark2\",   lineages_palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   lineages_linewidth = 1,   lineages_line_bg = \"white\",   lineages_line_bg_stroke = 0.5,   lineages_whiskers = FALSE,   lineages_whiskers_linewidth = 0.5,   lineages_whiskers_alpha = 0.5,   graph = NULL,   edge_size = c(0.05, 0.5),   edge_alpha = 0.1,   edge_color = \"grey40\",   hex = FALSE,   hex.linewidth = 0.5,   hex.color = \"grey90\",   hex.bins = 50,   hex.binwidth = NULL,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"srt Seurat object. features Vector features plot. Features can gene names Assay names numeric columns meta.data. reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions. split.Name column meta.data split plot . cells Subset cells plot. slot slot pull expression data ? Default data. assay assay pull expression data . NULL, use assay returned DefaultAssay. show_stat Whether show statistical information plot. palette Name color palette name collected SCP. palcolor Custom colors used create color palette. pt.size Point size plotting. pt.alpha Point transparency. bg_cutoff Background cutoff. Points feature values lower cutoff considered background colored bg_color. bg_color Color value background points. keep_scale handle color scale across multiple plots. Options : NULL (scaling): individual plot scaled maximum expression value feature condition provided 'split.'. aware setting NULL result color scales comparable plots. \"feature\" (default; row/feature scaling): plots individual feature scaled maximum expression feature across conditions provided 'split.'. \"\" (universal scaling): plots features conditions scaled maximum expression value feature highest overall expression. lower_quantile, upper_quantile, lower_cutoff, upper_cutoff Vector minimum maximum cutoff values quantile values feature. add_density Whether add density layer plot. density_color Color density contours lines. density_filled Whether add filled contour bands instead contour lines. density_filled_palette Color palette used fill contour bands. density_filled_palcolor Custom colors used fill contour bands. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. sizes.highlight Size highlighted cells. alpha.highlight Transparency highlighted cell points. stroke.highlight Border width highlighted cell points. calculate_coexp Whether calculate co-expression value (geometric mean) features. compare_features Whether show values multiple features single plot. color_blend_mode Blend mode use compare_features = TRUE label Whether feature name labeled center location cells wieh high expression. label.size Size labels. label.fg Foreground color label. label.bg Background color label. label.bg.r Background ratio label. label_insitu Whether labels feature names instead numbers. Valid compare_features = TRUE. label_repel Logical value indicating whether label repel away center location. label_repulsion Force repulsion overlapping text labels. Defaults 20. label_point_size Size center points. label_point_color Color center points label_segment_color Color line segment labels. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. lineages_trim Trim leading trailing data lineages. lineages_span parameter α controls degree smoothing loess method. lineages_palette Color palette used lineages. lineages_palcolor Custom colors used lineages. lineages_arrow Set arrows lineages. See arrow. lineages_linewidth Width fitted curve lines lineages. lineages_line_bg Background color curve lines lineages. lineages_line_bg_stroke Border width curve lines background. lineages_whiskers Whether add whiskers lineages. lineages_whiskers_linewidth Width whiskers lineages. lineages_whiskers_alpha Transparency whiskers lineages. graph Specify graph name add edges cell neighbors plot. edge_size Size edges. edge_alpha Transparency edges. edge_color Color edges. hex Whether chane plot type point hexagonal bin. hex.linewidth Border width hexagonal bins. hex.color Border color hexagonal bins. hex.bins Number hexagonal bins. hex.binwidth Hexagonal bin width. raster Convert points raster format, default NULL automatically rasterizes plotting 100,000 cells raster.dpi Pixel resolution rasterized plots, passed geom_scattermore(). Default c(512, 512). aspect.ratio Aspect ratio panel. title text title. subtitle text subtitle plot displayed title. xlab x-axis label. ylab y-axis label. legend.position position legends (\"none\", \"left\", \"right\", \"bottom\", \"top\"). legend.direction Layout items legends (\"horizontal\" \"vertical\") theme_use Theme used. Can character string theme function. example, \"theme_blank\" ggplot2::theme_classic. theme_args arguments passed theme_use. combine Combine plots single patchwork object. FALSE, return list ggplot objects. nrow Number rows combined plot. ncol Number columns combined plot. byrow Logical value indicating plots arrange row (default) column. force Whether force drawing regardless number features greater 100. seed Random seed set reproducibility","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"single ggplot object combine = TRUE; otherwise, list ggplot objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 05:16:12.324734] Start Standard_SCP #> [2023-09-01 05:16:12.324941] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:16:13.617312] Finished checking. #> [2023-09-01 05:16:13.61753] Perform ScaleData on the data... #> [2023-09-01 05:16:13.731112] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:16:14.53909] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:16:14.657577] Reorder clusters... #> [2023-09-01 05:16:14.873261] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 05:16:23.076231] Standard_SCP done #> Elapsed time: 10.75 secs  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\")  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", bg_cutoff = -Inf)  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", theme_use = \"theme_blank\", show_stat = FALSE)  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", theme_use = ggplot2::theme_classic, theme_args = list(base_size = 16))  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\") %>% panel_fix(height = 2, raster = TRUE, dpi = 30)   FeatureDimPlot(pancreas_sub, features = c(\"StandardPC_1\", \"StandardPC_2\"), reduction = \"UMAP\", bg_cutoff = -Inf)   # Label and highlight cell points FeatureDimPlot(pancreas_sub,   features = \"Rbp4\", reduction = \"UMAP\", label = TRUE,   cells.highlight = colnames(pancreas_sub)[pancreas_sub$SubCellType == \"Delta\"] )  FeatureDimPlot(pancreas_sub,   features = \"Rbp4\", split.by = \"Phase\", reduction = \"UMAP\", show_stat = FALSE,   cells.highlight = TRUE, theme_use = \"theme_blank\", legend.position = \"none\" )   # Add a density layer FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", label = TRUE, add_density = TRUE)  FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", label = TRUE, add_density = TRUE, density_filled = TRUE) #> Warning: Removed 396 rows containing missing values (`geom_raster()`).   # Chane the plot type from point to the hexagonal bin FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", hex = TRUE) #> Warning: Removed 4 rows containing missing values (`geom_hex()`).  FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", hex = TRUE, hex.bins = 20) #> Warning: Removed 3 rows containing missing values (`geom_hex()`). #> Warning: Removed 5 rows containing missing values (`geom_hex()`).   # Show lineages on the plot based on the pseudotime pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\")  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\", lineages_whiskers = TRUE)  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\", lineages_span = 0.1)   FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\")  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", lower_quantile = 0, upper_quantile = 0.8)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", lower_cutoff = 1, upper_cutoff = 4)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", bg_cutoff = 2, lower_cutoff = 2, upper_cutoff = 4)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", keep_scale = \"all\")  FeatureDimPlot(pancreas_sub, c(\"Sst\", \"Ghrl\"), split.by = \"Phase\", reduction = \"UMAP\", keep_scale = \"feature\")   FeatureDimPlot(pancreas_sub,   features = c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), pt.size = 1,   compare_features = TRUE, color_blend_mode = \"blend\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"blend\", title = \"blend\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"average\", title = \"average\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"screen\", title = \"screen\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"multiply\", title = \"multiply\",   label = TRUE, label_insitu = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":null,"dir":"Reference","previous_headings":"","what":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"Plotting cell points reduced 3D space coloring according gene expression cells.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"","code":"FeatureDimPlot3D(   srt,   features = NULL,   reduction = NULL,   dims = c(1, 2, 3),   axis_labs = NULL,   split.by = NULL,   slot = \"data\",   assay = NULL,   calculate_coexp = FALSE,   pt.size = 1.5,   cells.highlight = NULL,   cols.highlight = \"black\",   shape.highlight = \"circle-open\",   sizes.highlight = 2,   width = NULL,   height = NULL,   save = NULL,   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"srt Seurat object. features Vector features plot. Features can gene names Assay names numeric columns meta.data. reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions. split.Name column meta.data split plot . slot slot pull expression data ? Default data. assay assay pull expression data . NULL, use assay returned DefaultAssay. calculate_coexp Whether calculate co-expression value (geometric mean) features. pt.size Point size plotting. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. shape.highlight Shape cell highlight. See scattergl-marker-symbol sizes.highlight Size highlighted cells. width Width pixels, defaults automatic sizing. height Height pixels, defaults automatic sizing. force Whether force drawing regardless number features greater 100.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 05:16:47.308195] Start Standard_SCP #> [2023-09-01 05:16:47.308399] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:16:48.301388] Finished checking. #> [2023-09-01 05:16:48.301593] Perform ScaleData on the data... #> [2023-09-01 05:16:48.41467] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:16:49.163006] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:16:49.278322] Reorder clusters... #> [2023-09-01 05:16:49.464207] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 05:16:57.562691] Standard_SCP done #> Elapsed time: 10.25 secs  FeatureDimPlot3D(pancreas_sub, features = c(\"Ghrl\", \"Ins1\", \"Gcg\", \"Ins2\"), reduction = \"StandardpcaUMAP3D\")  {\"x\":{\"visdat\":{\"1f097017381e\":[\"function () \",\"plotlyVisDat\"],\"1f092dbe9cd2\":[\"function () 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/>Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0.55<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:7.327<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:1.213<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br 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/>split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells\",\"Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells\",\"Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells\",\"Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells\",\"Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells\",\"Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells\",\"Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells\",\"Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCGGCACA<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:ACTATCTTCTGCTGTC<br />Exp:0.853<br />split.by:All_cells\",\"Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTTCGCTAA<br />Exp:1.481<br />split.by:All_cells\",\"Cell:CCATTCGGTGCTAGCC<br />Exp:0.91<br />split.by:All_cells\",\"Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTCAATACGCT<br />Exp:0.844<br />split.by:All_cells\",\"Cell:GAACGGATCACAACGT<br />Exp:0.902<br />split.by:All_cells\",\"Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATACGCTA<br />Exp:3.535<br />split.by:All_cells\",\"Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGAGGTCTGTTGAG<br />Exp:1.109<br />split.by:All_cells\",\"Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCAGGATCT<br />Exp:0.812<br />split.by:All_cells\",\"Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTACTTCTT<br />Exp:6.57<br />split.by:All_cells\",\"Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTGTTTGGGCC<br />Exp:0.957<br />split.by:All_cells\",\"Cell:ACTTACTCACCGTTGG<br />Exp:4.927<br />split.by:All_cells\",\"Cell:CAGAGAGAGGACCACA<br />Exp:0.908<br />split.by:All_cells\",\"Cell:AAGACCTGTGGCTCCA<br />Exp:0.757<br />split.by:All_cells\",\"Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells\",\"Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGTCAGTGCAT<br />Exp:1.09<br />split.by:All_cells\",\"Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTATCTTCATGTAGC<br />Exp:5.85<br />split.by:All_cells\",\"Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells\",\"Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:3.257<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:5.136<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:6.653<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0.842<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.53<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:3.589<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:5.156<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br />Exp:5.484<br />split.by:All_cells\",\"Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATGTTAAAGAC<br />Exp:0.947<br />split.by:All_cells\",\"Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells\",\"Cell:ACTGATGGTCGACTGC<br />Exp:0.921<br />split.by:All_cells\",\"Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACAGCCACCTG<br />Exp:5.314<br />split.by:All_cells\",\"Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCGTGCAGACA<br />Exp:6.473<br />split.by:All_cells\",\"Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:5.872<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:3.411<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:1.036<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0.993<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:6.419<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0.937<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:2.554<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:2.015<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:0.84<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:1.117<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:1.355<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:3.673<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:2.156<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:4.391<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGCATTCCTCG<br />Exp:0.497<br />split.by:All_cells\",\"Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCTTTCCTC<br />Exp:4.099<br />split.by:All_cells\",\"Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AAGGCAGTCCGAGCCA<br />Exp:0.89<br />split.by:All_cells\",\"Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTGTCCATCCT<br />Exp:0.822<br />split.by:All_cells\",\"Cell:AACTTTCCACTGCCAG<br />Exp:0.901<br />split.by:All_cells\",\"Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGAGTGCACCAC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATCGGAGCTGCAAG<br />Exp:1.203<br />split.by:All_cells\",\"Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0.927<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:1.137<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:5.416<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:4.596<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0.903<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:6.061<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:5.461<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:1.089<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:1.113<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:1.08<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTTTAGGG<br />Exp:5.028<br />split.by:All_cells\",\"Cell:CAGTAACCATGCCTAA<br />Exp:0.861<br />split.by:All_cells\",\"Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCGGCACA<br />Exp:4.124<br />split.by:All_cells\",\"Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells\",\"Cell:CATCAGATCATCGCTC<br />Exp:1.577<br />split.by:All_cells\",\"Cell:CTTGGCTCATCCCACT<br />Exp:4.219<br />split.by:All_cells\",\"Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTTCTATCAACGGCC<br />Exp:3.683<br />split.by:All_cells\",\"Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGATCAGTCAGT<br />Exp:0.939<br />split.by:All_cells\",\"Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAGGAGAAACCTA<br />Exp:4.766<br />split.by:All_cells\",\"Cell:GAAATGATCTTCAACT<br />Exp:2.499<br />split.by:All_cells\",\"Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCACCTCATGCAAC<br />Exp:4.628<br />split.by:All_cells\",\"Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTACGCACC<br />Exp:4.64<br />split.by:All_cells\",\"Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATAGTCATTGCGA<br />Exp:6.349<br />split.by:All_cells\",\"Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGTCCATAACCTG<br />Exp:0.913<br />split.by:All_cells\",\"Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATAGTTATCGC<br />Exp:1.182<br />split.by:All_cells\",\"Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCGAACACGGTAGA<br />Exp:0.778<br />split.by:All_cells\",\"Cell:TTCTCAATCACTCCTG<br />Exp:2.013<br />split.by:All_cells\",\"Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCAGACTAAGT<br />Exp:6.37<br />split.by:All_cells\",\"Cell:TACGGGCAGATTACCC<br />Exp:0.862<br />split.by:All_cells\",\"Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGTCGCCGTGA<br />Exp:2.757<br />split.by:All_cells\",\"Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTCCTAGCG<br />Exp:0.741<br />split.by:All_cells\",\"Cell:AAGGCAGCAGTACACT<br />Exp:1.142<br />split.by:All_cells\",\"Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGCACGAAATA<br />Exp:5.525<br />split.by:All_cells\",\"Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTAGATCGATA<br />Exp:0.938<br />split.by:All_cells\",\"Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTCAGCTAT<br />Exp:1.021<br />split.by:All_cells\",\"Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGGCCAACTGGCC<br />Exp:5.981<br />split.by:All_cells\",\"Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0.964<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0.528<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:1.742<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0.896<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:5.63<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0.587<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:5.36<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:6.144<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:5.156<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:1<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:5.796<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:1.104<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0.699<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:6.552<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0.556<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:1.765<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:1.046<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0.878<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:1.058<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:4.222<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0.996<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:3.386<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:5.28<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0.737<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:0.91<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0.9<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0.887<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:6.839<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:1.127<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:0.791<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:1.073<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0.942<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:5.049<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:1.027<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:7.169<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0.815<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:4.114<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0.575<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0.899<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:5.145<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:5.732<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:0.916<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0.794<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:2.825<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:6.059<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:4.643<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0.963<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:4.015<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0.93<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:1.311<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:5.314<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:1.839<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0.995<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:1.338<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:6.059<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:4.824<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:1.323<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:5.795<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:6.468<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:2.958<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:1.4<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:1.116<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0.745<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:6.055<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br 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/>split.by:All_cells\",\"Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTAAGAGAG<br />Exp:5.984<br />split.by:All_cells\",\"Cell:CATCAGAGTTCGCTAA<br />Exp:5.254<br />split.by:All_cells\",\"Cell:CCATTCGGTGCTAGCC<br />Exp:6.46<br />split.by:All_cells\",\"Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCGTAATCTATCCCG<br />Exp:0.584<br />split.by:All_cells\",\"Cell:ACTTACTCAATACGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGATCACAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTGTTACGCGC<br />Exp:2.533<br />split.by:All_cells\",\"Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATGTCTAACGT<br />Exp:1.42<br />split.by:All_cells\",\"Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTTCAGTTCGA<br />Exp:5.216<br />split.by:All_cells\",\"Cell:AGTAGTCCACATGACT<br />Exp:0.884<br />split.by:All_cells\",\"Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCAAGTTCGATC<br />Exp:3.02<br />split.by:All_cells\",\"Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGAGGACCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTGTGGCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGATCATCTCGATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTTCGCACTCT<br />Exp:0.924<br />split.by:All_cells\",\"Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTACGGAG<br />Exp:4.731<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTATCTTCATGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells\",\"Cell:GTCAAGTAGTATCGAA<br />Exp:6.515<br />split.by:All_cells\",\"Cell:TCAGGTACAGTCACTA<br />Exp:6.334<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:4.903<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0.734<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:3.131<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0.691<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:0.943<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:5.825<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0.887<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:1.015<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells\",\"Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTAGCGTAATA<br />Exp:1.351<br />split.by:All_cells\",\"Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCACCGAATT<br />Exp:6.297<br />split.by:All_cells\",\"Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGTTTGCGT<br />Exp:1.18<br />split.by:All_cells\",\"Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:1.111<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0.897<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:1.011<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:4.91<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:7.089<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:1.007<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:6.82<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:6.297<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0.566<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0.666<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:1.36<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:3.925<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0.685<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:6.43<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:5.821<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:6.856<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:1.507<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:0.911<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0.702<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:6.368<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:5.618<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0.825<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:1.217<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells\",\"Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGACCTTTG<br />Exp:4.507<br />split.by:All_cells\",\"Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells\",\"Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCACCTCATGCAAC<br />Exp:5.662<br />split.by:All_cells\",\"Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTACGCACC<br />Exp:4.934<br />split.by:All_cells\",\"Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCTCTCTTATG<br />Exp:5.585<br />split.by:All_cells\",\"Cell:CACATAGTCATTGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTATGGTTC<br />Exp:1.378<br />split.by:All_cells\",\"Cell:CGTGAGCAGTCTCAAC<br />Exp:0.735<br />split.by:All_cells\",\"Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGTCCATAACCTG<br />Exp:6.191<br />split.by:All_cells\",\"Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACCGTTA<br />Exp:0.683<br />split.by:All_cells\",\"Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGGTCATCT<br />Exp:5.53<br />split.by:All_cells\",\"Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCGACGGAA<br />Exp:1.197<br />split.by:All_cells\",\"Cell:AAATGCCAGACTAAGT<br />Exp:2.681<br />split.by:All_cells\",\"Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTCATTTGCCC<br />Exp:1.03<br />split.by:All_cells\",\"Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells\",\"Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCTCAACCATG<br />Exp:4.036<br />split.by:All_cells\",\"Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCATAAGAATGTTG<br />Exp:0.667<br />split.by:All_cells\",\"Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACTCGCGCCAA<br />Exp:6.224<br />split.by:All_cells\",\"Cell:GAATAAGCACGAAATA<br />Exp:0.705<br />split.by:All_cells\",\"Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCGGCGCAT<br />Exp:0.814<br />split.by:All_cells\",\"Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGTCACAATGC<br />Exp:1.062<br />split.by:All_cells\",\"Cell:GGGACCTGTCAGCTAT<br />Exp:4.437<br />split.by:All_cells\",\"Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTCCTTC<br />Exp:1.249<br />split.by:All_cells\",\"Cell:CCACCTATCGGAAACG<br />Exp:6.458<br />split.by:All_cells\",\"Cell:CGATGGCCAACTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCAGCAACGGT<br />Exp:1.062<br />split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:6.476<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:1.071<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:2.536<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:1.916<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:2.205<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:1.134<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:3.255<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:0.995<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0.873<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:5.921<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0.996<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:4.545<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:2.727<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:6.203<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:4.692<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:6.885<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0.539<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0.913<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:4.965<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:6.664<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0.459<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:3.575<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:6.355<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:6.37<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0.458<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:1.069<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:2.05<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:6.376<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:5.968<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:1.2<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:0.83<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:1.136<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:1.195<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0.668<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0.814<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:6.505<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:1.01<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:6.843<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:6.682<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:1.584<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:6.219<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:1.064<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:5.62<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:4.867<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:6.057<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:1.002<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0.649<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:7.095<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:5.09<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0.533<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:1.333<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:2.056<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:4.89<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:3.706<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:4.696<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:4.66<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0.762<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:3.856<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.589<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:5.286<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:5.89<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:4.6<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:2.114<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:4.027<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0.865<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:1.393<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:3.755<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:4.222<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0.882<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:2.609<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:2.134<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:1.379<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:4.636<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0.55<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:7.327<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:1.213<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br 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/>split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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— FeatureHeatmap","title":"FeatureHeatmap — FeatureHeatmap","text":"FeatureHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"FeatureHeatmap — FeatureHeatmap","text":"","code":"FeatureHeatmap(   srt,   features = NULL,   cells = NULL,   group.by = NULL,   split.by = NULL,   within_groups = FALSE,   max_cells = 100,   cell_order = NULL,   border = TRUE,   flip = FALSE,   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"kmeans\", \"hclust\", \"mfuzz\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   cluster_row_slices = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 20,   features_label = NULL,   label_size = 10,   label_color = \"black\",   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   cell_split_palette = \"simspec\",   cell_split_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = list(),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"FeatureHeatmap — FeatureHeatmap","text":"db_combine","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"FeatureHeatmap — FeatureHeatmap","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:16:59.546936] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:17:02.721008] DEtest done #> Elapsed time:3.17 secs de_filter <- filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) ht1 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = \"CellType\",   split.by = \"Phase\", cell_split_palette = \"Dark2\", ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot  panel_fix(ht1$plot, height = 4, width = 6, raster = TRUE, dpi = 50)   ht2 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = c(\"CellType\", \"SubCellType\"), n_split = 4,   cluster_rows = TRUE, cluster_row_slices = TRUE, cluster_columns = TRUE, cluster_column_slices = TRUE,   ht_params = list(row_gap = grid::unit(0, \"mm\")) ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot   ht3 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, feature_split = de_filter$group1, group.by = \"CellType\",   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-01 05:17:21.129519] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:17:57.440967] Enrichment done #> Elapsed time:36.31 secs #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619 ht4 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, n_split = 4, group.by = \"CellType\",   heatmap_palette = \"viridis\",   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   cell_annotation = c(\"Phase\", \"G2M_score\"), cell_annotation_palette = c(\"Dark2\", \"Purples\") ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht4$plot   ht5 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, n_split = 4, group.by = \"CellType\",   heatmap_palette = \"viridis\",   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   cell_annotation = c(\"Phase\", \"G2M_score\"), cell_annotation_palette = c(\"Dark2\", \"Purples\"),   flip = TRUE, column_title_rot = 45 ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht5$plot   pancreas_sub <- RunPAGA(   srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", infer_pseudotime = TRUE, root_group = \"Ductal\" ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. ht6 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, nlabel = 10,   cell_order = names(sort(pancreas_sub$dpt_pseudotime)),   cell_annotation = c(\"CellType\", \"dpt_pseudotime\"),   cell_annotation_palette = c(\"Paired\", \"cividis\") ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Statistical plot of features — FeatureStatPlot","title":"Statistical plot of features — FeatureStatPlot","text":"Statistical plot features","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Statistical plot of features — FeatureStatPlot","text":"","code":"FeatureStatPlot(   srt,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   fill.by = c(\"group\", \"feature\", \"expression\"),   cells = NULL,   slot = c(\"data\", \"counts\"),   assay = NULL,   keep_empty = FALSE,   individual = FALSE,   plot_type = c(\"violin\", \"box\", \"bar\", \"dot\", \"col\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   add_box = FALSE,   box_color = \"black\",   box_width = 0.1,   box_ptsize = 2,   add_point = FALSE,   pt.color = \"grey30\",   pt.size = NULL,   pt.alpha = 1,   jitter.width = 0.5,   add_trend = FALSE,   trend_color = \"black\",   trend_linewidth = 1,   trend_ptsize = 2,   add_stat = c(\"none\", \"mean\", \"median\"),   stat_color = \"black\",   stat_size = 1,   cells.highlight = NULL,   cols.highlight = \"red\",   sizes.highlight = 1,   alpha.highlight = 1,   calculate_coexp = FALSE,   same.y.lims = FALSE,   y.min = NULL,   y.max = NULL,   y.trans = \"identity\",   y.nbreaks = 5,   sort = FALSE,   stack = FALSE,   flip = FALSE,   comparisons = NULL,   ref_group = NULL,   pairwise_method = \"wilcox.test\",   sig_label = c(\"p.signif\", \"p.format\"),   multiplegroup_comparisons = FALSE,   multiple_method = \"kruskal.test\",   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = \"Expression level\",   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Statistical plot of features — FeatureStatPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Statistical plot of features — FeatureStatPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\") %>% panel_fix(height = 1, width = 2)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"box\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"bar\") #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required.  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"dot\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"col\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_box = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_point = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_trend = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\", add_box = TRUE, add_trend = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\", comparisons = TRUE) #> Warning: Detected more than 2 groups. Use multiple_method for comparison #> Warning: Detected more than 2 groups. Use multiple_method for comparison  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", fill.by = \"expression\", palette = \"Blues\", same.y.lims = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", multiplegroup_comparisons = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", comparisons = list(c(\"Alpha\", \"Beta\"), c(\"Alpha\", \"Delta\")))  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", comparisons = list(c(\"Alpha\", \"Beta\"), c(\"Alpha\", \"Delta\")), sig_label = \"p.format\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", bg.by = \"CellType\", add_box = TRUE, stack = TRUE)  FeatureStatPlot(pancreas_sub,   stat.by = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   legend.position = \"top\", legend.direction = \"horizontal\",   group.by = \"SubCellType\", bg.by = \"CellType\", stack = TRUE )  FeatureStatPlot(pancreas_sub,   stat.by = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   fill.by = \"feature\", plot_type = \"box\",   group.by = \"SubCellType\", bg.by = \"CellType\", stack = TRUE, flip = TRUE ) %>% panel_fix_single(width = 8, height = 5) # Because the plot is made by combining, we want to adjust the overall height and width"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from the hdf5 file — FetchH5","title":"Fetch data from the hdf5 file — FetchH5","text":"Fetch data hdf5 file","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fetch data from the hdf5 file — FetchH5","text":"","code":"FetchH5(   DataFile,   MetaFile,   name = NULL,   features = NULL,   slot = NULL,   assay = NULL,   metanames = NULL,   reduction = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fetch data from the hdf5 file — FetchH5","text":"reduction","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fetch data from the hdf5 file — FetchH5","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) PrepareSCExplorer(pancreas_sub, base_dir = \"./SCExplorer\") srt <- FetchH5(DataFile = \"./SCExplorer/Data.hdf5\", MetaFile = \"./SCExplorer/Meta.hdf5\", features = c(\"Ins1\", \"Ghrl\"), metanames = c(\"SubCellType\", \"Phase\"), reduction = \"UMAP\") CellDimPlot(srt, group.by = c(\"SubCellType\", \"Phase\"), reduction = \"UMAP\") FeatureDimPlot(srt, features = c(\"Ins1\", \"Ghrl\"), reduction = \"UMAP\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"GSEA Plot — GSEAPlot","title":"GSEA Plot — GSEAPlot","text":"GSEA Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GSEA Plot — GSEAPlot","text":"","code":"GSEAPlot(   srt,   db = \"GO_BP\",   group_by = NULL,   test.use = \"wilcox\",   res = NULL,   plot_type = c(\"line\", \"comparison\"),   palette = \"Spectral\",   palcolor = NULL,   group_use = NULL,   id_use = NULL,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 6,   only_pos = FALSE,   compare_only_sig = FALSE,   subplots = 1:3,   rel_heights = c(1.5, 0.5, 1),   rel_width = 3,   linewidth = 1.5,   line_alpha = 1,   line_color = \"#6BB82D\",   n_coregene = 10,   sample_coregene = FALSE,   features_label = NULL,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   label.size = 4,   aspect.ratio = NULL,   base_size = 12,   character_width = 50,   lineheight = 0.7,   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GSEA Plot — GSEAPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"GSEA Plot — GSEAPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE, fc.threshold = 1) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:20:11.379435] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:25:12.837516] DEtest done #> Elapsed time:5.02 mins pancreas_sub <- RunGSEA(pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-01 05:25:12.841963] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:30:38.518748] GSEA done #> Elapsed time:5.43 mins GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", id_use = \"GO:0006412\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", id_use = c(\"GO:0046903\", \"GO:0015031\", \"GO:0007600\")) %>%   panel_fix_single(width = 5) # Because the plot is made by combining, we want to adjust the overall height and width  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", compare_only_sig = TRUE)  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", pvalueCutoff = 0.05, padjustCutoff = NULL, only_pos = TRUE, compare_only_sig = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":null,"dir":"Reference","previous_headings":"","what":"Gene ID conversion function using biomart — GeneConvert","title":"Gene ID conversion function using biomart — GeneConvert","text":"function can convert different gene ID types within one species bewteen two species using biomart service.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Gene ID conversion function using biomart — GeneConvert","text":"","code":"GeneConvert(   geneID,   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"entrez_id\",   species_from = \"Homo_sapiens\",   species_to = NULL,   Ensembl_version = 103,   biomart = NULL,   mirror = NULL,   max_tries = 5 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Gene ID conversion function using biomart — GeneConvert","text":"geneID vector geneID character. geneID_from_IDtype ID type geneID. e.g. \"symbol\", \"ensembl_id\", \"entrez_id\" geneID_to_IDtype ID type convert . e.g. \"symbol\", \"ensembl_id\", \"entrez_id\" species_from Latin names animals input geneID. species_to Latin names animals output geneID. e.g. \"Homo_sapiens\",\"Mus_musculus\" Ensembl_version Ensembl database version. NULL, use current release version. biomart BioMart database name want connect . (\"ensembl\", \"protists_mart\", \"fungi_mart\", \"plants_mart\") mirror Specify Ensembl mirror connect . valid options 'www', 'uswest', 'useast', 'asia'. max_tries Number max_tries connect biomart service.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Gene ID conversion function using biomart — GeneConvert","text":"list.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Gene ID conversion function using biomart — GeneConvert","text":"","code":"res <- GeneConvert(   geneID = c(\"CDK1\", \"MKI67\", \"TOP2A\", \"AURKA\", \"CTCF\"),   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"entrez_id\",   species_from = \"Homo_sapiens\",   species_to = \"Mus_musculus\",   Ensembl_version = 103 ) #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset hsapiens ... #> Connecting to the dataset hsapiens_gene_ensembl ... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 5 genes mapped with ensembl_symbol #> ============================== #> 5 genes mapped #> 0 genes unmapped #> ============================== str(res) #> List of 7 #>  $ geneID_res     :'data.frame':\t5 obs. of  4 variables: #>   ..$ from_IDtype: chr [1:5] \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" ... #>   ..$ from_geneID: chr [1:5] \"CTCF\" \"CDK1\" \"TOP2A\" \"AURKA\" ... #>   ..$ to_IDtype  : chr [1:5] \"entrez_id\" \"entrez_id\" \"entrez_id\" \"entrez_id\" ... #>   ..$ to_geneID  : int [1:5] 13018 12534 21973 20878 17345 #>  $ geneID_collapse:'data.frame':\t5 obs. of  2 variables: #>   ..$ from_geneID: chr [1:5] \"AURKA\" \"CDK1\" \"CTCF\" \"MKI67\" ... #>   ..$ entrez_id  :List of 5 #>   .. ..$ : int 20878 #>   .. ..$ : int 12534 #>   .. ..$ : int 13018 #>   .. ..$ : int 17345 #>   .. ..$ : int 21973 #>   .. ..- attr(*, \"class\")= chr \"AsIs\" #>  $ geneID_expand  :'data.frame':\t5 obs. of  2 variables: #>   ..$ from_geneID: chr [1:5] \"AURKA\" \"CDK1\" \"CTCF\" \"MKI67\" ... #>   ..$ entrez_id  : int [1:5] 20878 12534 13018 17345 21973 #>  $ Ensembl_version: chr \"103\" #>  $ Datasets       :'data.frame':\t202 obs. of  3 variables: #>   ..$ dataset    : 'AsIs' chr [1:202] \"abrachyrhynchus_gene_ensembl\" \"acalliptera_gene_ensembl\" \"acarolinensis_gene_ensembl\" \"acchrysaetos_gene_ensembl\" ... #>   ..$ description: 'AsIs' chr [1:202] \"Pink-footed goose genes (ASM259213v1)\" \"Eastern happy genes (fAstCal1.2)\" \"Anole lizard genes (AnoCar2.0)\" \"Golden eagle genes (bAquChr1.2)\" ... #>   ..$ version    : 'AsIs' chr [1:202] \"ASM259213v1\" \"fAstCal1.2\" \"AnoCar2.0\" \"bAquChr1.2\" ... #>  $ Attributes     :'data.frame':\t3183 obs. of  3 variables: #>   ..$ name       : chr [1:3183] \"ensembl_gene_id\" \"ensembl_gene_id_version\" \"ensembl_transcript_id\" \"ensembl_transcript_id_version\" ... #>   ..$ description: chr [1:3183] \"Gene stable ID\" \"Gene stable ID version\" \"Transcript stable ID\" \"Transcript stable ID version\" ... #>   ..$ page       : chr [1:3183] \"feature_page\" \"feature_page\" \"feature_page\" \"feature_page\" ... #>  $ geneID_unmapped: chr(0)   # Convert the human genes to mouse homologs and replace the raw counts in a Seurat object. data(\"pancreas_sub\") counts <- pancreas_sub@assays$RNA@counts res <- GeneConvert(   geneID = rownames(counts),   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"symbol\",   species_from = \"Mus_musculus\",   species_to = \"Homo_sapiens\",   Ensembl_version = 103 ) #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 15065 genes mapped with ensembl_symbol #> 11 genes mapped with entrez_symbol #> 35 genes mapped with uniprot_symbol #> ============================== #> 15111 genes mapped #> 847 genes unmapped #> ============================== homologs_counts <- counts[res$geneID_expand[, \"from_geneID\"], ] rownames(homologs_counts) <- res$geneID_expand[, \"symbol\"] homologs_counts <- aggregate(homologs_counts, by = list(row.names(homologs_counts)), FUN = sum) rownames(homologs_counts) <- homologs_counts[, 1] homologs_counts <- as(as.matrix(homologs_counts[, -1]), \"dgCMatrix\") homologs_counts #> 13620 x 1000 sparse Matrix of class \"dgCMatrix\" #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>                                                                                                                                       #> A1CF             .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> A3GALT2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AAAS             2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AACS             .  1   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  . #> AADAC            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AAGAB            .  .   .  .  .  .  .  2  .  2  .  .  1  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1 #> AAK1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AAMDC            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  3  .  .  .  1  .  .  .  . #> AAMP             3  5   2  3  2  1  .  1  1  3  .  2  1  .  2  .  2  3  2  3  1  2  .  2  1  .  1  .  3  2  4  .  3  .  2  1  1  6  8 #> AAR2             .  .   1  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AARD             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  4  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> AARS1            .  .   2  1  2  .  1  .  1  .  1  2  .  1  .  5  .  .  1  .  .  1  2  .  .  .  .  .  .  .  1  1  .  .  .  2  .  .  1 #> AARS2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AARSD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AASDH            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AASDHPPT         .  .   1  3  .  .  .  .  .  1  1  .  .  .  1  1  1  .  .  1  .  1  1  1  1  .  1  .  .  1  1  1  1  .  .  .  1  .  . #> AASS             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AATF             .  2   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AATK             .  .   .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABAT             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA1            .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  .  . #> ABCA12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  . #> ABCA4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA7            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB10           .  .   .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  2 #> ABCB11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ABCB4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB6            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  .  .  .  .  .  1  1  . #> ABCB7            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  . #> ABCB8            .  .   .  .  1  .  .  1  .  1  .  .  .  .  1  .  .  .  1  .  .  .  .  1  3  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ABCB9            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  1  .  .  .  .  .  .  1  .  .  .  .  1  . #> ABCC1            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC3            .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC5            .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ABCC8            .  .   .  4  .  .  1  3  .  .  1  .  .  2  .  .  .  .  .  .  .  4  2  3  .  .  .  3 11  4  .  .  .  1  5  5  2  .  1 #> ABCC9            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCD1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCD3            .  .   .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  1  .  1  .  3  .  .  .  1  1  .  .  .  1  .  .  1  .  1  1 #> ABCD4            .  .   .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCE1            .  1   1  .  .  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  1  1  .  .  .  .  2  .  1  .  .  1  .  .  .  . #> ABCF1            5  2   3  .  .  .  1  1  1  .  1  1  1  3  .  .  1  2  .  .  .  2  .  .  2  .  .  1  2  .  4  1  2  1  .  .  .  1  . #> ABCF2            .  .   1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1 #> ABCF2-H2BE1      .  .   1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1 #> ABCF3            .  1   .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  . #> ABCG1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ABCG5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCG8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ABHD10           .  .   .  1  .  .  .  .  1  .  1  .  .  .  .  1  .  .  1  1  .  1  .  1  .  .  .  1  1  .  1  .  .  .  .  .  .  .  . #> ABHD11           1  .   4  .  3  .  .  .  .  .  .  .  2  .  2  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  2  .  .  .  1  . #> ABHD12           1  .   .  2  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  1  .  .  1  .  .  3 #> ABHD13           .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  1  1  .  .  .  .  .  .  .  . #> ABHD14A          .  .   1  3  1  .  .  .  .  2  .  .  .  1  2  2  .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  4  .  .  .  2  . #> ABHD14A-ACY1     .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD14B          .  .   .  .  1  .  .  1  1  .  .  .  .  2  .  1  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  1  .  .  1 #> ABHD15           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD16A          .  .   1  1  1  1  .  1  1  .  .  .  .  .  .  1  .  .  1  2  2  .  .  1  3  .  2  1  .  1  .  1  .  1  1  2  .  .  . #> ABHD17A          1  .   3  1  1  .  .  .  1  1  .  .  1  1  .  2  1  .  .  .  .  .  1  2  .  1  .  1  .  2  1  1  .  .  .  .  1  1  . #> ABHD17B          .  .   1  .  .  .  .  .  .  .  .  1  .  .  1  1  .  .  .  .  .  .  1  1  .  .  .  .  1  2  .  .  .  .  .  1  .  .  1 #> ABHD17C          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> ABHD18           .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD2            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> ABHD3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ABHD4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD5            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ABHD6            .  1   1  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> ABHD8            .  .   .  1  .  .  .  .  1  2  .  .  1  .  .  .  .  .  .  .  .  2  .  1  .  .  .  .  .  .  .  .  1  .  .  1  .  .  2 #> ABI1             .  1   1  .  .  .  .  .  1  .  1  2  .  .  .  .  1  .  .  .  .  1  1  .  .  .  2  .  .  1  1  1  .  .  .  .  1  .  1 #> ABI2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  . #> ABI3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABL1             .  .   1  .  .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  . #> ABL2             .  .   .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABLIM1           1  .   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ABLIM2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABLIM3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABR              .  .   2  .  .  .  .  1  .  .  .  .  2  .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABRACL           3  .   2  2  1  2  .  1  .  .  2  2  1  .  1  6  1  .  .  .  1  1  .  .  .  1  1  .  1  .  1  1  2  1  1  2  1  1  1 #> ABT1             .  .   1  2  .  1  1  .  .  .  .  1  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  . #> ABTB1            .  .   .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  2  .  .  1  .  1  .  1  .  1  .  1  .  1  .  1  .  .  .  . #> ABTB2            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AC000120.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC001226.2       2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> AC002094.3       .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC002310.4       1  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC002985.1       .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC002996.1       .  .   2  .  1  .  .  .  1  .  .  1  .  .  2  1  .  .  1  .  .  .  .  .  .  1  1  .  2  .  1  .  .  .  .  .  .  .  . #> AC003005.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004076.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004556.3       2  .   .  .  1  .  .  2  2  .  .  .  1  .  2  .  1  1  1  1  .  .  .  .  1  .  .  .  1  .  .  2  .  .  .  .  .  2  1 #> AC004593.2       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004687.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004691.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004832.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004922.1       4  2   3  2  1  1  .  7  2  1  5  3  1  2  4  2  3  .  1  1  1  1  3  6  .  2  2  1  6  1  .  4  3  1  .  2  1  2  3 #> AC004997.1       1  .   .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  . #> AC005041.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC005154.5       .  .   2  .  2  .  .  .  2  .  .  .  1  .  .  2  1  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  .  .  .  .  .  .  . #> AC005192.1       .  .   .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  2 #> AC005324.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC005520.1       1  .   1  1  1  1  .  .  1  1  1  .  .  .  .  .  .  3  .  1  1  .  2  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  . #> AC005670.2       .  .   1  1  .  .  .  3  .  .  .  .  .  .  .  .  .  1  .  1  .  1  1  1  3  .  .  .  1  1  .  .  .  .  .  .  .  .  1 #> AC005697.1       1  .   .  .  1  .  .  .  .  .  .  .  .  1  2  2  1  .  1  1  .  .  .  .  .  1  .  .  .  .  1  1  1  .  .  .  .  .  1 #> AC005726.1       1  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC005943.1       1  1   5  5  4  4  1  6  1  .  2  .  1 12  2  3  7  2  3  4  1  5  1  7  1  2  2  3  6  3  3  2  3  2  5  4  .  1  6 #> AC006030.1       .  1   .  .  .  .  3  .  .  .  2  1  .  1  1  1  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AC006059.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC006064.6       2  1   .  3  .  2  2  1  .  1  2  1  1  3  .  1  1  .  .  .  2  2  3  1  1  2  2  .  1  .  1  2  .  .  3  2  2  1  1 #> AC006254.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007040.2       1  .   2  1  1  1  .  .  2  .  1  1  1  1  1  1  1  1  1  .  .  2  1  .  1  .  2  .  .  .  2  .  .  .  .  1  .  .  . #> AC007192.1       .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007325.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007325.4       1  .   1  1  1  .  .  2  1  3  .  .  .  2  .  2  1  .  2  .  .  .  1  2  .  .  .  1  1  .  .  .  1  1  .  1  2  1  1 #> AC007326.4       1  .   1  1  1  .  .  2  1  3  .  .  .  2  .  2  1  .  2  .  .  .  1  2  .  .  .  1  1  .  .  .  1  1  .  1  2  1  1 #> AC007687.1       7  .   8  2  6  .  .  4  4  3  2  7  3  5  8  3  7  2  1  2  8  7  3  1  4  2  3  2  5  6  3  2  1  2  3  6  3  4  7 #> AC008012.1       2  .   1  .  .  4  .  .  1  .  .  .  .  3  . 10  .  .  .  1  .  .  1  .  .  .  8  3  .  1  .  .  .  .  1  .  .  .  . #> AC008073.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008397.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008581.2       .  .   .  1  .  .  .  .  .  2  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  .  .  .  1  .  1  .  .  1  .  .  1 #> AC008695.1       .  1   .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1 #> AC008764.1       .  .   .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008770.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC009070.1       5  .   4  .  1  .  .  1  .  .  .  1  .  .  .  1  .  1  1  .  1  1  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  1 #> AC009690.1       .  .   1  1  1  .  .  2  .  .  .  .  1  1  1  2  3  .  .  .  3  .  .  1  .  .  .  .  1  .  .  .  3  1  .  .  .  .  . #> AC009690.3       .  1   .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  . #> AC009779.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC010197.2       1  .   1  .  .  .  1  .  .  .  .  .  .  .  1  4  .  .  2  .  1  .  .  .  .  .  1  .  .  .  7  .  .  .  .  .  .  .  . #> AC010319.2       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1 #> AC010323.1       1  .   7  2  3  2  1  7  3  6  1  2  .  3  1  5  3  2  1  1  5  6  3  5  4  2  4  5  5  4  1  7  2  2  6  2  2  1  6 #> AC010422.3       .  .   .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  2  . #> AC010422.5       .  .   .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  2  . #> AC010463.1       .  1   2  2  1  2  2  2  1  .  1  .  .  1  .  1  2  .  1  .  .  1  1  .  .  .  1  1  .  1  .  .  2  1  .  .  .  .  3 #> AC010616.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011005.1       2  2   8  3  1  2  2  4  4  3  1  1  .  4  6  2  3  1  1  2  1  3  1  2  2  1  2  1  7  3  3  6  4  .  .  2  1  3  1 #> AC011448.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC011455.2       .  .   .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  . #> AC011462.1       1  2   1  2  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  1  1  1  .  .  1  1  1  3  .  2  1  .  .  2 #> AC011473.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011479.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011499.1       .  .   .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  2  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  4 #> AC011511.4       2  .   .  .  .  2  1  1  .  .  1  1  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  2  1  .  .  .  .  1 #> AC012213.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AC012488.2       .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC013394.1       .  .   .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  1  2  1  .  .  .  .  1  .  1  .  1  .  1 #> AC013477.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AC013489.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> AC013717.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AC015802.6       .  1   .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  .  1  .  .  2  .  1  .  1  2  .  . #> AC016027.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC017083.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC018362.3       1  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  .  . #> AC019117.1       .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC020765.6       .  .   .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC020907.6       .  .   .  4  2  1  .  .  5  2  7  6  2  1  1  1  .  1  1  2  4  .  2  2  8  3  1  .  .  3  .  1  4  1  7  2  .  1  . #> AC021087.5       1  .   1  1  .  1  1  2  1  .  .  2  .  1  2  3  1  .  .  1  .  1  4  1  .  .  1  .  1  1  2  .  2  .  2  2  1  1  1 #> AC021660.3       .  1   .  .  2  .  1  1  .  .  .  1  .  2  .  1  .  .  .  .  .  .  .  2  .  .  .  .  1  1  .  .  .  .  .  2  1  .  4 #> AC022384.1       .  .   .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  . #> AC022400.5       .  .   1  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC022414.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC022826.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC023055.1       .  .   .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  1  .  1  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  1 #> AC024592.3       6  2   6  6  7  .  2  8  2  2  1  1  1  3  1  3  5  1  6  7  1  5  3  1  1  5  3  2  6  5  1  2  2  .  4  2  3  4  8 #> AC025165.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC026464.1       .  .   .  1  .  1  .  .  .  .  .  .  2  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  . #> AC026464.3       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC026464.4       2  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  .  1  . #> AC026464.6       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC027644.4       .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC027796.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC034102.2       6  1   3  1  1  .  1  1  1  .  2  .  .  1  .  4  1  .  1  1  .  .  2  .  .  1  4  2  .  2  .  .  .  .  .  1  .  .  . #> AC034228.3       .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC036214.3       4  1   4  3  3  3  .  5  2  4  2  5  .  5  .  2  2  .  2  1  .  1  3  .  .  .  2  1  4  8  1  3  2  6  2  4  1  2  4 #> AC037459.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC048338.1       .  .   .  .  1  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC055811.2       .  .   .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  1  1  .  .  1  .  .  .  .  .  .  .  . #> AC055839.2       .  .   .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC064824.1       .  .   .  .  .  .  1  .  .  1  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068234.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068533.4       1  .   1  .  .  1  .  .  .  .  .  .  .  .  2  1  1  .  1  1  .  .  .  .  .  .  .  2  .  1  .  .  .  .  1  1  1  1  1 #> AC068547.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068580.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068631.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068831.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068946.2       .  .   .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC069257.3       .  .   1  1  3  1  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  1  1  .  .  2  .  .  .  1  1  1  1  .  .  .  1  . #> AC069503.2       .  2   1  .  .  .  1  .  .  2  1  1  1  1  1  .  1  .  .  .  .  1  .  .  .  .  3  1  .  1  1  .  .  1  1  .  1  3  1 #> AC073508.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC073612.1       .  .   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC073896.1      10  .   9  1  3  4  3  7  3  3  1  3  2  3  1  6  4  2  2  2  4  3  4  3  4  3  2  1  5 13  6  8  4  1  6  6  5  5 12 #> AC074143.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC078815.1       .  .   .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AC078927.1       1  .   .  2  1  2  .  2  .  .  1  .  .  1  1  1  2  .  1  .  .  1  1  2  3  .  2  1  2  4  1  3  .  2  1  2  .  1  1 #> AC079447.1       2  .   1  2  4  1  1  3  2  1  .  .  2  1  1  1  1  .  .  1  2  .  1  2  2  3  2  .  1  3  1  2  1  2  3  1  .  2  3 #> AC079594.1       .  .   1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC083977.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC087721.2       2  .   1  .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC090004.1       1  .   1  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  . #> AC090227.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC090517.4       .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC091057.5       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC091167.2       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC091167.7       .  .   .  .  .  1  .  .  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AC091959.1       1  .   .  1  .  .  .  1  .  1  .  .  1  .  1  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> AC092017.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC092042.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AC092073.1       .  .   1  .  .  .  2  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  1  1  .  2  .  .  .  .  .  .  .  .  1 #> AC092143.1       .  1   .  1  .  .  4  3  .  2  .  4  2  .  .  .  1  3  .  1  1  6  .  .  8  4  .  .  7  .  .  4  3  .  .  .  .  .  3 #> AC092647.5       3  1   5  .  1  .  .  2  1  2  1  1  .  1  .  5  2  1  1  .  1  .  2  1  2  1  1  1  2  .  3  3  .  3  1  1  .  .  1 #> AC092718.2       1  .   2  .  .  1  .  2  .  1  .  .  2  2  .  1  .  .  .  1  .  1  .  1  .  .  3  1  1  1  3  .  .  .  .  2  .  .  . #> AC092718.7       1  .   2  .  .  1  .  2  .  1  .  .  2  2  .  1  .  .  .  1  .  1  .  1  .  .  3  1  1  1  3  .  .  .  .  2  .  .  . #> AC092835.1       .  .   .  .  .  1  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> AC093155.3       .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  1  1  . #> AC093323.1       5  6  12 11  7  2  3  6  6  6  9 11  3  8  2  5 10  5  6 10  6  7 12 11  9  7  3  7 15  1  2  9  7 11  6  4 13  9 10 #> AC093525.1       1  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC093525.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC093827.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC093884.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> AC096887.1       1  .   1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC097634.4       .  1   1  .  1  .  .  .  .  .  .  .  .  2  1  .  .  2  .  .  .  .  1  .  1  .  .  1  .  3  1  .  .  1  1  1  .  .  1 #> AC104389.5       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC104452.1       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AC104472.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC105052.1       1  1   .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  3  .  .  .  1  1  .  .  1  .  .  .  1  .  1  .  .  .  .  .  .  . #> AC105052.3       3  1   3  .  1  .  .  3  3  2  2  1  .  1  .  3  3  2  2  1  1  1  3  1  .  1  1  .  3  1  3  2  .  4  .  3  2  .  . #> AC106741.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC106873.8       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC106886.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC108488.2       1  1   .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC109583.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC112128.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AC116366.1       3  .   2  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC117378.1       2  .   1  .  1  .  .  .  .  .  .  .  .  1  1  2  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC117457.1       .  .   .  2  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AC119674.2       .  .   .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AC126283.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  . #> AC129492.3       .  1   .  .  .  1  .  .  2  2  1  1  .  .  .  1  .  .  .  3  .  1  2  3  1  1  2  .  2  .  .  1  2  1  2  .  .  .  2 #> AC131160.1       3  .   2  .  .  .  .  1  .  .  1  .  .  1  .  2  1  1  .  .  .  .  .  .  .  1  1  1  .  .  2  2  1  1  .  .  .  1  . #> AC136352.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC136475.9       7  2  14  . 14  7  4  2  3  1  1  1  3  3 17 14  2  6  6  2  4  1  5  1  1 13 12  1  1  4 10 12  .  1  .  2  6  7 16 #> AC136616.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AC137834.1       1  .   .  .  .  .  .  1  .  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  2  1  1  1  1  .  1  1  .  .  .  .  .  .  . #> AC138647.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC138696.1       1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC139530.2       1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC140504.1       .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC142391.1       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC243967.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC244197.3       .  .   .  .  .  .  .  2  .  .  1  .  1  1  .  1  1  .  .  1  .  1  .  .  .  4  .  .  .  1  .  .  1  .  .  .  .  .  1 #> AC245033.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC245748.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC253536.7       1  .   1  1  .  .  .  2  .  .  .  .  .  .  .  3  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1 #> ACAA1            1  1   4  .  1  1  .  3  .  2  1  1  .  2  2  1  1  3  1  1  1  2  1  1  .  1  1  .  .  2  .  1  1  1  1  1  2  1  1 #> ACAA2            2  .   3  .  .  4  .  1  .  .  .  .  .  .  1  2  1  .  1  .  .  .  .  .  .  1  1  1  .  .  .  1  .  2  .  .  2  2  . #> ACACA            .  .   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ACACB            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD10           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD8            .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  1  . #> ACAD9            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ACADL            .  .   2  .  2  .  .  .  1  .  .  .  .  .  2  1  1  2  .  1  .  .  .  .  .  .  3  1  .  1  2  .  1  .  .  1  1  2  . #> ACADM            1  .   1  1  2  1  .  .  .  .  .  .  .  1  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  1 #> ACADS            .  2   .  2  .  1  .  .  .  .  1  .  2  .  1  .  .  .  .  .  1  .  .  1  .  1  .  1  .  1  3  1  .  .  .  1  .  .  . #> ACADSB           .  .   .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  2  .  1  .  .  .  1  .  .  .  .  .  1  1 #> ACADVL           2  .   1  3  .  .  1  1  .  1  .  2  .  1  2  2  .  .  1  2  .  .  1  .  2  1  .  .  .  .  .  .  1  1  1  2  2  1  1 #> ACAN             .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP2            .  .   .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAT1            3  .   1  1  .  1  .  2  1  2  .  .  .  3  .  2  1  .  .  2  .  .  .  .  1  .  .  2  1  1  .  1  .  .  .  2  .  1  . #> ACAT2            .  .   2  .  1  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  . #> ACBD3            1  .   .  .  1  1  1  .  1  .  .  .  .  2  .  .  1  .  .  .  .  2  1  1  .  .  .  .  .  2  .  .  .  1  .  .  .  .  . #> ACBD4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACBD5            .  1   1  .  .  .  1  .  2  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  . #> ACBD6            2  .   1  2  .  .  .  1  1  .  1  .  1  .  1  .  .  1  1  1  .  .  1  .  2  1  1  .  .  .  .  3  .  1  1  1  1  .  1 #> ACBD7            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACCS             .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ACD              2  1   .  1  .  .  1  2  1  1  .  .  .  .  1  2  .  .  .  1  1  1  .  .  1  1  .  .  .  2  1  .  .  .  .  1  .  .  . #> ACE2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACER2            .  .   3  .  3  .  1  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2 #> ACER3            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  . #> ACIN1            3  2   3  .  .  1  .  1  .  .  1  3  2  .  1  1  3  2  1  .  2  .  1  1  2  .  1  2  1  1  1  .  3  1  1  1  2  .  1 #> ACKR3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACLY             .  .   .  2  1  2  2  4  4  .  .  1  4  .  1  1  .  1  1  .  .  3  2  6  .  2  .  3  8  2  2  3  1  1  1  .  2  .  4 #> ACO1             .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> ACO2             2  2   1  1  2  3  1  5  3  3  .  .  1  .  1  1  2  1  1  2  2  1  1  .  .  2  2  1  6  1  3  1  2  1  1  1  1  .  3 #> ACOT1            2  .   5  .  1  6  1  .  .  2  .  1  .  .  6  3  1  .  4  .  .  .  1  .  1  1  5  .  1  .  2  5  .  .  .  .  .  3  . #> ACOT11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  . #> ACOT12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT13           2  .   .  1  1  1  .  1  .  .  1  .  .  1  .  2  1  .  .  .  .  .  1  1  1  .  .  1  2  .  1  .  2  3  3  2  .  1  . #> ACOT2            2  .   5  .  1  6  1  .  .  2  .  1  .  .  6  3  1  .  4  .  .  .  1  .  1  1  5  .  1  .  2  5  .  .  .  .  .  3  . #> ACOT4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT7            1  .   1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ACOT8            1  1   .  .  .  .  1  .  .  .  .  1  .  .  2  1  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  1  1  .  .  . #> ACOT9            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ACOX1            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  . #> ACOX2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOX3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOXL            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACP2             .  1   1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  3  .  .  1  .  1  1  .  .  . #> ACP3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACP5             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ACP6             1  .   .  .  .  .  .  .  .  2  .  .  .  1  1  1  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  1  .  1  . #> ACRBP            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSBG1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSF2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  . #> ACSF3            .  .   2  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  .  .  .  .  .  2  .  1  1 #> ACSL1            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ACSL3            .  .   .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> ACSL4            .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  . #> ACSL5            3  1   3  .  1  1  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  . #> ACSL6            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSM3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSS3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTA2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTB            16 11 154  4 10 17  6 12 19  7  5 15 20 19 27 37 14 10 15  7 24  4  6  4 18 11 32 15 14  3 24 21 13  9  3 11 13  8 16 #> ACTC1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTG1           11 22  23  1 12 20 20  6  8 19 25 13 22  5 26 36 18 16  4  4 19  8 22  3 24 20  7 10  9  1 10 34 26 14  7 12  9 17 14 #> ACTL10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTL6A           1  .   .  .  1  .  1  3  .  .  .  .  .  .  .  2  .  .  1  2  .  .  .  .  .  .  1  .  1  .  .  .  2  .  .  1  2  .  . #> ACTL6B           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTN1            2  .   1  .  .  1  .  1  .  1  1  .  .  .  1  3  .  .  .  .  .  .  .  .  2  .  1  1  .  .  .  .  .  .  .  .  1  .  . #> ACTN3            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  . #> ACTN4            5  .   1  2  .  1  .  1  .  .  .  2  .  .  2  3  1  .  .  .  .  .  1  2  .  2  2  1  .  .  1  2  1  1  .  .  1  3  1 #> ACTR10           .  1   3  .  .  1  .  2  1  .  1  3  .  .  1  .  1  .  1  2  .  .  1  2  1  .  .  2  2  2  .  .  .  .  .  .  2  1  1 #> ACTR1A           .  1   1  1  .  .  3  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  .  1  .  .  2  .  1  1  1  2 #> ACTR1B           1  .   2  2  1  .  1  2  1  2  .  .  2  1  .  .  1  .  .  .  1  1  .  1  1  .  .  .  1  1  .  1  .  .  .  3  1  .  . #> ACTR2            1  .   1  .  .  .  1  1  .  1  .  .  2  3  .  2  .  .  .  .  .  2  1  1  .  1  .  .  1  .  .  2  .  .  .  2  .  .  . #> ACTR3            .  4   1  2  2  .  1  .  1  1  1  1  .  2  .  4  1  1  1  2  2  .  4  1  .  .  .  2  1  3  .  5  3  3  2  1  1  4  . #> ACTR3B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> ACTR3C           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> ACTR5            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  . #> ACTR6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ACTR8            .  .   .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  1  2  1  .  . #> ACTRT3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACVR1B           .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> ACVR1C           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ACVR2A           .  .   1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ACVR2B           .  .   1  .  .  1  1  .  .  .  .  .  .  .  .  1  .  3  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  1  .  2  .  1 #> ACVRL1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACY1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACY3             .  .   .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ACYP1            2  .   1  .  1  .  .  2  .  .  .  1  1  .  2  3  .  .  .  .  1  1  .  1  .  .  1  2  1  .  .  1  .  .  .  .  .  2  1 #> ACYP2            .  .   .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  1 #> AD000671.1       4  .   4  2  1  .  1  3  2  1  2  .  1  1  3  1  2  1  1  .  1  3  2  1  1  1  2  1  3  7  1  2  3  .  .  4  .  .  . #> ADA              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAL             .  .   .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM10           .  .   .  .  2  .  .  .  1  .  .  1  .  1  .  .  .  1  1  .  .  1  1  1  1  .  .  1  .  .  1  1  1  .  1  .  .  .  . #> ADAM11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ADAM12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM15           1  .   .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM17           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  . #> ADAM21           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM22           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM23           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1 #> ADAM30           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM32           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM9            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS1          5  .   4  .  1  1  .  .  .  .  .  .  .  .  4  4  .  .  1  .  .  .  .  .  .  .  5  1  .  .  6  .  .  .  .  .  .  1  . #> ADAMTS10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS13         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS15         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS16         1  .   2  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  . #> ADAMTS17         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS18         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS19         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS5          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ADAMTS6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS7          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS9          2  .   .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL1         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL2         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL4         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL5         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAP2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAR             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ADARB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAT1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAT2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  . #> ADCK1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCK2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCK5            .  .   .  .  .  .  1  .  .  1  .  .  .  .  .  2  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  .  1 #> ADCY1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> ADCY6            1  .   .  .  .  2  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  . #> ADCY8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY9            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCYAP1R1        .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADD1             .  .   1  1  2  .  .  1  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2 #> ADD2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADD3             .  .   2  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGB             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  . #> ADGRB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRB3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRE5           .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRF5           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG1           1  .   1  1  .  .  4  1  1  .  2  1  .  1  2  1  .  .  1  3  .  .  .  1  2  .  .  .  .  2  .  .  .  .  .  .  1  1  1 #> ADGRG2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG6           .  .   3  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRL1           .  .   .  1  .  .  .  1  1  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1 #> ADGRL2           1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRL3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRV1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1A            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1B            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1C            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH5             1  1   2  .  2  1  .  1  .  .  .  1  2  .  .  1  1  2  1  .  2  1  1  .  2  .  3  1  1  .  2  2  1  .  .  1  2  1  1 #> ADH7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADI1             .  .   .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  . #> ADIPOR1          2  1   2  .  3  .  .  1  .  1  .  .  1  2  1  1  1  .  2  .  2  2  .  1  5  .  .  1  2  1  1  1  .  1  .  1  1  1  3 #> ADIPOR2          1  1   .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  . #> ADK              1  .   2  .  2  .  .  .  .  .  .  .  .  .  2  4  1  .  2  .  .  .  1  1  .  .  .  .  1  .  2  1  1  .  .  .  .  1  . #> ADM              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADM2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADNP2            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADO              .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  1  1  .  .  .  .  .  .  1  . #> ADORA1           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ADORA2A          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ADORA2B          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADPGK            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> ADPRH            .  1   .  .  .  .  1  2  1  .  1  1  .  1  2  3  1  .  .  2  .  2  2  .  .  .  2  1  .  .  .  1  .  1  1  .  2  1  . #> ADPRM            .  .   .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  2  1  .  .  1  .  .  .  .  .  . #> ADRA2A           .  .   .  .  .  .  .  3  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  2  .  .  .  .  2  .  .  .  .  2  .  .  .  .  4 #> ADRA2C           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADRB1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ADRB2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  . #> ADRM1            3  1   3  .  3  1  3  4  .  2  3  .  .  1  1  1  1  1  1  .  .  2  1  1  1  2  1  1  2  1  3  2  2  .  .  3  2  2  5 #> ADSL             1  1   1  1  1  1  .  .  .  .  .  .  .  1  .  1  .  1  1  .  .  2  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  . #> ADSS1            2  .   .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADSS2            .  1   .  1  .  1  1  .  .  .  1  1  .  .  1  3  2  .  1  .  .  .  .  .  .  1  1  .  1  .  1  .  1  .  .  .  .  1  . #> AEBP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AEBP2            .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AEN              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AF196969.1       1  1   1  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  .  .  .  2  1  .  .  .  .  .  1  2  1  1  .  .  1  1  .  . #> AF241726.1       1  2   1  6  1  .  1  7  5  3  4  .  1  1  .  .  4  .  .  .  1  4  1  5  .  .  1  7  9  4  .  .  3  1  .  4  1  .  3 #> AFAP1            .  .   .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> AFAP1L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  . #> AFAP1L2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF4             .  .   1  .  1  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  1  .  1  2  .  1  .  .  .  1  .  .  1  1 #> AFG3L2           .  .   1  .  1  .  .  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  . #> AFM              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFP              .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFTPH            .  .   .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  .  . #> AGA              .  .   .  .  .  1  1  .  1  .  1  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  2  .  .  1  1  .  .  . #> AGAP1            1  .   .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  1  .  .  2  .  .  .  . #> AGAP3            .  .   .  .  .  .  .  1  1  .  1  2  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  1  .  2 #> AGBL3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGBL4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGBL5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  1 #> AGER             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGFG1            .  .   .  2  .  .  .  1  1  1  .  .  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  2  1  .  .  .  1  .  1  .  2  .  3 #> AGFG2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGGF1            .  .   .  1  .  .  .  .  .  2  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  .  .  .  1  .  1  .  .  1  .  .  1 #> AGK              1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AGL              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AGMAT            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGMO             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO1             .  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO2             .  .   .  .  .  .  1  .  .  .  1  .  2  3  1  1  .  1  .  1  1  .  .  .  1  .  .  .  .  1  .  .  .  1  .  .  1  .  3 #> AGO3             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO4             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> AGPAT1           1  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  .  .  1  1  1  1  .  .  .  .  .  .  .  . #> AGPAT2           1  .   .  .  3  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  1  .  .  .  1  .  .  .  .  . #> AGPAT3           1  1   .  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  . #> AGPAT4           .  .   .  .  .  1  .  .  .  .  .  .  .  .  2  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  . #> AGPAT5           .  .   1  .  .  .  1  2  .  .  .  .  1  .  .  .  1  1  .  1  .  .  .  2  .  .  .  .  1  .  .  .  1  .  .  .  .  1  1 #> AGPS             .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGR2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AGRN             1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AGRP             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGT              .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  2  .  .  .  .  .  .  1 #> AGTPBP1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGTR1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AGTRAP           .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  3  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> AGXT             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHCTF1           .  .   .  .  .  .  .  .  1  .  .  .  2  .  .  2  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  . #> AHCY             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHCYL1           1  .   2  .  1  .  .  1  .  .  .  .  .  .  .  .  .  1  1  .  .  1  1  .  1  .  1  .  2  1  .  .  .  .  1  .  .  1  2 #> AHCYL2           .  .   .  1  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  1  .  .  .  . #> AHDC1            1  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AHI1             .  .   .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  1  .  .  .  .  .  .  2  .  .  . #> AHNAK            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHNAK2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHR              .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHSA1            4  .   2  4  1  1  .  .  4  .  .  2  1  2  2  5  .  2  1  2  1  .  3  .  2  1  1  .  .  3  1  .  6  .  2  3  1  .  . #> AHSG             .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIDA             .  .   .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> AIF1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIF1L            2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIFM1            1  .   1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  2  .  .  1  .  .  .  .  .  .  1  1  .  .  1  .  . #> AIFM2            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  . #> AIFM3            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AIG1             .  .   1  2  1  .  .  1  .  .  .  .  1  .  2  .  .  .  .  .  .  .  1  .  .  .  1  .  1  2  5  .  .  .  .  1  .  1  . #> AIMP1            1  1   3  .  4  .  2  1  2  2  1  .  1  1  1  1  2  1  .  1  1  .  1  1  1  .  1  3  3  .  2  1  1  .  .  1  .  1  4 #> AIMP2            .  .   4  .  .  .  .  1  .  .  .  .  .  1  2  .  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  3  . #> AIP              1  .   2  2  1  .  .  .  1  .  1  .  1  1  1  .  2  .  1  .  2  .  .  1  1  .  2  1  2  3  1  .  .  .  .  1  1  1  . #> AIPL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIRE             .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AJAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AJUBA            .  .   1  .  .  1  .  .  .  .  .  .  .  .  2  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  . #> AK1              .  .   .  .  .  1  .  1  .  .  .  .  .  1  1  1  .  .  .  1  1  .  1  1  .  .  .  .  .  .  1  .  .  1  .  1  .  .  3 #> AK2              3  .   5  .  1  .  1  1  1  1  .  1  .  .  1  3  .  1  2  .  .  1  1  1  .  .  2  1  1  .  2  .  1  .  .  2  .  1  . #> AK3              .  .   1  1  .  .  1  .  .  .  .  1  .  1  .  1  1  1  .  .  2  .  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  .  1 #> AK4              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AK5              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AK7              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AK8              .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1 #> AKAP10           .  .   .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP11           1  .   .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  1  1  .  2  .  .  1  .  2  .  .  .  1  .  .  .  .  .  1 #> AKAP12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP13           .  .   1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP7            .  .   2  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AKAP8            .  1   1  1  .  .  .  1  .  1  .  .  .  .  .  .  .  2  .  .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  1  2 #> AKAP8L           1  .   1  .  .  1  .  2  .  1  .  .  .  1  .  .  .  1  .  .  .  1  1  .  .  .  .  3  .  2  .  1  2  2  .  .  1  .  . #> AKAP9            1  1   .  .  .  .  3  .  1  1  .  .  2  3  1  2  .  1  1  4  .  3  .  .  1  2  3  1  1  1  1  1  .  1  .  4  2  .  1 #> AKIP1            1  .   .  .  1  1  .  .  .  .  .  .  .  1  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKIRIN1          .  1   1  1  1  .  .  2  3  2  1  .  1  1  .  1  3  .  .  1  .  1  .  .  .  1  1  1  3  .  .  .  1  .  .  .  .  .  . #> AKIRIN2          .  1   3  .  1  3  3  3  2  3  3  .  2  1  1  1  .  2  3  .  .  .  2  1  1  1  .  2  1  1  2  .  1  1  .  3  1  1  2 #> AKNA             .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKR1A1           8  5   7  4  9  7  3  9  7  2  3  5  8  4  3  8  3  1  6  5  4  4  6  2  3  5  5  1  4  5  6  7  4  4  3  5  5  5  6 #> AKR1B1           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AKR1B10          1  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  . #> AKR1E2           .  1   1  .  .  .  .  .  .  .  .  .  1  1  .  3  .  .  .  .  .  .  1  .  .  .  .  .  1  3  1  .  1  1  .  1  .  .  1 #> AKR7L            1  1   1  .  1  1  1  3  1  3  1  1  .  2  4  2  .  2  .  1  .  .  1  .  1  .  1  2  1  1  1  2  .  1  2  .  .  2  1 #> AKT1             .  .   1  2  1  .  .  .  2  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  1  1  .  .  2  1  1  1  2  1  .  .  1  .  1 #> AKT1S1           3  1   3  .  1  1  1  3  1  1  1  1  3  .  .  .  .  1  .  1  1  3  .  2  3  1  1  .  3  .  1  .  2  2  1  2  2  .  . #> AKT2             .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKT3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKTIP            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AL033529.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL035461.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049629.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049634.2       .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AL049697.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049779.1       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> AL049844.3       .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1 #> AL096711.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL110118.1       .  .   1  .  .  .  1  1  .  1  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  .  . #> AL117348.2       .  1   2  2  2  1  .  5  1  2  1  .  2  2  1  .  2  2  .  2  2  4  3  3  .  2  .  1  3  3  1  1  3  2  4  7  1  .  2 #> AL132671.2       .  .   .  2  .  .  .  .  .  .  .  1  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AL132780.3       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL133352.1       6  .  12  9  2  1  1  8  3  2  4  3  1  2  3  7  8  1  3  2  2  3  1  3  3  .  2  2  8  4  3  2  1  2  4  7  2  5  4 #> AL133500.1       .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.3       .  1   2  .  1  .  1  .  .  1  .  .  .  .  .  1  .  .  1  2  .  1  .  2  .  .  .  .  .  1  .  .  .  1  .  1  .  1  . #> AL136295.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.5       .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL138752.2       .  .   1  1  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL139142.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL139260.3       .  1   .  3  .  .  .  2  1  .  2  .  1  2  2  1  1  1  1  .  1  2  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  . #> AL157392.5       .  .   .  .  .  .  1  .  .  .  .  .  .  2  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL157935.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL159163.1       2  .   .  .  3  2  1  1  2  .  .  2  1  1  2  1  .  .  .  .  .  4  2  1  .  1  .  3  3  2  1  4  .  .  3  1  .  .  . #> AL160269.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL162231.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  .  1  1  3  1  .  .  .  .  1  1 #> AL162417.1       .  .   .  1  .  .  .  2  .  .  1  .  1  1  1  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  2  1  1  .  .  .  . #> AL162596.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL353671.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL355312.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL355315.1       .  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1 #> AL355916.3       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL357075.4       .  .   .  .  .  1  1  1  .  .  .  .  2  .  .  .  4  .  .  .  1  .  .  .  1  1  1  .  .  .  .  1  .  .  .  .  .  1  . #> AL357673.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL358113.1       .  .   1  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL358472.6       .  .   1  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  3  . #> AL358472.7       2  .   1  1  1  3  .  4  3  1  .  1  1  1  .  4  .  .  .  1  .  .  3  2  1  .  1  1  1  2  1  .  .  .  .  2  .  2  1 #> AL359736.1       1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1 #> AL360181.3       .  .   .  .  .  1  .  1  .  .  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  . #> AL365205.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL391628.1       .  .   1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> AL445524.2       .  .   .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  2  .  .  .  1  .  .  .  1  .  .  .  . #> AL445685.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL451062.2       .  .   .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  1  .  .  1  1  .  .  .  .  . #> AL451136.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL512506.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL512785.2       1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL590132.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL592183.1       .  .   .  .  1  1  2  .  1  1  1  1  1  1  2  2  2  .  1  2  .  .  .  1  .  .  .  .  .  1  1  1  .  .  1  .  .  .  . #> AL603832.3       2  .   .  .  .  2  .  .  1  1  4  .  .  .  2  1  .  .  .  .  1  .  .  1  2  .  1  .  2  .  1  .  2  .  1  2  .  .  . #> AL645941.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL662899.1       .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> AL662899.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL669918.1       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1 #> AL807752.7       1  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL845331.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL928654.3       1  .   1  .  .  1  .  .  .  .  .  .  .  6  .  5  .  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  1  . #> ALAD             2  .   2  1  .  2  .  1  .  .  1  .  .  .  1  2  .  .  2  .  .  .  .  1  .  .  .  2  1  1  .  .  .  1  .  1  .  .  . #> ALAS1            .  .   .  .  .  .  1  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1 #> ALB              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALCAM            .  1   .  1  1  .  .  .  .  .  .  1  1  1  .  .  1  .  .  1  1  .  3  1  .  .  .  1  1  5  1  .  1  .  .  .  .  .  . #> ALDH16A1         1  .   1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH18A1         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  3  .  1  .  .  .  1  .  .  .  .  .  2  .  .  1  .  .  .  .  .  .  .  . #> ALDH1A1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1A2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1A3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1B1          3  .   7  .  .  1  .  .  .  1  .  1  2  1  .  .  .  .  .  1  1  1  .  1  .  .  .  .  .  .  .  5  .  .  .  .  2  3  . #> ALDH1L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH2            .  .   2  .  1  .  .  .  1  .  .  1  .  .  2  1  .  .  1  .  .  .  .  .  .  1  1  .  2  .  1  .  .  .  .  .  .  .  . #> ALDH3B1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ALDH3B2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH4A1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH5A1          .  .   .  .  .  1  2  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  2  .  1  .  .  .  .  .  .  .  1  .  .  .  . #> ALDH6A1          .  1   .  .  .  1  .  1  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  . #> ALDH7A1          2  .   1  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  1  1  1  .  .  .  1  1 #> ALDH9A1          .  .   .  .  .  2  .  .  1  .  .  .  2  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  2  1  3  .  .  .  .  .  .  .  1 #> ALDOA           10  .   5  2 10  7  2 13  9  1  3  2  4  4  2  7  3  .  2  2  1  2  2  4  3  .  6  2  6  9  4  .  1  3  1  6  .  3  8 #> ALDOB            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDOC            5  .   6  1  .  7  .  .  .  .  1  .  .  .  5  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ALG1             .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG10            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG10B           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG11            .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ALG12            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ALG13            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG14            .  .   2  .  1  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  . #> ALG1L            .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG1L2           .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG3             1  .   1  .  .  .  .  .  .  1  .  .  .  .  1  2  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> ALG5             1  .   2  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  3  .  .  .  .  .  .  .  1  . #> ALG6             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG8             .  .   1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ALG9             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALKBH1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  .  1  .  1 #> ALKBH2           .  .   .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALKBH3           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ALKBH4           .  .   .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  .  .  .  .  .  .  . #> ALKBH5           1  .   3  2  2  .  .  .  1  .  .  .  .  1  .  1  1  1  1  2  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  . #> ALKBH6           .  2   1  1  1  .  .  4  .  .  .  1  .  1  .  .  .  1  1  1  2  1  2  .  .  .  .  1  .  1  .  .  .  .  1  .  1  1  1 #> ALKBH7           1  1   1  .  .  1  .  .  1  .  .  .  .  1  1  .  .  .  1  .  1  .  1  .  .  .  .  .  1  1  1  1  1  1  .  1  .  .  1 #> ALKBH8           .  1   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  2  .  .  .  .  .  .  .  .  .  . #> ALLC             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALMS1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX12           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX15B          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX5AP          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOXE3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ALPK1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALPK3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALPL             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALS2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALS2CL           .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALX3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALYREF           4  .   4  .  .  1  .  1  .  .  .  1  1  .  .  3  2  2  1  .  1  1  1  .  .  2  3  1  1  2  .  .  1  .  .  .  .  2  4 #> AMACR            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  1  . #> AMBP             6  1   3  1  2  4  .  9  1  2  .  4  4  1  8  2  .  .  5  1  .  .  .  .  .  1 14  .  .  2  1  .  1  .  1 17  7  3  8 #> AMBRA1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMD1             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  1  1  .  1  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> AMDHD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMDHD2           1  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AMER1            1  1   .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  .  .  1  1  .  .  .  .  .  1  1  1 #> AMER2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  . #> AMER3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMFR             1  .   .  .  2  .  .  1  .  1  1  .  .  1  .  .  .  .  .  2  .  2  2  .  2  1  1  .  .  .  1  .  .  1  .  .  2  1  1 #> AMH              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMHR2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMIGO1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  . #> AMIGO2           .  .   .  1  .  .  .  .  .  3  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  1  .  .  .  1  2  .  .  .  .  . #> AMIGO3           .  .   .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMMECR1          .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  . #> AMMECR1L         .  .   .  .  1  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  1  .  1  1  .  .  .  .  .  .  1  .  1  .  .  .  . #> AMN              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMN1             .  .   .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AMOT             .  .   2  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMOTL1           .  .   1  .  .  .  .  1  .  .  .  .  .  .  4  2  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  2  .  3 #> AMOTL2           1  .   2  .  .  2  1  .  .  .  .  1  .  1  1  .  1  1  .  .  .  .  .  .  .  3  1  .  .  .  1  2  .  .  .  .  2  3  3 #> AMPD2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> AMPH             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMT              .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AMZ1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMZ2             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  . #> ANAPC1           .  .   .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANAPC10          1  .   1  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  .  1  .  .  1  1  1  .  1  .  1  .  1  1  1  .  2  .  .  2  . #> ANAPC13          2  .   1  .  3  3  .  2  3  .  1  1  .  1  1  4  2  .  1  2  .  4  1  5  .  .  2  1  1  2  2  .  .  .  .  .  .  1  2 #> ANAPC15          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ANAPC16          2  .   3  1  .  2  .  1  .  .  1  2  1  .  1  1  .  1  .  .  1  5  .  .  3  4  .  1  4  3  1  1  .  4  .  3  3  1  1 #> ANAPC2           .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  1  1  .  .  1  .  .  .  .  1  .  .  .  1  1  .  .  1  .  . #> ANAPC4           .  .   .  1  .  .  .  2  .  .  1  1  .  .  .  .  .  1  1  .  .  .  .  2  1  .  .  1  1  .  .  .  1  .  .  .  1  .  . #> ANAPC5           4  .   4  2  5  1  1  4  .  .  1  .  1  .  2  2  1  1  4  1  1  3  3  2  .  2  1  1  .  4  1  .  3  2  .  3  4  4  6 #> ANAPC7           .  .   .  .  .  1  .  .  .  2  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ANGEL1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGEL2           1  1   .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  1  .  1  1  1  .  .  .  .  1  . #> ANGPT1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPT2           .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ANGPTL6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL7          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANK1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANK2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  . #> ANK3             .  .   1  .  .  1  .  .  1  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  .  .  .  . #> ANKEF1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKFY1           1  .   .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ANKH             .  .   .  2  .  .  2  .  2  1  .  .  1  .  .  .  3  .  .  .  1  3  .  2  .  .  .  1  1  .  .  .  .  1  2  2  .  .  1 #> ANKHD1           1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  1 #> ANKHD1-EIF4EBP3  1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  1 #> ANKIB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKLE1           1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ANKLE2           .  .   1  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  2  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1 #> ANKMY2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  1 #> ANKRA2           .  .   .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD10          .  1   1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ANKRD11          1  .   .  .  .  .  .  .  .  .  1  .  5  1  .  .  1  .  1  1  1  1  1  1  1  1  .  .  .  .  2  .  .  1  .  .  .  1  1 #> ANKRD12          .  .   .  .  1  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  2  .  .  .  .  . #> ANKRD13A         .  .   .  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  . #> ANKRD13B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD13C         .  .   .  .  2  1  .  .  1  .  .  .  .  1  .  .  1  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  2  .  .  1  .  .  . #> ANKRD13D         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD16          .  .   .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  1  .  .  . #> ANKRD17          1  .   .  .  .  .  .  1  .  .  .  .  1  .  .  1  1  .  .  .  1  .  .  .  1  .  .  1  1  .  .  .  .  1  .  .  1  .  . #> ANKRD2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  . #> ANKRD24          .  .   .  .  .  .  .  .  .  .  1  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ANKRD27          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ANKRD28          .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD29          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ANKRD31          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD33B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD34B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD34C         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD35          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD37          .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  1  .  .  1  .  .  . #> ANKRD39          .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD40          2  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  2  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  1  . #> ANKRD44          .  .   .  .  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  2  .  .  .  1  .  . #> ANKRD45          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD46          1  1   .  1  .  .  1  .  .  .  .  .  .  2  2  .  .  .  .  2  .  1  .  .  2  1  .  .  .  .  .  .  .  .  1  .  .  .  1 #> ANKRD49          .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD50          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD54          .  2   .  1  .  .  1  2  1  .  1  .  .  1  .  .  1  .  .  3  1  1  .  2  .  .  .  .  .  .  1  1  1  .  .  2  1  1  2 #> ANKRD55          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD6           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD9           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKS1A           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ANKS1B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKS3            .  .   1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  1  2  .  .  .  1  .  . #> ANKS4B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  . #> ANKS6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKZF1           .  1   .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  1 #> ANLN             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  . #> ANO1             .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO10            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO2             .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO6             2  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO8             .  .   .  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO9             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  . #> ANP32A           .  1   5  1  4  2  .  5  2  2  .  4  2  .  3  6  3  4  1  4  3  1  5  2  6  .  3  .  1  2  5  1  2  2  .  6  4  3  6 #> ANP32B           9  1  14  2  5  1  1  2  1  .  2  1  2  3  1  7  2  3  2  1  .  1  6  .  1  2  2  1  3  2  2  1  1  1  3  2  3  2  5 #> ANP32D           .  1   5  1  4  2  .  5  2  2  .  4  2  .  3  6  3  4  1  4  3  1  5  2  6  .  3  .  1  2  5  1  2  2  .  6  4  3  6 #> ANP32E           1  .   7  1  6  .  3  .  .  .  .  1  .  4  .  1  1  1  3  1  .  2  1  .  .  .  .  .  1  .  .  .  1  .  .  2  2  1  5 #> ANPEP            .  .   .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  1  4  .  .  .  .  .  .  .  .  .  3  1  .  .  .  2  .  .  1  1 #> ANTXR1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANTXR2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  . #> ANXA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA13           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA2            8  .   3  .  4  7  .  .  .  .  .  .  .  .  4  8  .  .  1  .  .  .  .  .  1  .  1  .  .  .  3  .  .  .  .  .  .  8  . #> ANXA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA4            2  .   4  .  .  1  2  3  8  5  1  .  3  2  1  .  7  .  4  1  1  2  3  1  .  .  .  .  1  1  1  1  2  2  2  7  .  1  2 #> ANXA5            .  .   .  2  2  3  .  5  .  1  2  .  .  4  3  9  1  .  1  1  2  .  2  3  1  .  3  1  .  1  1  1  .  .  1  6  .  1  1 #> ANXA6            2  .   1  .  1  4  .  4  .  1  .  .  .  .  3  1  2  .  .  1  .  .  5  1  4  1  .  1  .  1  1  .  2  1  1  .  1  1  2 #> ANXA7            .  .   3  .  3  .  .  .  .  .  .  .  .  1  3  3  .  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  1  .  .  .  2 #> ANXA8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  . #> ANXA8L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  . #> ANXA9            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AOC1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AOC2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP000295.1       .  .   1  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  2  2  .  .  .  .  1  .  . #> AP000311.1      15  2  15  3  8  3  4  6  3  4  1  3  3  4  3  6  6  2  5  4  5  5  4  3  3  2  3  5  3  4  5  2  2  3  3  6  .  5  6 #> AP000356.5       6  2   4  2  3  .  1  3  1  .  .  .  .  3  2  4  1  3  .  .  2  3  1  3  2  .  2  2  3  3  .  1  2  .  .  2  .  4  3 #> AP000944.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  1  .  .  .  . #> AP001267.5       .  .   .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  2  .  .  .  .  2  1  .  1  1  .  . #> AP001273.2       .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  . #> AP001453.3       1  .   2  4  4  2  .  6  .  .  .  .  .  1  1  2  4  .  1  .  .  4  2  6  .  .  .  1  2  4  1  1  2  .  1  7  .  4  5 #> AP001781.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP001931.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP002373.1       .  .   1  1  1  1  .  1  .  1  1  .  .  2  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  .  .  .  1  .  2 #> AP002495.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP002748.5       .  .   .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AP002884.2       3  .   1  2  4  1  .  2  .  2  .  .  2  4  1  1  1  3  1  2  .  .  3  3  .  1  3  1  1  2  1  3  .  .  4  2  .  .  2 #> AP002990.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  . #> AP003419.1       .  .   1  .  1  .  .  .  1  1  .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  3  2  1  1  2  .  1  .  .  1  1 #> AP1AR            .  .   .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  .  .  .  1  1  .  .  1 #> AP1B1            .  .   .  2  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  . #> AP1G1            .  1   .  1  1  .  .  1  1  1  .  .  .  1  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  1  .  1  .  .  . #> AP1G2            .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP1M1            .  .   1  1  .  .  .  2  .  .  1  .  .  .  1  1  1  .  .  3  1  .  1  .  1  .  .  .  1  .  .  .  .  2  1  2  .  .  . #> AP1M2            .  1   .  .  .  .  .  .  .  .  1  1  .  .  .  .  1  .  1  .  1  1  1  1  .  1  2  .  2  1  .  2  1  .  .  1  .  .  . #> AP1S1            .  1   3  .  .  1  .  2  .  1  .  1  .  1  1  2  1  2  .  1  .  1  1  5  2  1  1  1  4  2  .  1  5  2  1  1  .  .  2 #> AP1S2            .  .   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP1S3            .  .   .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  1 #> AP2A1            .  .   1  .  .  .  .  1  .  .  .  1  .  .  1  .  1  .  .  2  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP2A2            .  .   1  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AP2B1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AP2M1            1  4   1  4  2  2  1  4  3  2  4  1  .  3  1  4  4  3  1  .  3  5  2  4  5  1  1  1  4  6  2  .  4  3  2  6  3  .  5 #> AP2S1            1  2   7  .  7  2  1  7  3  1  .  1  2  4  3  3  5  .  3  7  .  2  1  3  .  3  2  1  2  1  2  2  3  2  3  2  3  2  2 #> AP3B1            .  .   1  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AP3B2            .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1 #> AP3D1            .  1   1  2  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  1  2  .  2  1  3  1  .  1  1  .  .  .  .  . #> AP3M1            .  .   1  1  .  2  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AP3M2            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP3S1            2  1   .  3  .  .  1  .  .  1  .  2  .  3  1  1  1  1  1  .  1  2  .  2  1  3  .  .  2  1  .  .  5  2  .  .  2  2  1 #> AP3S2            .  .   1  .  2  .  .  1  1  .  1  .  .  .  .  1  .  .  1  .  2  1  1  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  . #> AP4E1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP4M1            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP4S1            .  .   1  .  1  .  .  1  .  .  1  .  .  .  .  1  .  .  .  2  .  .  .  2  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AP5B1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5M1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5S1            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5Z1            .  .   .  1  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> APAF1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> APBA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> APBA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APBA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> APBB1            1  .   .  .  .  .  .  2  .  3  1  .  .  2  .  .  .  1  .  1  .  .  .  .  1  .  .  2  .  .  .  .  .  .  3  .  .  .  2 #> APBB1IP          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APBB2            1  .   .  .  .  .  .  .  .  1  1  .  .  .  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> APC              .  .   .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> APC2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> APCS             .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> APEH             1  .   .  1  4  1  .  .  .  .  .  .  .  .  .  1  2  1  .  .  .  1  .  .  1  .  2  .  1  .  .  .  1  .  .  1  .  .  . #> APEX1            1  2   4  .  .  1  .  1  1  2  .  .  1  1  .  4  3  1  1  2  1  .  2  .  .  .  3  1  1  .  1  2  .  .  1  .  .  3  3 #> APEX2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APH1A            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> APH1B            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> API5             .  1   1  .  .  .  .  .  .  .  1  1  .  .  1  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  .  .  2  .  .  1  .  1 #> APIP             1  1   1  .  .  2  .  .  .  .  .  2  1  .  .  1  .  .  2  1  1  .  .  .  1  1  3  .  .  1  1  .  1  .  1  .  1  .  1 #> APLF             .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APLP1            1 10   .  2  .  .  5 12  6  3  9  2  1  4  .  .  7  4  .  7  5  3 15  5  5  .  .  5  4  5  .  2  3  8 10  5  9  .  9 #> APLP2            4  .   1  .  5  3  1  1  .  .  3  1  3  2  2  4  .  1  2  1  1  .  .  .  1  .  1  .  1  2  1  .  2  1  .  .  1  .  1 #> APMAP            .  .   .  1  1  .  1  .  .  1  .  1  .  .  .  .  1  .  .  1  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  . #> APOA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> APOBEC1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC3H         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBR            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOC1            .  2   1  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  3  .  .  .  .  .  .  1  .  .  .  3  2  .  .  .  .  .  .  . #> APOC3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOD             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOE             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOF             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOH             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOLD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOM             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOO             2  1   .  .  .  .  .  .  .  1  1  .  .  2  1  2  .  .  .  .  2  .  .  .  .  1  .  .  1  2  1  .  2  1  .  .  .  .  1 #> APOOL            .  .   2  .  .  1  .  1  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  1  2  1  1  .  .  .  2  2  .  .  .  .  1  1  1 #> APP              2  1   4  .  2  4  3  2  1  1  2  3  3  1  3  2  1  1  1  1  1  5  2  1  5  3  3  3  .  2  .  2  6  3  1  5  6  1  6 #> APPBP2           1  .   2  .  1  .  .  1  1  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  1  1  1  2  .  .  1  1  .  .  2  2  1 #> APPL1            1  .   1  .  .  1  .  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  . #> APPL2            .  .   1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  1  1  1 #> APRT             4  .   1  1  .  3  .  2  .  3  .  .  3  7  2  4  2  .  1  .  .  1  1  .  1  .  3  2  1  .  2  1  .  .  .  2  1  .  2 #> APTX             .  .   .  .  .  .  1  1  2  .  .  .  2  .  .  1  .  .  .  .  1  1  .  .  .  1  .  1  1  .  .  1  1  .  .  .  .  .  . #> AQP1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP11            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP12A           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP12B           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP4             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP8             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQR              .  1   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  1  .  .  . #> ARAF             .  .   .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  3  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> ARAP1            .  .   .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ARAP2            .  1   .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARAP3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARC              .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ARCN1            3  1   1  1  .  .  .  1  1  1  .  .  .  .  1  .  .  .  .  1  .  3  .  2  .  .  .  .  1  .  .  .  .  .  2  .  .  .  . #> AREG             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AREL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> ARF1             4  4  12  5  3  3  3  9  1  4  3  3  3 11  4  5  3  2  4  5  4  5  4  4  5  7  3  3  4  4  7  5  6  2  3  3  5  3  8 #> ARF3             1  .   1  1  .  1  .  1  2  .  1  .  .  1  .  .  1  .  .  1  1  2  .  2  .  .  .  2  .  .  .  .  .  1  1  1  2  .  1 #> ARF4             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARF5             8  4   3  7  5 11 10 10  4  8  3 12  8 11  8  4  5 11  4 13  4 10 12  6  8  3  3  2  7  4  5 26  4  9  6  5 15  9 16 #> ARF6             2  2   4  .  .  .  .  1  .  .  1  .  .  .  1  6  2  1  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  .  .  .  .  .  . #> ARFGAP1          .  .   .  .  .  1  .  1  .  .  .  .  1  .  .  .  2  .  .  .  .  1  1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  2 #> ARFGAP2          1  .   .  .  .  .  .  1  .  .  1  1  1  2  .  .  .  .  2  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  1  . #> ARFGAP3          .  1   .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  1  .  .  .  2  .  .  .  5  1  .  2  .  .  1  .  2  .  .  .  .  . #> ARFGEF1          1  1   1  .  .  1  .  1  .  .  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2 #> ARFGEF2          1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARFGEF3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> ARFIP1           .  .   1  .  1  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  1  .  .  .  1  .  .  1  .  .  1  .  1  .  1  .  .  .  . #> ARFIP2           1  .   .  .  .  .  1  .  1  .  .  .  .  .  1  .  .  .  1  1  1  .  5  .  1  .  .  .  .  1  .  1  1  .  .  1  .  2  1 #> ARFRP1           .  .   .  .  .  2  .  .  .  .  2  1  .  .  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  1  .  1 #> ARG1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  3  1  2  .  1  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  . #> ARG2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARGLU1           .  1   6  1  .  .  .  .  .  1  1  .  .  6  3  .  1  .  .  .  1  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  2 #> ARHGAP1          .  .   2  1  .  .  1  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  1  .  1  .  .  . #> ARHGAP10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARHGAP11A        .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP11B        .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP12         .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1 #> ARHGAP17         .  .   .  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  1  1  1  .  .  .  .  1  . #> ARHGAP18         .  .   .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  1  .  .  . #> ARHGAP19         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ARHGAP19-SLIT1   .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ARHGAP20         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP21         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ARHGAP22         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP23         .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP24         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP26         .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP27         .  .   .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP28         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGAP29         .  .   .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARHGAP31         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP32         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP33         .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP35         .  .   .  .  .  .  1  2  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  2  .  .  .  1  1  .  .  .  .  1  1  1  .  .  . #> ARHGAP36         .  .   .  .  .  .  .  6  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  3  .  .  .  .  .  .  .  .  .  . #> ARHGAP39         .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> ARHGAP4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP42         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP44         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP5          .  .   .  .  1  .  1  2  .  .  1  .  1  .  .  .  .  .  .  .  .  .  1  1  .  .  2  2  .  .  .  .  1  .  .  .  .  .  2 #> ARHGAP6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP9          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGDIA          2  .   6  .  3  3  2  3  2  .  .  2  2  2  1  1  1  1  2  1  1  2  4  .  4  1  1  .  1  3  1  4  .  3  .  2  4  4  3 #> ARHGDIB          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGDIG          .  .   .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  . #> ARHGEF1          1  .   2  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGEF10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF10L        .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ARHGEF11         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF12         1  .   .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGEF15         .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF16         .  1   .  .  1  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  2  .  .  1  1  .  1  .  .  .  .  .  .  1  1  1 #> ARHGEF17         .  .   .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  1  1  .  . #>                                                           #> A1CF             . .  .  .  .  .  . .  . .  .  . . ...... #> A3GALT2          . .  .  .  .  .  . .  . .  .  . . ...... #> AAAS             . .  .  .  .  .  . .  . .  .  . . ...... #> AACS             . .  .  .  .  .  1 1  . .  .  . 1 ...... #> AADAC            . .  .  .  .  .  . .  . .  .  . . ...... #> AAGAB            1 .  .  .  .  .  . .  . .  1  . . ...... #> AAK1             . .  .  .  .  .  . 1  . .  .  . . ...... #> AAMDC            . .  .  .  .  .  . .  . .  .  . . ...... #> AAMP             5 1  2  1  1  4  . 1  . 2  1  1 1 ...... #> AAR2             . 1  .  .  .  .  . 1  . .  .  . . ...... #> AARD             . .  .  .  .  .  . .  . 4  .  . . ...... #> AARS1            . 1  1  .  .  1  1 .  1 .  .  . . ...... #> AARS2            . .  .  .  .  .  . .  . .  .  . . ...... #> AARSD1           . .  .  .  .  .  . .  . .  .  . . ...... #> AASDH            . .  .  .  .  .  . .  . .  .  . . ...... #> AASDHPPT         . .  .  .  .  1  . .  . 1  1  . . ...... #> AASS             . .  .  .  .  .  . .  . .  .  . . ...... #> AATF             . .  .  .  .  .  . .  . .  .  . . ...... #> AATK             . .  .  .  .  .  . .  . .  .  . . ...... #> ABAT             . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA1            . .  .  .  .  .  . .  . .  .  2 . ...... #> ABCA12           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA2            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA3            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ABCA4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA5            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA7            1 .  .  .  .  .  . .  . .  .  . . ...... #> ABCA8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB1            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB10           1 .  .  .  .  .  . .  . .  .  . . ...... #> ABCB11           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB6            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB7            . .  .  .  .  .  . .  1 .  .  . . ...... #> ABCB8            . .  .  .  .  .  . 1  . .  .  . . ...... #> ABCB9            1 1  .  .  .  1  . 1  . .  .  . . ...... #> ABCC1            . .  .  .  .  .  1 .  . .  .  . . ...... #> ABCC10           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCC3            . .  1  .  .  .  . .  . .  .  . . ...... #> ABCC4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCC5            1 .  .  .  1  .  . .  . .  .  . . ...... #> ABCC8            6 2  .  .  .  1  . .  . .  .  . 3 ...... #> ABCC9            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCD1            . .  .  .  .  .  1 .  . .  .  . . ...... #> ABCD3            2 1  2  1  1  .  . .  1 .  .  1 3 ...... #> ABCD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCE1            . 1  .  .  .  1  1 1  . .  .  . . ...... #> ABCF1            1 2  .  1  1  .  1 1  3 .  .  2 1 ...... #> ABCF2            . 1  .  .  .  .  . .  1 .  .  . . ...... #> ABCF2-H2BE1      . 1  .  .  .  .  . .  1 .  .  . . ...... #> ABCF3            . .  .  .  .  .  1 .  . .  .  1 . ...... #> ABCG1            . 1  .  .  .  .  . .  . .  .  . 1 ...... #> ABCG5            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCG8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD10           . .  .  1  .  .  . .  . .  .  . . ...... #> ABHD11           . 1  2  .  .  .  . .  . .  .  1 . ...... #> ABHD12           . .  .  .  .  .  . .  1 1  .  2 . ...... #> ABHD13           . .  .  1  .  .  . .  1 .  .  . . ...... #> ABHD14A          . .  2  1  .  .  . .  . 1  .  . . ...... #> ABHD14A-ACY1     . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD14B          . .  .  2  .  .  . .  1 .  1  . 1 ...... #> ABHD15           . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD16A          2 .  .  .  .  .  2 .  . .  1  . 1 ...... #> ABHD17A          . .  1  1  .  .  . .  . .  .  . 1 ...... #> ABHD17B          . .  1  .  .  .  . .  . .  .  . . ...... #> ABHD17C          1 .  .  .  .  .  . .  1 .  1  . 1 ...... #> ABHD18           . .  .  .  1  .  . .  1 .  .  . . ...... #> ABHD2            . 2  .  .  .  .  . .  . .  .  . . ...... #> ABHD3            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD5            . 1  .  .  1  .  . .  . .  .  . . ...... #> ABHD6            . .  .  .  1  .  . .  . .  1  . . ...... #> ABHD8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABI1             1 1  .  1  2  .  . .  . 1  .  . . ...... #> ABI2             . .  .  .  .  .  . .  . .  .  . 1 ...... #> ABI3             . .  .  .  .  .  . .  . .  .  . . ...... #> ABL1             . 1  .  .  .  .  . .  . .  1  . . ...... #> ABL2             . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM1           . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM2           . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM3           . .  .  .  .  .  . .  . .  .  . . ...... #> ABR              . .  .  .  .  .  . .  . .  .  1 . ...... #> ABRACL           5 2  1  .  .  2  1 1  4 2  1  3 1 ...... #> ABT1             . 1  .  .  2  .  1 .  . .  2  . . ...... #> ABTB1            1 1  .  1  .  .  1 .  . .  .  . . ...... #> ABTB2            . .  .  .  .  .  . .  . .  .  1 . ...... #> AC000120.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC001226.2       . .  .  .  .  .  . 1  . .  .  . . ...... #> AC002094.3       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC002310.4       . .  1  .  .  .  . .  . .  .  . . ...... #> AC002985.1       . .  .  .  .  .  . 2  1 .  1  . . ...... #> AC002996.1       . .  .  .  .  .  . .  1 1  1  . . ...... #> AC003005.1       1 .  .  .  .  1  . .  . .  .  . . ...... #> AC004076.1       1 .  .  .  .  1  . .  . .  .  . . ...... #> AC004556.3       . .  1  .  .  .  . .  1 .  1  . 1 ...... #> AC004593.2       . .  .  1  .  .  . .  . .  .  . . ...... #> AC004687.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC004691.2       . .  .  .  .  .  . .  . .  1  . . ...... #> AC004832.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC004922.1       3 .  2  3  3  .  3 3  5 1  3  1 1 ...... #> AC004997.1       . .  .  .  1  .  . .  . .  .  . . ...... #> AC005041.1       . .  .  .  .  1  . .  . .  .  . . ...... #> AC005154.5       . .  .  1  1  .  . .  1 .  .  . . ...... #> AC005192.1       . 1  .  .  .  .  . .  1 .  .  . . ...... #> AC005324.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC005520.1       2 .  .  .  .  .  . 1  . 1  .  . . ...... #> AC005670.2       . .  .  1  .  1  . .  1 .  1  . . ...... #> AC005697.1       1 .  .  .  .  .  . 1  . 1  .  . . ...... #> AC005726.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC005943.1       4 2  4  1  1  .  1 3  6 2  4  1 7 ...... #> AC006030.1       . .  .  .  .  .  . 2  . .  .  1 1 ...... #> AC006059.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC006064.6       1 .  1  .  1  .  . 1  . 3  1  5 3 ...... #> AC006254.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007040.2       1 .  1  .  2  .  . .  . .  1  . 1 ...... #> AC007192.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007325.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007325.4       1 1  1  .  1  2  . 1  . .  .  1 2 ...... #> AC007326.4       1 1  1  .  1  2  . 1  . .  .  1 2 ...... #> AC007687.1       2 6  8  2  2  2  2 4  4 1  4  3 8 ...... #> AC008012.1       . 1  3  .  .  .  . .  . .  .  1 1 ...... #> AC008073.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC008397.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC008581.2       . 2  1  .  1  .  . 2  1 1  1  . 1 ...... #> AC008695.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC008764.1       . .  .  .  .  .  1 .  . .  .  . . ...... #> AC008770.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC009070.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC009690.1       . 1  .  2  .  1  1 .  2 1  1  1 . ...... #> AC009690.3       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC009779.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC010197.2       . .  .  .  .  .  . .  . .  1  . . ...... #> AC010319.2       . .  1  .  .  .  . .  . .  .  . . ...... #> AC010323.1       3 1  8  .  1  1  2 5  1 1  7  . 3 ...... #> AC010422.3       . 1  .  .  .  .  1 .  1 .  .  . . ...... #> AC010422.5       . 1  .  .  .  .  1 .  1 .  .  . . ...... #> AC010463.1       1 2  .  1  1  .  . 3  . .  .  . . ...... #> AC010616.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011005.1       3 2  1  1  3  .  . 1  . 1  2  4 3 ...... #> AC011448.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011455.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011462.1       . .  .  2  1  1  1 .  1 .  1  1 . ...... #> AC011473.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011479.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011499.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011511.4       . .  .  .  .  .  1 .  1 .  1  . . ...... #> AC012213.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC012488.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013394.1       . .  .  .  .  .  . .  3 .  .  . . ...... #> AC013477.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013489.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013717.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC015802.6       1 .  1  1  1  .  1 .  1 .  1  . . ...... #> AC016027.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC017083.3       . .  .  .  .  .  . .  . .  .  1 . ...... #> AC018362.3       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC019117.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC020765.6       . .  .  .  .  .  . .  . .  1  . . ...... #> AC020907.6       . 1  2 10  3  7  2 1  . 3  3  5 . ...... #> AC021087.5       . .  1  1  1  .  . 1  . 1  .  . 1 ...... #> AC021660.3       1 .  .  .  1  .  . .  . .  .  1 . ...... #> AC022384.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022400.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022414.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022826.2       . .  .  .  .  .  . .  . .  .  . 1 ...... #> AC023055.1       . .  .  .  1  1  . 1  . 1  1  . . ...... #> AC024592.3       6 4  3  3  3  .  3 1  1 1  3  . 6 ...... #> AC025165.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC026464.1       1 .  1  .  .  1  . 1  . .  .  . . ...... #> AC026464.3       . .  .  .  1  .  . .  1 .  .  . . ...... #> AC026464.4       . .  2  .  .  .  1 .  . .  .  . . ...... #> AC026464.6       . .  .  .  1  .  . .  1 .  .  . . ...... #> AC027644.4       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC027796.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC034102.2       3 2  1  .  .  1  . 1  . .  1  1 . ...... #> AC034228.3       . .  .  .  .  1  . .  . .  .  . . ...... #> AC036214.3       1 .  1  2  3  .  4 3  1 4  5  . 2 ...... #> AC037459.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC048338.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC055811.2       . .  .  .  1  .  . .  1 1  .  . . ...... #> AC055839.2       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC064824.1       . .  1  .  .  .  1 .  . 1  .  . . ...... #> AC068234.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068533.4       . 1  2  .  .  .  1 .  . 1  .  . . ...... #> AC068547.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068580.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068631.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068831.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068946.2       . .  .  2  .  .  1 .  . .  .  . . ...... #> AC069257.3       . .  .  .  .  .  . .  . 1  1  . . ...... #> AC069503.2       . .  .  .  .  .  . 1  . 2  .  1 . ...... #> AC073508.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC073612.1       . .  .  1  .  .  . .  . 1  .  1 . ...... #> AC073896.1       5 4  3  2  3  2  3 2  5 3  6  1 2 ...... #> AC074143.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC078815.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC078927.1       1 1  1  .  .  1  1 1  . 2  1  . . ...... #> AC079447.1       2 2  3  1  .  2  2 2  4 1  4  . 3 ...... #> AC079594.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC083977.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC087721.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090004.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090227.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090517.4       1 .  .  1  1  1  . .  . .  .  . . ...... #> AC091057.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC091167.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC091167.7       . 1  .  .  .  .  1 .  . .  .  . 1 ...... #> AC091959.1       . 1  .  .  .  .  1 3  . .  .  . . ...... #> AC092017.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC092042.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC092073.1       . .  .  1  .  .  1 1  . .  1  . . ...... #> AC092143.1       5 1  .  2  7  .  . 1  . 1  .  5 2 ...... #> AC092647.5       . .  2  .  2  .  . 3  1 .  2  2 . ...... #> AC092718.2       . .  1  .  .  .  . 1  . .  .  . 2 ...... #> AC092718.7       . .  1  .  .  .  . 1  . .  .  . 2 ...... #> AC092835.1       . .  .  1  .  .  . .  . .  1  . . ...... #> AC093155.3       1 .  .  .  .  .  . .  1 .  .  . . ...... #> AC093323.1      12 7  1 11  5  2  4 7  8 8  6  8 4 ...... #> AC093525.1       . .  .  .  .  .  . 1  . 3  .  1 . ...... #> AC093525.2       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC093827.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC093884.1       . .  1  1  .  .  . .  . .  .  . . ...... #> AC096887.1       . .  1  .  .  .  . .  . .  .  . . ...... #> AC097634.4       . 1  3  2  3  .  1 .  . .  .  . 1 ...... #> AC104389.5       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC104452.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC104472.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC105052.1       . .  .  6  .  .  . .  . .  .  . . ...... #> AC105052.3       . .  3  .  2  1  1 1  1 .  .  . 3 ...... #> AC106741.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC106873.8       . .  .  .  .  .  1 .  . .  .  . . ...... #> AC106886.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC108488.2       . .  1  .  .  .  . .  . .  .  . . ...... #> AC109583.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC112128.1       . .  .  1  .  .  . .  . .  .  . . ...... #> AC116366.1       . .  .  .  .  .  . 1  . .  .  1 1 ...... #> AC117378.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC117457.1       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC119674.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC126283.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC129492.3       . .  1  1  .  1  3 1  . .  1  . . ...... #> AC131160.1       . 1  2  .  2  1  1 .  . 1  3  . . ...... #> AC136352.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC136475.9       1 1  6  7  1  1  . 1  8 .  8 10 . ...... #> AC136616.1       . .  .  1  1  .  . .  . .  .  . . ...... #> AC137834.1       1 2  .  1  1  .  . .  . .  1  . . ...... #> AC138647.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC138696.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC139530.2       . .  .  .  .  .  . 1  . 1  1  . . ...... #> AC140504.1       . .  1  .  .  .  . .  . .  .  . . ...... #> AC142391.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC243967.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC244197.3       . .  .  1  1  .  . .  . .  .  . 1 ...... #> AC245033.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC245748.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC253536.7       . .  .  1  .  1  . .  . .  3  . 1 ...... #> ACAA1            3 3  .  1  .  1  1 .  4 .  .  1 1 ...... #> ACAA2            1 .  .  1  .  .  . .  . .  3  . . ...... #> ACACA            . .  1  .  .  .  . .  . 1  .  . . ...... #> ACACB            . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD10           . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD11           . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD8            1 1  .  1  .  .  . .  1 .  .  . . ...... #> ACAD9            . .  .  .  .  .  . .  . .  .  . . ...... #> ACADL            . 2  2  1  .  .  . 1  . 1  1  . . ...... #> ACADM            . .  2  1  .  .  . .  . 1  2  . 1 ...... #> ACADS            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ACADSB           1 .  .  .  .  .  . .  2 .  .  . 1 ...... #> ACADVL           . .  2  .  .  2  2 1  . 1  .  . 1 ...... #> ACAN             . .  .  .  .  .  . .  . .  .  . . ...... #> ACAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACAP2            . .  .  .  1  .  . 1  . .  .  . . ...... #> ACAP3            . .  .  .  1  .  . .  . .  .  . . ...... #> ACAT1            1 1  .  .  .  .  1 .  . .  1  . . ...... #> ACAT2            . 1  .  .  .  .  . 1  . .  2  . . ...... #> ACBD3            1 2  2  .  1  1  . .  1 .  .  . . ...... #> ACBD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ACBD5            . 1  1  1  .  .  . .  . .  .  . 1 ...... #> ACBD6            . 1  2  2  1  1  . 1  . 2  .  1 1 ...... #> ACBD7            . .  .  .  .  .  . .  . .  .  . . ...... #> ACCS             . .  .  .  .  .  . .  . .  .  . . ...... #> ACD              . .  1  .  .  .  . .  . .  .  2 2 ...... #> ACE2             . .  .  .  .  .  . .  . .  .  . . ...... #> ACER2            1 1  2  .  1  .  . .  2 .  2  1 . ...... #> ACER3            . .  .  .  .  .  . .  . 1  .  . . ...... #> ACIN1            1 2  2  .  .  .  . .  2 1  2  . . ...... #> ACKR3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACLY             6 1  .  .  3  .  1 1  1 2  2  . 5 ...... #> ACO1             . 1  1  .  .  .  . .  1 .  .  . . ...... #> ACO2             2 2  3  1  1  2  . 1  3 2  1  1 . ...... #> ACOT1            . .  6  .  1  .  1 .  2 1  2  . . ...... #> ACOT11           . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT12           . .  .  .  .  1  . .  . .  .  . . ...... #> ACOT13           2 .  1  .  .  .  1 .  1 1  2  1 1 ...... #> ACOT2            . .  6  .  1  .  1 .  2 1  2  . . ...... #> ACOT4            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT6            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT7            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT8            . .  1  .  .  .  . .  . .  .  . 1 ...... #> ACOT9            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOX1            . .  .  1  .  .  . .  . .  .  . . ...... #> ACOX2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOX3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOXL            . .  .  .  .  .  . .  . .  .  . . ...... #> ACP2             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP3             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP5             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP6             . .  .  .  1  .  1 .  . .  .  1 . ...... #> ACRBP            . .  .  .  .  .  . .  . .  .  1 . ...... #> ACSBG1           1 .  .  .  .  .  . .  . .  .  . . ...... #> ACSF2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACSF3            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACSL1            . .  .  .  .  .  . .  1 .  .  . . ...... #> ACSL3            . .  .  .  .  .  . .  1 .  .  . . ...... #> ACSL4            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACSL5            . 1  .  .  .  .  . .  . .  1  1 . ...... #> ACSL6            . .  .  .  .  1  . .  . .  .  . . ...... #> ACSM3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACSS3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTA1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTA2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTB             8 8 26 15 18 16 13 7 35 9 20 13 8 ...... #> ACTC1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTG1           10 . 21  3 13  3 17 3 30 8 24 14 4 ...... #> ACTL10           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTL6A           . .  1  1  .  .  . .  2 .  .  4 1 ...... #> ACTL6B           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTN1            . .  .  1  .  .  . .  3 .  .  . . ...... #> ACTN3            . .  .  .  .  .  . .  . .  .  . 3 ...... #> ACTN4            1 .  3  .  1  .  1 1  2 .  1  . 1 ...... #> ACTR10           1 .  1  .  .  .  . 2  . 1  4  . 1 ...... #> ACTR1A           . 2  1  .  .  .  . .  . .  .  1 . ...... #> ACTR1B           . 1  1  .  2  .  1 .  . 1  1  . . ...... #> ACTR2            . .  .  1  2  .  . 1  . .  .  . 1 ...... #> ACTR3            . 4  .  1  .  1  . .  . .  3  . . ...... #> ACTR3B           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTR3C           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTR5            . .  .  .  .  .  . 1  . 1  .  . . ...... #> ACTR6            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACTR8            1 .  .  .  1  1  . .  1 .  .  . . ...... #> ACTRT3           . .  .  .  .  .  . .  . .  .  . . ...... #> ACVR1B           . .  .  .  .  .  . 1  . .  .  . . ...... #> ACVR1C           . 1  .  .  .  .  . .  . .  .  . . ...... #> ACVR2A           . .  .  .  .  .  . .  . 1  .  . . ...... #> ACVR2B           . .  1  .  .  1  . 1  . .  1  . . ...... #> ACVRL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ACY1             . .  .  .  .  .  . .  . .  .  . . ...... #> ACY3             . .  .  .  .  1  . .  . .  .  . . ...... #> ACYP1            2 1  1  .  .  .  . .  . 1  1  . . ...... #> ACYP2            . .  .  .  .  .  . .  . 1  .  . . ...... #> AD000671.1       2 1  1  .  2  .  . 2  . 1  2  1 2 ...... #> ADA              . .  .  .  .  .  . .  . .  .  . . ...... #> ADAL             . .  .  .  .  .  . 1  . .  .  . . ...... #> ADAM10           2 1  .  .  1  .  . .  1 .  .  . . ...... #> ADAM11           . .  .  .  .  .  . .  1 .  .  . . ...... #> ADAM12           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM15           . .  .  .  .  .  . .  . 1  .  . . ...... #> ADAM17           . .  .  .  1  .  . .  . .  .  . . ...... #> ADAM21           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM22           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM23           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM30           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM32           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM8            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM9            . .  .  .  .  .  . .  . .  .  1 1 ...... #> ADAMTS1          . .  2  .  .  .  . .  . .  1  . . ...... #> ADAMTS10         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS13         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS15         1 .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS16         . .  2  .  .  .  . .  . .  .  . . ...... #> ADAMTS17         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS18         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS19         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS2          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS5          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS6          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS7          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS8          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS9          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL1         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL2         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL4         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL5         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAP2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAR             . .  .  .  .  .  . .  . .  .  . . ...... #> ADARB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAT1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAT2            . .  .  .  .  .  . .  . .  1  . . ...... #> ADCK1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCK2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCK5            1 .  .  .  .  .  . .  3 1  .  . . ...... #> ADCY1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY3            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY5            . .  .  .  .  .  . 1  . .  .  . . ...... #> ADCY6            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY8            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY9            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ADCYAP1R1        . .  .  .  .  .  . .  . .  .  . . ...... #> ADD1             . 2  .  1  1  .  . .  . .  .  . 1 ...... #> ADD2             . .  .  .  .  .  . .  . .  .  . . ...... #> ADD3             . .  .  .  .  .  . .  . .  .  . . ...... #> ADGB             1 .  .  .  .  .  . .  . .  .  . . ...... #> ADGRA1           . .  .  .  .  .  . .  . 1  .  . . ...... #> ADGRA2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRA3           . .  .  .  .  .  . .  . .  .  1 . ...... #> ADGRB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRB3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRE5           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRF5           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG1           . .  .  .  1  .  1 .  2 .  1  1 1 ...... #> ADGRG2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG6           . .  .  .  .  .  . .  1 .  .  . . ...... #> ADGRL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRL2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRL3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRV1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1A            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1B            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1C            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH5             2 .  4  1  .  .  3 2  2 .  6  2 1 ...... #> ADH7             . .  .  .  .  .  . .  . .  .  . . ...... #> ADI1             1 .  .  .  .  .  . .  . .  .  . . ...... #> ADIPOR1          2 4  .  1  2  1  1 .  3 3  2  . 1 ...... #> ADIPOR2          1 .  .  .  .  .  . .  . .  .  . . ...... #> ADK              1 2  .  .  .  .  1 .  . .  2  . . ...... #> ADM              . .  .  .  .  .  . .  . .  .  . . ...... #> ADM2             . .  .  .  .  .  . .  . .  .  . . ...... #> ADNP2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADO              . .  .  .  .  .  . 2  1 .  .  . . ...... #> ADORA1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADORA2A          . 2  .  .  .  1  . .  . 1  .  . . ...... #> ADORA2B          . .  .  .  .  .  . .  . .  .  . . ...... #> ADPGK            . .  .  .  .  .  1 .  1 .  2  . . ...... #> ADPRH            . .  .  1  .  .  . 1  . 1  .  1 . ...... #> ADPRM            . .  .  .  .  .  . .  . .  .  . . ...... #> ADRA2A           . .  .  .  .  .  . .  . .  .  . 1 ...... #> ADRA2C           . .  .  .  .  .  . .  . .  .  . . ...... #> ADRB1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADRB2            . .  .  .  .  .  . 2  . .  .  . . ...... #> ADRM1            1 1  .  1  .  .  . 2  3 .  3  1 1 ...... #> ADSL             . .  .  .  .  .  1 .  . .  1  . . ...... #> ADSS1            . .  .  .  .  .  . .  . .  1  . . ...... #> ADSS2            . .  1  2  .  1  . .  . .  1  . . ...... #> AEBP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AEBP2            . .  .  .  .  .  . .  . .  .  . . ...... #> AEN              . .  .  .  .  .  . .  . .  .  . . ...... #> AF196969.1       . .  .  1  .  .  . .  . .  1  1 . ...... #> AF241726.1       7 3  .  3  1  5  1 4  . 1  .  1 5 ...... #> AFAP1            2 .  .  .  .  .  . 1  . .  .  . . ...... #> AFAP1L1          . .  .  .  .  .  . .  . .  .  . . ...... #> AFAP1L2          . .  .  .  .  .  . .  . .  .  . . ...... #> AFF1             . .  .  .  .  .  . 1  . .  .  . . ...... #> AFF2             . .  .  .  .  .  . .  . .  .  . . ...... #> AFF3             . .  .  .  .  .  . .  . .  .  . . ...... #> AFF4             . .  .  .  1  .  2 .  . 1  1  . . ...... #> AFG3L2           . .  .  .  .  .  . .  . 2  .  . . ...... #> AFM              . .  1  .  .  .  . .  . .  .  . . ...... #> AFP              . .  .  .  .  .  . .  . .  .  . . ...... #> AFTPH            1 .  .  .  .  .  . .  . .  .  . . ...... #> AGA              . 1  1  .  .  .  . 1  1 .  .  . . ...... #> AGAP1            . .  .  .  .  1  . .  . .  .  . 1 ...... #> AGAP3            1 .  .  1  .  .  . 1  . .  .  . . ...... #> AGBL3            . .  .  .  .  .  . .  . .  .  . . ...... #> AGBL4            . .  .  .  .  .  . .  . .  .  . . ...... #> AGBL5            . .  .  .  1  .  . .  . .  .  . . ...... #> AGER             . .  .  .  .  .  . .  . .  .  . . ...... #> AGFG1            1 .  .  1  1  .  . .  . .  .  . . ...... #> AGFG2            . .  .  .  .  .  2 .  . 1  .  . . ...... #> AGGF1            . 2  1  .  1  .  . 2  1 1  1  . 1 ...... #> AGK              . .  .  .  1  .  . .  . .  .  . . ...... #> AGL              . .  .  .  .  .  . .  . .  .  . . ...... #> AGMAT            . .  .  .  .  .  . .  . .  .  . . ...... #> AGMO             . .  .  .  .  .  . .  . .  .  . . ...... #> AGO1             . .  .  .  1  .  1 1  . .  .  . . ...... #> AGO2             . .  .  .  1  .  . .  . .  .  . 1 ...... #> AGO3             . .  .  .  .  .  . .  . .  .  . . ...... #> AGO4             . .  .  .  .  .  . .  . .  .  . . ...... #> AGPAT1           . .  .  .  1  1  . .  . .  .  . 1 ...... #> AGPAT2           . .  .  .  .  .  . 2  . .  .  . 1 ...... #> AGPAT3           . .  1  1  .  .  . .  . .  1  . . ...... #> AGPAT4           . 1  .  .  1  1  . 2  1 .  .  1 . ...... #> AGPAT5           . .  .  .  1  .  . .  . .  1  . 1 ...... #> AGPS             . .  .  .  .  .  . .  . .  .  . . ...... #> AGR2             . .  .  .  .  .  . .  . .  .  . . ...... #> AGRN             . 1  .  .  1  .  . .  . .  .  . . ...... #> AGRP             . .  .  .  .  .  . .  . .  .  . . ...... #> AGT              . .  .  .  .  .  . .  . .  .  . 2 ...... #> AGTPBP1          . .  .  .  .  .  . .  . .  .  . . ...... #> AGTR1            . .  .  .  .  .  . .  . .  .  . . ...... #> AGTRAP           . .  .  .  1  .  . .  . 1  .  . 1 ...... #> AGXT             . .  .  .  .  .  . .  . .  .  . . ...... #> AHCTF1           . .  .  .  .  .  . .  . .  .  . . ...... #> AHCY             . .  .  .  .  .  . .  1 .  .  . . ...... #> AHCYL1           1 .  .  1  .  .  2 2  1 1  .  . 2 ...... #> AHCYL2           1 .  1  .  .  .  . .  . .  .  . 1 ...... #> AHDC1            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AHI1             . .  1  .  1  .  1 .  . 3  .  . . ...... #> AHNAK            . .  .  .  .  .  . .  . .  .  . . ...... #> AHNAK2           . .  .  .  .  .  . .  . .  .  . . ...... #> AHR              . .  .  .  .  .  . .  . .  .  . . ...... #> AHSA1            . 2  .  1  .  1  2 2  3 2  1  . 3 ...... #> AHSG             . .  .  .  .  .  . .  . .  .  . . ...... #> AIDA             . .  1  .  .  .  . 1  . .  .  . . ...... #> AIF1             . .  .  .  .  .  . .  . .  .  . . ...... #> AIF1L            . .  .  .  .  .  . .  . .  .  . . ...... #> AIFM1            . .  .  .  .  2  . .  . .  .  . . ...... #> AIFM2            . .  .  .  .  .  1 .  . .  .  . . ...... #> AIFM3            . .  .  .  .  .  . .  . .  .  . . ...... #> AIG1             . .  1  .  .  1  2 1  2 .  .  . . ...... #> AIMP1            . 1  1  .  3  .  . 1  2 .  3  2 . ...... #> AIMP2            1 .  1  .  .  .  . 1  1 .  .  . . ...... #> AIP              . 1  .  .  .  .  1 1  1 .  .  . 2 ...... #> AIPL1            . .  .  .  .  .  . .  . .  .  . . ...... #> AIRE             . .  .  .  .  .  . .  . .  .  . . ...... #> AJAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AJUBA            . .  .  .  .  .  . .  . .  .  . . ...... #> AK1              . .  .  .  .  1  2 .  . .  .  . . ...... #> AK2              . .  .  1  .  .  2 1  1 1  1  1 . ...... #> AK3              . 1  .  .  .  .  . .  . .  .  . . ...... #> AK4              . .  .  .  .  .  . .  . .  .  . . ...... #> AK5              . .  .  .  .  .  . .  . .  .  . . ...... #> AK7              . .  .  .  .  .  . .  . .  .  . . ...... #> AK8              . .  .  1  .  .  . .  . .  .  . . ...... #> AKAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP10           . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP11           . .  .  1  .  .  . 1  . .  .  . . ...... #> AKAP12           . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP13           . .  .  1  .  1  . .  1 .  .  1 . ...... #> AKAP5            . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP7            . 1  .  .  .  .  . .  . 1  .  . . ...... #> AKAP8            . .  .  .  .  .  . 1  . 1  .  . . ...... #> AKAP8L           2 .  .  .  2  1  3 1  . .  .  1 . ...... #> AKAP9            1 .  1  .  3  3  1 3  2 1  .  . . ...... #> AKIP1            . .  1  .  .  .  . 1  . .  1  . . ...... #> AKIRIN1          1 1  .  1  1  .  1 .  1 1  1  . 1 ...... #> AKIRIN2          1 1  2  1  1  1  4 2  1 3  .  2 3 ...... #> AKNA             . .  .  .  .  .  . .  . .  .  . . ...... #> AKR1A1           3 1  4  4  6  2  4 3  5 4  9  5 1 ...... #> AKR1B1           . .  .  .  .  .  . .  . .  .  1 . ...... #> AKR1B10          . .  .  .  .  .  . .  . .  .  . . ...... #> AKR1E2           . 1  .  1  .  .  . 1  . 1  .  . 1 ...... #> AKR7L            . .  1  .  .  1  1 1  1 2  2  2 . ...... #> AKT1             . .  .  1  .  1  . 1  1 1  .  . . ...... #> AKT1S1           1 .  1  2  2  .  . 3  . 1  2  . . ...... #> AKT2             . 1  .  .  .  .  . .  . .  .  . . ...... #> AKT3             . .  .  .  1  .  . .  . .  .  . . ...... #> AKTIP            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AL033529.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL035461.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049629.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049634.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049697.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049779.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049844.3       1 1  .  .  1  .  . .  . 1  .  . . ...... #> AL096711.2       . .  .  .  .  .  . 1  . .  .  . . ...... #> AL110118.1       . .  1  .  .  .  . .  . .  1  . . ...... #> AL117348.2       . 3  .  1  .  .  4 1  . 1  1  . 3 ...... #> AL132671.2       . 2  .  .  .  .  . .  2 .  .  . . ...... #> AL132780.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL133352.1       4 1  2  3  1  1  3 4  6 3  6  . 9 ...... #> AL133500.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.3       . 1  1  1  .  .  . .  . .  .  . 2 ...... #> AL136295.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.5       . 1  .  .  .  .  . 1  . .  .  . . ...... #> AL138752.2       . .  .  .  .  .  . 1  . 1  .  . . ...... #> AL139142.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL139260.3       . .  2  .  .  .  . 1  . .  .  1 2 ...... #> AL157392.5       . .  .  .  .  1  1 .  1 .  1  . . ...... #> AL157935.2       . 1  .  .  .  .  . .  . .  .  . . ...... #> AL159163.1       1 2  1  .  .  3  . .  5 .  2  . . ...... #> AL160269.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL162231.3       . .  .  1  .  .  . 1  . .  .  . . ...... #> AL162417.1       . .  .  .  .  .  1 .  . .  .  . 1 ...... #> AL162596.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL353671.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355312.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355315.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355916.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL357075.4       1 .  .  1  .  .  . .  . .  .  1 . ...... #> AL357673.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL358113.1       . .  .  .  1  .  . .  . .  1  . . ...... #> AL358472.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AL358472.7       2 .  .  1  3  .  . 3  1 4  1  1 1 ...... #> AL359736.1       1 .  .  .  .  .  . .  1 .  .  . . ...... #> AL360181.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL365205.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL391628.1       2 .  .  .  .  .  . .  . .  .  . 1 ...... #> AL445524.2       1 .  .  .  .  .  1 .  . 1  .  . . ...... #> AL445685.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL451062.2       . .  .  1  .  .  . 1  . .  .  . . ...... #> AL451136.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL512506.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL512785.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL590132.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL592183.1       1 1  1  2  1  .  . .  . 2  2  . 2 ...... #> AL603832.3       1 .  2  .  .  .  . 1  . .  1  1 . ...... #> AL645941.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL662899.1       . .  .  .  .  .  . 1  . .  .  . . ...... #> AL662899.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL669918.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL807752.7       . .  .  .  .  .  . .  . .  .  . . ...... #> AL845331.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL928654.3       . .  .  .  .  1  . .  . .  .  1 . ...... #> ALAD             1 .  1  .  .  1  . .  . .  .  . . ...... #> ALAS1            . .  .  1  .  .  1 1  . .  1  . . ...... #> ALB              . .  .  .  .  .  . .  . .  .  . . ...... #> ALCAM            . .  .  .  .  1  1 .  . .  1  . . ...... #> ALDH16A1         . .  .  .  .  .  1 .  . .  .  . . ...... #> ALDH18A1         . .  1  .  .  .  . .  . .  .  . . ...... #> ALDH1A1          . .  1  .  .  .  . .  . .  .  . . ...... #> ALDH1A2          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH1A3          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH1B1          . .  1  .  .  .  . .  5 .  .  . 1 ...... #> ALDH1L1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH2            . .  .  .  .  .  . .  1 1  1  . . ...... #> ALDH3B1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH3B2          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH4A1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH5A1          1 .  .  .  .  .  . .  . .  2  . 1 ...... #> ALDH6A1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH7A1          . 1  .  .  .  .  . .  1 1  1  . 1 ...... #> ALDH9A1          . .  .  .  .  .  1 .  . .  .  . . ...... #> ALDOA            3 4  1  4  3  1  3 5  4 6  5  1 6 ...... #> ALDOB            . .  .  .  .  .  . .  . .  .  . . ...... #> ALDOC            . .  3  .  .  .  1 .  . .  .  . 1 ...... #> ALG1             . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG10            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG10B           . .  .  .  .  .  . .  . .  .  . . ...... #> ALG11            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG12            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG13            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG14            1 .  1  .  .  .  . .  . .  .  . . ...... #> ALG1L            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG1L2           . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG2             . .  .  .  .  .  . .  . .  .  . . ...... #> ALG3             . .  1  .  .  .  . 1  1 .  .  . 1 ...... #> ALG5             . .  .  .  1  .  . 1  1 .  .  1 . ...... #> ALG6             . .  .  .  .  .  . .  . .  .  . . ...... #> ALG8             . .  .  .  .  .  1 .  . .  .  . . ...... #> ALG9             . .  .  .  .  .  1 .  . .  .  . . ...... #> ALKBH1           1 .  .  .  .  .  . .  . .  1  . . ...... #> ALKBH2           . .  .  .  .  .  . .  . .  1  . 1 ...... #> ALKBH3           . .  .  .  .  .  . 1  . .  .  . . ...... #> ALKBH4           . .  .  .  .  .  1 .  . .  .  . . ...... #> ALKBH5           1 2  .  .  2  .  . 1  2 .  1  . . ...... #> ALKBH6           . 2  1  1  .  .  1 1  . 1  .  . 1 ...... #> ALKBH7           . .  1  .  .  1  2 .  . 1  .  . . ...... #> ALKBH8           . .  .  .  1  .  . .  . .  .  . . ...... #> ALLC             . .  .  .  .  .  . .  . .  .  . . ...... #> ALMS1            . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX12           . .  .  .  .  .  . .  . .  1  . . ...... #> ALOX15B          . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX5            . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX5AP          . .  .  .  .  .  . .  . .  .  . . ...... #> ALOXE3           . .  .  .  .  .  . .  . .  .  . . ...... #> ALPK1            . .  .  .  .  .  . .  . .  .  . . ...... #> ALPK3            . .  .  .  .  .  . .  . .  .  . . ...... #> ALPL             . .  .  .  .  .  . .  . .  .  . . ...... #> ALS2             . .  .  .  .  .  . .  . .  .  . . ...... #> ALS2CL           . .  .  .  .  .  . .  . .  .  . . ...... #> ALX3             . .  .  .  .  .  . .  . .  .  . . ...... #> ALYREF           . 2  .  .  .  1  2 2  . .  2  . . ...... #> AMACR            . .  .  .  .  .  . .  . .  .  . . ...... #> AMBP             2 .  5  1  .  .  . 4 10 .  7  . . ...... #> AMBRA1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMD1             1 .  .  .  .  .  . .  . .  1  . . ...... #> AMDHD1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMDHD2           . .  .  .  .  .  . 1  . 3  .  1 . ...... #> AMER1            . .  .  .  .  .  1 .  2 2  .  . . ...... #> AMER2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMER3            . .  .  .  .  .  . .  . .  .  . . ...... #> AMFR             2 1  .  .  .  .  . .  . 1  .  1 . ...... #> AMH              . .  .  .  .  .  . .  . .  .  . . ...... #> AMHR2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMIGO1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMIGO2           . 2  .  .  .  .  1 .  . 1  .  . . ...... #> AMIGO3           . .  .  .  .  .  . .  . .  .  . . ...... #> AMMECR1          . .  .  .  .  .  . .  . .  1  . 1 ...... #> AMMECR1L         . .  .  1  1  1  . .  . 1  2  1 . ...... #> AMN              . .  .  .  .  .  . .  . .  .  . . ...... #> AMN1             . 1  .  1  .  .  . .  1 2  .  . . ...... #> AMOT             . .  .  .  .  .  . .  . .  .  . . ...... #> AMOTL1           . .  .  .  .  .  . .  1 .  .  . . ...... #> AMOTL2           . .  1  .  1  .  . .  1 .  1  . . ...... #> AMPD2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMPH             . .  .  .  .  .  . .  . .  .  . . ...... #> AMT              . 1  .  .  .  .  . .  . .  .  . . ...... #> AMZ1             . .  .  .  .  .  . .  . .  .  . . ...... #> AMZ2             . .  1  .  .  .  . .  . 1  .  . . ...... #> ANAPC1           . .  .  .  .  .  . .  . 1  1  . . ...... #> ANAPC10          . .  2  .  .  .  . .  . .  2  1 1 ...... #> ANAPC13          1 .  4  1  .  .  . .  1 2  3  . 1 ...... #> ANAPC15          . .  .  .  .  .  . .  . .  1  . . ...... #> ANAPC16          1 3  1  2  2  .  1 .  1 2  .  1 3 ...... #> ANAPC2           . .  .  .  .  .  1 .  . .  1  . 1 ...... #> ANAPC4           . 2  .  1  .  .  1 1  . .  .  . . ...... #> ANAPC5           1 4  3  1  .  1  . .  2 1  7  2 3 ...... #> ANAPC7           . .  1  1  .  .  . .  . .  .  . . ...... #> ANGEL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGEL2           . .  1  .  1  2  . .  1 .  1  . . ...... #> ANGPT1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPT2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL1          . .  .  .  .  .  . .  . .  1  . . ...... #> ANGPTL2          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL3          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL4          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL6          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL7          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL8          . .  .  .  .  .  . .  . .  .  . . ...... #> ANK1             . .  .  .  .  .  . .  . .  .  . . ...... #> ANK2             . .  .  1  .  .  . .  . .  .  . . ...... #> ANK3             . .  1  .  .  .  . .  . .  .  . . ...... #> ANKEF1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKFY1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKH             2 1  .  .  .  2  1 1  . 2  1  1 1 ...... #> ANKHD1           . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKHD1-EIF4EBP3  . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKIB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKLE1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKLE2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKMY2           1 .  .  .  .  .  1 .  . 1  2  . . ...... #> ANKRA2           . .  .  .  .  .  1 .  . .  .  1 . ...... #> ANKRD1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD10          . 1  .  1  .  .  . .  . .  .  1 . ...... #> ANKRD11          . 2  .  .  .  .  . .  2 .  .  1 1 ...... #> ANKRD12          . 1  .  1  .  .  . 2  1 .  .  . 1 ...... #> ANKRD13A         1 .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13C         . 1  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13D         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD16          . .  .  .  .  .  . 1  . .  .  1 . ...... #> ANKRD17          . .  .  .  2  1  1 .  . .  .  1 . ...... #> ANKRD2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD24          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD27          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD28          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD29          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD31          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD33B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD34B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD34C         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD35          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD37          1 .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD39          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD40          . .  .  .  .  .  . 1  . .  .  . . ...... #> ANKRD44          1 2  .  .  1  1  . .  . .  .  1 . ...... #> ANKRD45          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD46          . .  .  .  .  .  . .  1 .  1  . . ...... #> ANKRD49          . .  .  .  1  .  . .  . .  .  . . ...... #> ANKRD50          . .  .  .  .  .  . 1  . .  .  . . ...... #> ANKRD54          2 1  .  .  1  .  . .  . 1  .  2 2 ...... #> ANKRD55          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD6           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD9           . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKS1A           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS1B           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS3            . 1  .  1  .  .  . .  . .  .  . . ...... #> ANKS4B           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS6            . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKZF1           . .  .  .  .  .  . .  . .  .  1 . ...... #> ANLN             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO1             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO10            . .  .  1  .  .  . .  . .  .  . . ...... #> ANO2             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO6             . .  1  .  .  .  . .  . .  .  . . ...... #> ANO7             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO8             . .  .  .  .  .  . .  . .  .  1 . ...... #> ANO9             . .  .  .  .  .  . .  . .  .  . . ...... #> ANP32A           1 2  2  2  3  .  3 2  3 3  7  2 . ...... #> ANP32B           2 1  4  2  .  1  2 6  2 1  2  1 1 ...... #> ANP32D           1 2  2  2  3  .  3 2  3 3  7  2 . ...... #> ANP32E           . 1  1  .  .  .  . 1  2 .  3  . 1 ...... #> ANPEP            . 1  1  .  .  .  . .  . .  2  . . ...... #> ANTXR1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANTXR2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA1            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA10           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA11           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA13           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA2            . .  3  .  .  .  . .  1 .  3  . . ...... #> ANXA3            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA4            5 4  2  .  1  1  5 1  1 6  1  2 6 ...... #> ANXA5            1 2  1  2  .  1  . .  . 2  .  . . ...... #> ANXA6            1 .  2  3  1  2  . .  1 .  3  . . ...... #> ANXA7            . 2  1  1  1  .  1 .  1 .  .  . 1 ...... #> ANXA8            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA8L1          . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA9            . .  .  .  .  .  . .  . .  .  . . ...... #> AOC1             . .  .  .  .  .  . .  . .  .  . . ...... #> AOC2             . .  .  .  .  .  . .  . .  .  . . ...... #> AP000295.1       . .  3  .  .  .  1 .  . 1  2  . . ...... #> AP000311.1       2 3  7  5  4  .  5 3  3 3  4  1 4 ...... #> AP000356.5       1 .  .  .  1  .  . 3  2 1  6  . 2 ...... #> AP000944.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AP001267.5       1 .  .  .  2  .  . 2  . .  .  2 . ...... #> AP001273.2       1 .  .  .  .  .  1 .  . 1  1  . . ...... #> AP001453.3       9 1  1  1  .  1  2 1  . .  4  . 6 ...... #> AP001781.2       . .  .  .  .  .  1 .  . .  .  . . ...... #> AP001931.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AP002373.1       1 1  .  .  .  2  . 2  1 1  2  1 . ...... #> AP002495.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AP002748.5       . .  .  .  .  .  . .  . 1  .  . . ...... #> AP002884.2       3 4  2  .  .  1  1 3  1 1  5  5 2 ...... #> AP002990.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AP003419.1       . 1  .  2  .  .  1 2  . 1  .  1 . ...... #> AP1AR            1 .  .  .  .  .  . .  . .  .  . . ...... #> AP1B1            . .  1  1  .  .  . .  . .  .  . . ...... #> AP1G1            1 .  .  .  .  .  . .  1 1  .  . 1 ...... #> AP1G2            . .  .  .  .  .  . .  . .  .  . . ...... #> AP1M1            . .  .  .  1  1  . .  . 1  .  4 . ...... #> AP1M2            . 1  1  2  .  .  1 1  1 1  1  1 . ...... #> AP1S1            3 1  2  .  1  .  . 2  . 1  3  . 1 ...... #> AP1S2            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AP1S3            . .  .  .  .  .  . 1  . .  .  . . ...... #> AP2A1            1 .  1  2  .  1  2 .  . .  .  . . ...... #> AP2A2            . .  1  .  .  .  . .  1 .  .  . . ...... #> AP2B1            . .  .  1  .  .  . .  1 .  .  . . ...... #> AP2M1            . .  4  2  4  2  4 2  . 4  3  4 2 ...... #> AP2S1            3 1  3  2  3  1  1 3  1 3  4  1 3 ...... #> AP3B1            . .  .  .  1  .  . 1  2 .  .  . . ...... #> AP3B2            1 .  .  .  .  .  1 .  . .  .  . . ...... #> AP3D1            . .  .  .  .  .  1 .  . 2  .  . . ...... #> AP3M1            1 .  1  .  .  .  1 .  . .  1  . . ...... #> AP3M2            . .  .  .  .  .  1 .  . .  .  . . ...... #> AP3S1            3 2  .  2  .  .  1 1  . .  .  1 2 ...... #> AP3S2            . .  .  2  1  1  . .  1 .  .  1 1 ...... #> AP4E1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP4M1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP4S1            . .  1  .  .  .  . 2  . .  .  . . ...... #> AP5B1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP5M1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP5S1            . .  .  .  .  .  1 .  . 1  .  . . ...... #> AP5Z1            . .  .  .  1  .  . .  . .  .  . . ...... #> APAF1            . .  .  .  .  .  . .  . .  .  . . ...... #> APBA1            . .  .  .  .  .  1 .  . .  .  . . ...... #> APBA2            . .  .  .  .  .  . .  . .  .  . . ...... #> APBA3            . .  .  .  .  .  . .  1 1  .  . . ...... #> APBB1            1 .  .  .  1  .  1 .  . 1  .  . 2 ...... #> APBB1IP          . .  .  .  .  .  . .  . .  .  . . ...... #> APBB2            . .  .  1  3  .  . 1  . .  .  . . ...... #> APC              . .  .  .  .  .  . .  . .  .  . . ...... #> APC2             . .  .  .  .  .  . .  . .  .  . . ...... #> APCS             . .  .  .  .  .  . .  . .  .  . . ...... #> APEH             . .  .  .  .  .  1 .  . .  .  1 . ...... #> APEX1            . .  3  .  .  .  . 1  1 1  2  1 . ...... #> APEX2            . .  .  .  .  .  . .  . .  .  . . ...... #> APH1A            . .  1  1  .  .  . .  . .  .  . . ...... #> APH1B            . .  .  .  .  .  . .  . .  .  . . ...... #> API5             . .  .  .  1  .  . .  . .  .  . . ...... #> APIP             . 1  1  .  .  .  1 .  . .  2  . 1 ...... #> APLF             . .  .  .  .  .  . .  . .  .  . . ...... #> APLP1            5 3  . 11  5  7 10 5  . 3  . 12 8 ...... #> APLP2            . .  1  .  .  1  . .  2 2  .  1 . ...... #> APMAP            . .  .  .  1  .  . .  . .  .  . . ...... #> APOA1            . .  .  .  .  .  . .  . .  .  . . ...... #> APOA2            1 .  .  .  .  .  . .  . .  .  . 1 ...... #> APOBEC1          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC2          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC3H         . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC4          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBR            . .  .  .  .  .  . .  . .  .  . . ...... #> APOC1            . .  .  .  .  .  . .  2 .  2  . . ...... #> APOC3            . .  .  .  .  .  . .  . .  .  . . ...... #> APOD             . .  .  .  .  .  . .  . .  .  . . ...... #> APOE             . .  .  .  .  .  . .  . .  .  . . ...... #> APOF             . .  .  .  .  .  . .  . .  .  . . ...... #> APOH             . .  .  .  .  .  . .  . .  .  . . ...... #> APOL1            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL2            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL3            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL4            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL6            . .  .  .  .  .  . .  . .  .  . . ...... #> APOLD1           . .  .  .  .  .  . .  . .  .  . . ...... #> APOM             . .  .  .  .  .  . .  . .  .  . . ...... #> APOO             . .  .  1  .  .  . 2  . 1  .  1 1 ...... #> APOOL            . 2  1  2  .  .  . .  1 .  1  . . ...... #> APP              1 4  .  1  .  .  2 2  2 4  2  1 3 ...... #> APPBP2           . 2  .  1  .  .  2 .  . .  2  . 1 ...... #> APPL1            . .  .  .  1  .  . .  . .  .  . . ...... #> APPL2            . 1  .  .  .  .  1 .  . .  1  . . ...... #> APRT             1 3  3  .  2  1  . 2  2 3  2  . 2 ...... #> APTX             . .  .  .  .  .  1 2  . .  .  . . ...... #> AQP1             . .  .  .  .  .  . .  . .  1  . . ...... #> AQP11            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AQP12A           . .  .  .  .  .  . .  . .  .  . . ...... #> AQP12B           . .  .  .  .  .  . .  . .  .  . . ...... #> AQP3             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP4             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP7             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP8             . .  .  .  .  .  . .  . .  .  . . ...... #> AQR              . .  1  .  .  .  . .  . .  .  . . ...... #> ARAF             . .  .  .  .  .  . .  . .  .  . . ...... #> ARAP1            . .  1  .  .  .  . .  . .  .  . . ...... #> ARAP2            . .  .  .  .  .  . 1  . .  .  . . ...... #> ARAP3            . .  .  .  .  .  . .  . .  .  . . ...... #> ARC              . 1  .  .  .  .  . .  . .  .  . . ...... #> ARCN1            1 .  .  .  .  .  1 1  . .  .  . 1 ...... #> AREG             . .  .  .  .  .  . .  . 1  .  . . ...... #> AREL1            . 1  .  .  .  .  . .  . .  .  . . ...... #> ARF1             3 3  3  9  4  2  1 7  5 4  5  1 2 ...... #> ARF3             . .  2  .  .  .  1 .  1 .  1  . 1 ...... #> ARF4             . .  .  .  .  .  . .  . .  .  . . ...... #> ARF5             6 7  2  8  6  4 13 4  7 8  9 11 5 ...... #> ARF6             . .  5  .  .  .  . 1  1 .  .  . . ...... #> ARFGAP1          . .  .  .  1  .  . .  . .  1  . . ...... #> ARFGAP2          . .  1  .  1  .  1 .  . .  2  . . ...... #> ARFGAP3          . 1  .  .  .  .  . .  . .  .  . . ...... #> ARFGEF1          1 .  .  .  .  .  . .  . .  .  1 1 ...... #> ARFGEF2          . 1  .  .  .  .  . .  . 1  .  . . ...... #> ARFGEF3          . .  .  .  .  .  . .  . .  .  . . ...... #> ARFIP1           . .  1  .  .  .  . .  . .  .  . 1 ...... #> ARFIP2           . 2  .  1  .  .  . .  . .  1  . . ...... #> ARFRP1           . 1  1  .  .  .  . .  . 1  1  . . ...... #> ARG1             . .  .  .  .  .  . .  . .  1  . . ...... #> ARG2             . .  .  .  .  .  . .  . .  .  . . ...... #> ARGLU1           . 1  1  1  .  .  2 1  . 2  .  1 . ...... #> ARHGAP1          1 1  .  .  .  1  . .  . .  .  . . ...... #> ARHGAP10         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP11A        . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP11B        . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP12         . .  .  .  .  .  . .  . .  .  . 1 ...... #> ARHGAP17         . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGAP18         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP19         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP19-SLIT1   . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP20         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP21         . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGAP22         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP23         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP24         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP26         . .  1  .  .  .  . .  . .  .  . . ...... #> ARHGAP27         . .  .  .  .  .  . .  . .  1  . . ...... #> ARHGAP28         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP29         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP31         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP32         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP33         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP35         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP36         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP39         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP4          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP42         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP44         . .  .  .  .  .  . .  . .  .  . 1 ...... #> ARHGAP5          . .  3  1  .  .  1 .  . 1  .  . . ...... #> ARHGAP6          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP8          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP9          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGDIA          2 5  1  .  1  .  1 3  1 2  4  1 4 ...... #> ARHGDIB          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGDIG          1 .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF1          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF10         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF10L        . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGEF11         1 1  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF12         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF15         . .  .  .  .  .  1 .  . .  .  . . ...... #> ARHGEF16         . .  .  1  1  .  . .  . .  2  . . ...... #> ARHGEF17         . .  .  .  .  .  1 .  . .  .  . . ...... #>  #>  .............................. #>  ........suppressing 948 columns and 11697 rows in show(); maybe adjust 'options(max.print= *, width = *)' #>  .............................. #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>                                                                                                                                      #> UBR3          1 .  . .  . . .  1 1  1 .  .  .  1  .  .  . . . . . 1 1 . . . . 1  .  . .  .  . . . . . .  1 2 . 1 .  . . 1  .  1 .  . #> UBR4          . .  . .  1 . .  . 1  . .  .  .  1  .  .  . . . . . 1 1 1 . . . .  .  . .  .  . . . . . 1  2 . 1 . .  . . .  .  . .  . #> UBR5          1 .  . 1  1 1 .  1 .  . 2  .  .  1  .  .  . 1 . 1 1 . . . . . . 1  .  . .  .  . . . . . 3  1 . . 2 .  . . .  .  . .  . #> UBR7          . .  1 .  . . 1  1 .  1 1  .  1  .  .  1  . . . . . . . . . 1 . 1  .  . .  1  . . . . . .  . . . 1 .  . . .  .  . .  1 #> UBTD1         . .  . .  . . .  . .  . 1  .  .  .  1  .  . . . . . . . . . . 1 .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBTD2         1 .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBTF          . .  1 .  1 . 1  . .  . 1  1  .  .  .  .  . . 1 1 . . 1 . . . . .  .  . 1  2  . 1 . . . 1  . 4 3 . .  . . 2  .  . .  . #> UBXN1         . 3  2 2  3 . 1  3 .  . 2  3  1  .  1  4  2 1 1 2 1 1 1 1 3 1 1 2  2  1 2  1  5 3 3 2 1 3  3 . 3 2 1  2 1 3  5  1 1  5 #> UBXN10        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBXN11        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  1 . . . .  . . .  .  . .  . #> UBXN2A        . 1  . .  . . .  . .  . 1  .  .  1  2  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . 1  1 . 1  .  . .  . #> UBXN2B        . .  1 .  . . 1  . .  . .  1  .  1  .  2  1 . . . . . . . . 1 . .  1  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UBXN4         2 3  3 3  3 . .  3 1  1 4  2  2  5  2  3  6 . . 3 4 5 . 4 1 1 . 2  3  2 1  .  1 . 2 5 1 .  2 1 . 3 2  . 2 1  5  1 .  2 #> UBXN6         . 2  . 1  1 . 2  . 1  . .  3  .  1  .  .  1 . . . 2 . 1 2 1 . . .  2  2 .  1  2 . 4 . . 2  . 2 . 1 .  1 1 .  .  . 1  1 #> UBXN7         1 .  . 1  . . .  1 .  . .  .  .  .  .  .  1 . . 1 . . . . . . . .  1  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> UBXN8         . .  . .  1 1 .  1 .  . .  .  .  .  .  .  . 2 . . . . . . . . . .  .  1 .  .  . . 1 1 . .  . . 1 . .  . . .  .  . 1  1 #> UCHL1         . .  . 1  . . 1  . .  1 .  .  .  3  .  .  . 1 . 2 1 . 1 3 . . . .  .  . .  .  2 . . . . .  1 1 . . .  1 . .  .  . .  . #> UCHL3         . .  3 .  3 . 2  1 .  . .  .  1  .  .  .  . . . 1 2 . . . 1 1 . .  .  2 .  2  . . . 2 . .  . . 1 . .  1 1 .  2  1 1  . #> UCHL5         2 .  . .  1 . .  . .  . .  .  .  .  .  1  . . 1 2 1 1 2 . . . . .  .  1 .  .  1 . . . . .  1 . . 1 1  . . .  .  . .  . #> UCK1          . .  . .  1 . .  . .  . .  1  .  .  1  .  2 . . . . . 1 . . . 1 1  1  . .  .  . . . . . .  1 . . . .  . . 1  .  1 .  . #> UCK2          . 2  2 .  . . .  1 .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  1 .  .  . . . . 1 1  . . . . .  . . .  .  . .  . #> UCKL1         1 .  1 .  . . .  . .  . .  1  .  .  .  1  1 . 1 . . . . . . . . 2  .  1 .  .  . 1 . 2 . .  . . . . .  . . .  2  . .  . #> UCN3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  . .  .  . . . . . .  1 1 . . .  . . .  .  . .  . #> UCP2          1 1  . 2  . 1 1  3 1  2 1  2  .  1  .  1  . 1 . . 1 . 1 . . 1 4 3  1  . .  1  . 3 2 1 . .  3 1 . 3 2  . . 1  1  2 1  1 #> UEVLD         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> UFC1          4 .  . 2  3 4 1  3 .  . .  1  1  .  2  4  3 . 2 . 3 2 2 5 . 1 . .  2  6 1  2  . 1 . 2 . 1  4 4 1 2 .  . 2 2  .  1 .  3 #> UFL1          . .  . .  . . .  . 2  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . 1  .  . . . . . 1  . 1 . 1 .  . 1 .  .  . 1  . #> UFM1          2 1  1 1  . 1 .  3 .  2 1  2  1  .  .  1  2 . . 1 . 4 2 3 . 1 . 1  2  2 2  .  1 . . 3 . 1  2 2 . . .  1 . .  1  . 1  . #> UFSP1         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  1  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UFSP2         . .  . .  1 . .  . .  . 1  .  .  2  .  .  1 . 1 . 1 . 1 . 1 . . .  .  1 .  .  . . 1 . . .  1 1 . . .  . . .  1  . 1  . #> UGCG          . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UGDH          . .  . .  . . .  . .  . .  .  .  1  .  .  1 . 1 . 1 . . . . . . 1  .  1 1  .  . . . . . 1  . . . . .  . . 1  .  . .  . #> UGGT1         . .  . .  1 1 .  . .  . .  .  1  .  .  2  . . . . . 3 . . . . . 1  .  . .  .  . . . . . .  1 2 . . .  . . .  .  . .  . #> UGGT2         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  1 .  .  1 . . . . .  . . 1 . .  . . .  .  . .  . #> UGP2          2 .  1 .  2 1 .  1 2  . 1  .  .  2  .  2  . . . 1 . . 1 . 1 1 . 1  2  . .  1  . . 2 . . .  1 1 . . .  . . 1  .  . .  . #> UGT1A6        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UGT8          . .  1 .  1 . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UHMK1         . .  . 1  . . .  1 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UHRF1         1 .  . .  . . .  . .  . .  1  .  .  .  3  . . 1 . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  1 #> UHRF1BP1      1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  1 .  . #> UHRF1BP1L     . .  . .  . 1 .  1 .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  1 . . . .  1 . .  .  . .  . #> UHRF2         1 .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . 1 . .  . . .  .  1 .  . #> UIMC1         . .  . .  . . .  2 .  . 1  .  .  .  .  .  . . . 1 . . . . . . . 1  1  . .  .  . . . . . .  . . . . 1  . . 1  .  . .  1 #> ULK1          . .  . 1  . 1 .  . .  . .  .  .  1  .  .  . . . . . 1 . . 1 . 1 .  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  1 #> ULK2          . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  1  . . 1 . . .  . . . . 1  . . .  .  . .  . #> ULK3          . .  . .  . . .  . .  . .  .  .  1  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ULK4          . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> UMODL1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UMPS          1 .  1 .  . . .  . 3  . 1  .  .  .  .  2  1 . 2 1 . 2 . . . . . 1  2  . 3  .  1 3 1 1 1 1  . 1 . . .  . . .  .  . 1  . #> UNC119        . .  3 .  . . .  1 1  . .  .  .  .  1  2  . . . . . 1 . . . . 1 1  .  1 1  .  . . . . . .  1 . . 2 .  . . .  .  . 1  . #> UNC119B       . .  . .  . . 1  . 1  . .  1  .  .  .  .  . . . . . . . . 1 2 . .  .  . .  .  . . . . . .  . . . . .  . . .  1  1 .  . #> UNC13A        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC13B        . .  . .  . . .  1 .  . .  .  1  .  .  .  . . . . . 1 . . . . . .  .  . .  .  1 . . . . .  . . . . .  1 . .  .  . .  . #> UNC13C        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC13D        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC45A        . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> UNC50         1 1  1 2  . 2 .  1 .  2 1  .  .  1  2  .  2 . . . 2 . 1 1 . 1 . .  2  2 1  3  . . 1 3 . .  1 2 . . .  . 2 1  .  . 3  1 #> UNC5A         . .  . .  . . .  . 1  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC5B         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC5C         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> UNC5D         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC79         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC80         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  .  1 . . 1 . .  . . . . .  . . .  .  . .  . #> UNC93B1       . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . 1  .  . .  1 #> UNG           . .  1 .  . 1 .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNK           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> UNKL          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> UPB1          . .  . .  . . .  . 1  1 .  .  .  .  .  .  . 1 . 1 . . . . . . . .  .  1 .  .  . . . . . .  1 . . . .  . 1 .  1  . 1  . #> UPF1          . .  1 .  . . .  . .  . .  .  .  .  .  1  . 1 1 . . . . 1 . . . .  1  . .  1  1 . . 2 . .  . . . . .  . . .  .  1 .  1 #> UPF2          . 1  . 1  1 . .  . .  2 .  .  .  .  .  1  . . . 1 . . 2 . . . . 1  .  1 .  .  . . . 1 . 1  . . 1 . .  . . 1  .  . .  . #> UPF3A         . 2  . .  1 . 1  1 .  . .  .  1  .  1  2  1 1 1 . . . . 1 . . . .  .  . .  1  . . . 1 1 .  . . . 1 .  . 1 .  .  . 1  3 #> UPF3B         . .  1 1  1 . .  1 1  . .  .  .  2  .  2  . . . . . . . . . . 2 .  1  . 3  .  2 . . 1 . .  1 1 . . .  1 . 2  1  . .  . #> UPK1A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK1B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3A         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3BL1       1 1  . .  . . .  . .  . .  .  1  .  1  .  . 3 . . . 1 1 . . 1 . .  .  1 .  1  . . . . . .  . . . . 6  . . .  .  . .  . #> UPK3BL2       1 1  . .  . . .  . .  . .  .  1  .  1  .  . 3 . . . 1 1 . . 1 . .  .  1 .  1  . . . . . .  . . . . 6  . . .  .  . .  . #> UPP1          . 2  . .  . . .  . .  . .  .  .  .  .  .  1 . . 1 . . 2 . . 2 . .  2  2 .  .  . . 2 . 4 .  . . . . .  . 1 .  .  . 1  . #> UPP2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPRT          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UQCC1         . .  . .  . . .  . .  . .  .  1  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 1  . . .  .  . .  . #> UQCC2         1 1  2 .  . 1 1  6 2  1 1  .  3  4  1  2  4 2 . 2 2 1 5 3 1 2 1 1  7  6 .  .  1 1 3 2 1 1  5 3 1 . 4  . 2 2  5  . .  6 #> UQCC3         1 .  1 2  . 1 3  . 2  . .  1  1  1  1  1  1 . 2 . 2 . . 3 . . 3 2  3  1 1  1  3 . 1 1 1 .  1 1 1 2 1  1 . 1  1  1 .  . #> UQCR10        9 3  4 1  3 1 4  9 1  3 1  1  3  4  4  6  4 5 1 3 3 7 1 3 2 3 1 2  6  5 4  2  1 2 4 1 3 1  7 2 5 3 1  2 4 5  2  2 5  6 #> UQCR11        1 1  5 5  4 4 1  6 1  . 2  .  1 12  2  3  7 2 3 4 1 5 1 7 1 2 2 3  6  3 3  2  3 2 5 4 . 1  6 4 2 4 1  1 . 1  3  6 2  4 #> UQCRB        12 3 12 2  6 5 3 11 5  2 3  1  6 11  1  7  9 3 4 7 2 5 5 9 2 3 4 3  6  8 4  5  3 3 7 9 2 6 11 9 6 6 4  2 . 3  2  2 4 11 #> UQCRC1        6 1  9 1  3 3 3  6 3  1 1  5  2  2  4  4  6 . 2 . 2 4 2 3 2 . 2 4  5  5 1  .  2 . . 1 3 .  2 2 1 1 3  1 . 2  3  5 2  4 #> UQCRC2        1 2  7 1  2 1 1  5 .  1 1  4  3  1  4  3  2 1 1 2 2 1 1 1 3 2 5 .  2  3 3  4  2 2 1 5 4 2  5 1 2 2 1  1 1 1  1  . 5  4 #> UQCRFS1       7 1  6 1  6 3 2  2 1  3 1  3  2  .  3  3  4 2 2 3 3 4 3 1 5 1 3 6  5  2 3  6  . 1 4 1 2 3  3 4 3 4 1  4 . 4  2  4 2  3 #> UQCRH         5 5  4 6  5 4 4  5 .  2 1  3  3  1  2  2  4 4 4 1 8 4 . 6 4 1 4 1  3  6 1  1  5 4 4 2 1 3  7 3 1 4 4  2 3 .  3  3 3  5 #> UQCRHL        5 5  4 6  5 4 4  5 .  2 1  3  3  1  2  2  4 4 4 1 8 4 . 6 4 1 4 1  3  6 1  1  5 4 4 2 1 3  7 3 1 4 4  2 3 .  3  3 3  5 #> UQCRQ         2 .  2 1  2 . 1  4 2  . 1  .  .  3  1  3  3 . 1 2 4 5 2 6 . . 1 .  2  1 2  1  4 2 . 2 2 5  1 3 3 1 2  1 2 .  3  . 1  2 #> URB1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URB2          . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URGCP         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URI1          1 .  . .  1 1 .  . 2  . .  .  .  .  3  1  . . . 2 1 . . . 2 . . .  .  . .  .  . . . . . 1  . . 1 . 1  . . .  .  1 .  1 #> URM1          2 .  1 .  . 1 1  2 .  . .  .  .  1  .  1  . 1 1 . . 2 . . . 1 . .  .  1 .  .  2 . . . . .  1 3 . 1 .  . . 1  .  1 .  . #> UROD          . 1  . .  3 . 2  1 1  . .  .  .  1  .  .  . . 1 . . . . 1 1 1 1 .  2  1 1  .  1 . . . . .  . 1 . . .  . . 1  2  1 2  . #> UROS          . .  1 .  . . 1  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . 1 . .  2 1 . . .  . . 1  .  1 .  1 #> USB1          . .  1 1  2 . .  . .  1 .  .  .  1  .  .  . 2 . . . . . 1 . 1 . .  .  . 1  .  . . 1 . 1 1  . 1 . 1 1  . . .  .  . .  . #> USE1          2 3  1 3  4 . 2  2 .  2 4  3  1  1  1  4  1 1 1 1 . 2 2 7 . 2 . 2  2  2 2  1  2 1 7 1 2 1  2 4 2 4 1  1 3 1  3  1 2  1 #> USF1          . .  1 .  . . .  1 .  1 .  .  .  .  2  1  . 3 . 1 . . . . 1 1 1 1  .  . .  1  . . . . 1 .  . . . . .  . . .  .  . .  1 #> USF2          . 3  3 .  . . .  1 .  2 .  2  .  1  .  1  4 1 1 . 1 1 1 . . . . .  1  1 1  1  4 1 . 2 . 1  3 2 . 1 .  1 2 1  .  . .  2 #> USF3          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . 1  . #> USH1C         . .  . .  . . .  3 .  . .  1  .  .  .  .  1 . . . . . . 1 . . . 2  .  . .  .  . 1 1 2 . .  5 . 2 . .  2 3 1  .  . 1  . #> USH1G         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USH2A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USHBP1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USO1          . .  . .  1 . .  1 .  2 .  .  .  .  .  .  . . . . 1 . . . . . 2 .  2  1 1  .  . . . . . .  2 2 1 1 .  . . .  .  . .  1 #> USP1          . 1  1 .  . . .  1 .  1 .  .  .  .  .  3  1 . . . . . 1 . . . . .  .  . .  .  . . . . . 2  . . 1 . .  1 . .  .  . .  . #> USP10         1 .  3 .  . . .  . .  . .  1  .  .  2  1  . . 1 . . . . . . . . .  .  1 3  1  . . . . . .  . . . . .  . . .  .  . .  1 #> USP11         1 .  . .  . . .  . .  . .  1  .  .  .  .  . . 1 . 1 . . . . . . .  .  2 .  .  . . 1 . . .  . . . 1 .  . . .  .  1 .  . #> USP12         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP13         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP14         . .  3 2  1 . 1  2 .  . 1  .  1  .  1  .  . . 1 . . . . 1 . . . 1  .  2 .  .  . 1 . . . .  1 . . . .  . . 1  2  . .  . #> USP15         . .  . .  . . .  . 1  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  1 #> USP16         . .  . .  . . .  1 .  . .  1  .  .  .  1  . . 1 1 . . 1 . 1 . . .  2  . .  .  . . . . . .  3 . . 1 .  . . .  .  . .  . #> USP18         . .  . 1  . . .  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  1 . . . . .  1 . . . .  . 1 .  1  . .  . #> USP19         3 .  . .  . . 2  2 .  1 .  .  1  .  .  .  . . 2 . . . . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  1 .  . #> USP2          . .  1 .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . 1  . . .  .  . .  . #> USP20         . .  . 1  . . .  . .  1 .  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> USP21         . .  . .  . . .  . .  . .  .  1  .  .  1  1 . . . . . . . . . . .  .  1 1  .  . . . . . .  . . . . .  . . .  1  . .  . #> USP22         . .  1 .  . . .  . 1  . .  .  .  1  .  .  2 . . . . . . 1 2 . . .  2  . .  .  . . . . . 1  . . . . .  2 . .  .  1 .  . #> USP24         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 1 . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP25         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> USP27X        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 2 . . . .  . . . . .  . . .  .  . .  . #> USP28         . .  2 .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> USP29         . 1  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> USP3          . .  1 .  . . .  . 1  . 1  .  .  .  .  1  . 2 . 1 . 1 . . . . . .  1  1 .  1  . . . . . 1  1 . . . .  . . .  1  1 .  1 #> USP30         . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  1  . .  .  1 . . . . .  . 1 . . .  . . .  1  1 .  . #> USP31         . .  1 .  . . .  . .  . .  .  1  .  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP32         . .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> USP33         . .  . .  . . .  1 1  . 1  .  1  .  .  .  1 . . . . . . . 1 . . .  .  . .  .  2 . 1 . . .  2 . . . 1  . 1 .  .  . .  . #> USP34         1 .  3 1  . . 2  . 1  . 1  .  2  .  1  .  . . . . 1 . 2 . 1 . 1 2  .  . .  .  3 . . 1 . 2  4 3 . 1 2  1 . 1  .  1 .  . #> USP35         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> USP36         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  2  . .  . #> USP37         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . 1  .  . 1  . #> USP38         . .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> USP39         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . 1 .  .  . .  . #> USP4          1 .  . .  1 . 1  . .  . .  .  2  .  .  .  . . . 1 . . . 2 . . 1 1  .  1 .  .  . . . . . .  . . . . 1  . . .  1  . .  1 #> USP40         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  2 .  . #> USP41         . .  . 1  . . .  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  1 . . . . .  1 . . . .  . 1 .  1  . .  . #> USP42         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  1 #> USP43         . .  . .  . 1 .  . .  . .  1  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP44         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP45         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  . #> USP46         . .  1 .  . . .  . .  1 .  .  .  .  1  .  . . 1 . . . . . . 1 2 .  1  . .  .  . 1 . . . .  . . . 1 .  . . .  .  . .  . #> USP47         . .  . .  . . .  . 2  . .  .  .  1  1  .  . . . 1 . . . . . . . 1  1  1 1  .  1 . . 1 . .  . . . . .  . . 1  .  . .  . #> USP48         . .  . .  . 1 .  . .  1 .  .  .  .  1  .  . . . 1 . . . 1 . . . .  .  . .  .  . . . . . 1  1 . . . 1  . . .  .  . .  1 #> USP49         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP5          1 .  . .  2 1 .  . 1  . .  .  .  1  1  1  1 . . . 1 2 1 . 1 . . .  .  . 1  .  . . . . . .  3 . . . .  . . .  .  2 .  1 #> USP50         . .  1 .  . 1 1  1 .  1 .  .  .  .  .  .  . . . . . . . . . . . .  1  . 1  .  . . . 1 1 .  . . . . .  . . .  .  . .  . #> USP51         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . 1 . . 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> USP53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP54         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  . #> USP6          . .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> USP6NL        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP7          1 .  . .  . . 1  . .  . .  .  .  .  .  .  . . 1 1 . . . . . . . .  1  . .  1  . . . 1 . .  . 1 . . .  . . 1  1  . .  . #> USP8          . .  . .  . 1 1  . 1  1 .  .  .  .  2  .  1 . . . . . . 1 . . 1 .  .  . 1  .  . . . . . .  1 . . . 1  1 . .  .  . .  . #> USP9X         . .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  1  . 1  . #> USPL1         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . 1  1 #> UTP14A        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . 1 .  .  . .  2  . . . . 1 .  . . . . .  . . .  .  1 .  . #> UTP14C        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . 1 .  .  . .  2  . . . . 1 .  . . . . .  . . .  .  1 .  . #> UTP15         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UTP18         1 .  . 1  . . 1  1 .  1 .  .  .  .  .  .  1 1 1 . . . . . . . 1 2  2  1 .  .  . 1 . . . .  . 2 . . .  . . 1  .  . 1  . #> UTP20         1 .  . .  . . .  . 1  . .  .  .  .  .  2  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UTP23         . .  2 .  . 1 .  . .  . .  1  .  .  2  1  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UTP3          1 .  . 1  1 . 3  1 .  . .  4  .  1  1  3  1 . . . . 1 1 . 2 1 . .  1  . 2  1  . . . . 1 1  2 . 1 1 2  . 1 2  .  2 .  1 #> UTP6          . .  . 1  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> UTRN          . .  1 .  . . .  . .  . .  .  .  1  .  .  1 . . 1 . . . . . . 1 1  .  . .  .  . . . 1 . .  . . . . .  . . .  .  1 .  . #> UTY           . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UVRAG         . .  . .  . 1 .  . .  . .  .  .  2  .  .  . . . . . 1 . . . . . .  .  1 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> UVSSA         . .  . .  . . .  . .  . .  .  .  .  1  2  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> UXS1          1 .  . .  . . .  . .  . .  .  .  .  .  2  . . . . 1 . 1 . 1 . . .  .  . .  .  1 . . . . .  1 . . 2 .  . . .  .  . .  . #> UXT           . .  2 .  . . .  . .  1 2  .  .  .  .  .  1 . . . . . . 1 . 1 1 .  .  . .  .  . . 1 2 1 1  2 . . . .  . . .  .  . .  . #> VAC14         1 .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAMP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> VAMP2         . 1  . .  . 1 .  . 2  2 1  1  .  .  .  1  . . . 3 . 1 2 3 1 1 2 .  2  . .  1  2 1 2 . . .  2 . . 1 1  . 1 3  1  . .  1 #> VAMP3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VAMP4         . .  1 .  . . .  . .  . .  .  .  .  .  .  2 . . . 1 . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VAMP5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAMP8         4 .  3 1  . 4 2  . 4  1 4  2  4  .  7  4  . . 3 1 2 2 . 1 1 1 2 3  4  1 4  3  1 . 1 3 2 8  1 5 3 . 1  . 1 1  4  4 4  6 #> VANGL1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 2  .  1 . . . . 1  . . . . .  . . .  .  . .  . #> VANGL2        . 1  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . . . . . . . 1  .  . .  .  . . . 1 1 .  . . . . .  . . .  .  . .  . #> VAPA          6 2  4 2  3 1 1  5 3  3 2  .  .  3  3  3  2 2 3 2 . 3 . 4 1 . 2 .  5  1 .  .  2 1 2 3 1 2  4 2 . 1 .  1 1 3  3  3 1  2 #> VAPB          2 2  2 2  . . .  1 1  1 .  .  .  .  2  .  . . 1 . 1 2 3 1 1 3 1 .  1  . .  1  1 1 . 2 1 2  1 . 5 . 1  . 1 .  .  . 1  1 #> VARS1         . .  4 .  . . .  . .  2 .  .  .  .  1  1  . . 1 . . . 1 . . . . .  .  . .  .  1 . . 1 2 2  1 1 . . .  . . .  1  . .  3 #> VARS2         . .  1 .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASH1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASH2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASP          1 2  2 .  1 1 .  3 .  1 6  3  2  2  1  2  . 2 1 2 2 . . 1 8 4 2 3  3  . 2  3  5 1 1 1 2 1  1 2 . 3 2  1 1 2  .  1 1  3 #> VAT1          1 .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 1  .  . 1 . 1 . 1  . . . . .  . . .  .  1 .  1 #> VAT1L         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . 1  .  . .  .  . . 1 . . .  1 . . . .  1 . .  .  . .  . #> VAV1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAV2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAV3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VBP1          1 3  2 .  1 1 .  . 3  1 3  1  1  2  1  1  1 . 1 3 2 1 4 2 2 3 . .  3  3 .  2  1 3 1 1 . 1  4 1 3 1 4  3 . 2  1  2 2  2 #> VCAM1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCAN          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCL           . .  . .  . 1 .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCP           3 2  3 3  4 2 2  3 .  1 2  5  3  2  1  4  5 4 . 2 1 8 2 6 6 1 3 2  3  3 1  4  3 3 1 8 4 4  9 3 1 1 3  1 2 1  3  3 1  3 #> VCPIP1        . .  . .  . . .  . .  1 1  .  .  .  .  .  . 1 1 . . 1 . . . . . .  2  1 .  .  . . . . . .  . . 1 . 1  . . 1  .  . .  1 #> VCPKMT        2 .  . 1  . . .  2 .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VDAC1         4 1  5 2  2 2 .  2 2  4 1  .  1  .  2  5  3 . 1 1 2 . . . 1 1 1 1  1  1 .  .  1 2 . 2 . 3  . . 3 3 1  1 1 4  2  2 1  4 #> VDAC2         3 2  7 3  4 . .  6 1  3 3  2  3  5  2  5  6 1 3 2 4 1 2 . 1 2 1 2  5  4 2  5  4 1 2 4 2 1  7 3 5 6 1  1 1 1  3  4 .  2 #> VDAC3         4 2  8 .  2 2 2  4 1  4 2  2  2  4  3  6  1 3 1 2 1 2 2 5 1 4 3 1  3  4 2  2  3 2 2 3 1 2  2 . 1 2 2  2 . 2  1  1 4  3 #> VDR           . 2  . 1  . . .  . .  1 .  .  .  .  .  .  . . . . . 3 . . . . . .  1  . .  .  2 . . . . .  . . 1 . .  1 1 .  .  . .  . #> VEGFA         1 .  1 .  . 2 .  . .  . .  .  1  .  .  1  . . . . . 1 . 1 . . . .  .  . .  .  . . . . . .  1 1 . 1 .  . . .  .  . .  . #> VEGFB         . .  . .  . 1 .  . .  . .  .  .  1  .  .  1 . . . . . . 1 . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> VEGFC         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VEPH1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VEZF1         . .  2 1  . 1 .  . .  . .  .  .  1  1  2  . . . . . . . 2 . . . 1  .  . .  1  . 1 . . . .  1 . . 1 .  1 . 1  1  1 .  . #> VEZT          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGF           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . 2 . . .  . . .  .  . .  . #> VGLL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGLL2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGLL4         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . 2 .  .  . .  .  . . . . . 2  . . . 2 .  1 . 1  .  2 .  . #> VHL           . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VHLL          . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIL1          . .  . .  . . .  1 .  . .  .  1  .  .  .  . . . . . . . . 3 1 . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> VILL          1 .  2 .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIM           4 . 12 .  5 6 .  1 .  5 .  .  .  . 16 14  . . 2 . . . . . . . 7 1  .  . 4  2  1 2 . . . 6  . . 3 7 .  . . 1  2  2 2  8 #> VIPAS39       . .  . 2  . 1 .  1 .  . .  .  .  .  .  .  . 2 . . 1 . . . . . . .  .  . 1  2  . . 2 . 2 .  1 . . 1 .  . . .  1  1 .  . #> VIPR1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIPR2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VKORC1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VKORC1L1      . .  1 .  . . .  . .  . .  .  .  .  1  .  1 . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> VLDLR         . .  . .  . . 1  . .  1 .  .  .  .  .  .  . 1 . . . . . 1 . . . .  .  . 1  .  1 . . . 1 .  . . . . .  . . .  .  2 .  . #> VMA21         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VMAC          . .  . .  . . .  1 1  . .  1  1  .  .  .  . . . . . 1 . 4 . . . .  1  . .  .  . . 1 2 . 1  . 1 . . .  . . .  .  . .  1 #> VMP1          1 .  1 1  1 . 1  . .  . .  .  1  .  1  4  . . 2 . . 1 . . . . 2 2  .  1 .  2  . . . . . 1  . . . . 4  . . .  .  1 .  2 #> VN1R5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VNN1          3 .  . .  . 1 .  . .  . .  .  .  .  1  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . 1 .  . 1 .  .  . .  . #> VOPP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPREB1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> VPS11         . .  . .  . 2 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  1 1 . . .  1 . .  .  . .  . #> VPS13A        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS13B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . 1 . 1 . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> VPS13C        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS13D        . .  . 1  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . 1 .  . . .  .  . .  . #> VPS16         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . 1 .  .  1 .  .  . . . 1 . .  . . . . .  . 1 .  .  . .  . #> VPS18         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VPS25         . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS26A        . 1  . .  1 1 .  . .  . .  .  1  .  .  2  . . 1 . 1 . . . 1 . . .  1  . .  .  1 . 1 . . .  . . . . .  . . .  .  . .  2 #> VPS26B        . .  1 .  . . .  . .  . .  1  .  .  1  .  . . . . . 1 3 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS29         2 .  1 2  1 1 1  1 1  1 2  1  1  .  1  1  4 . 1 3 . . . 1 2 . 2 1  .  1 1  .  2 . 1 4 2 1  1 1 . . .  . 1 2  3  1 3  . #> VPS33A        . .  . .  1 . .  3 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS33B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS35         . 1  1 1  . . 1  6 7  1 3  1  .  .  .  .  . 1 . 1 . 1 . 1 2 1 . 2  4  . 1  .  1 1 . . . .  3 2 1 . .  . 2 1  .  . .  2 #> VPS36         2 .  4 1  . . 1  . .  1 .  1  1  1  1  1  1 . . . . 2 . . . . 3 .  .  2 1  .  1 1 . 1 . .  2 . . 3 .  . 3 1  .  . .  2 #> VPS37A        . 3  . 1  . . .  1 .  . .  .  1  .  1  .  . 1 . 2 . . 4 . 1 . . 1  1  1 .  1  1 1 . . . .  1 1 2 . 3  . 1 .  2  2 1  . #> VPS37B        3 .  1 .  . 1 .  . .  . .  3  1  1  .  .  . 2 1 . . . 1 1 . 1 . .  .  . 1  .  . . . . 1 .  1 . . . .  . . 1  .  . 1  1 #> VPS37C        . .  . .  . . .  . .  . .  .  .  .  .  1  . 1 . . . . . . . . 1 .  .  . .  .  . . . 2 . .  . . . . .  . . .  .  . .  . #> VPS37D        . .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS39         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  . #> VPS41         . .  . .  . 1 1  . 1  . 1  .  .  .  1  .  1 . . . . . . . . . . .  1  1 1  1  1 1 1 1 . 1  . 1 . . .  . . .  1  2 .  1 #> VPS45         . .  1 .  1 . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  1  . . . 1 . .  . 1 . . .  . . .  .  . 1  . #> VPS4A         2 .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . 1 . . .  .  1 .  .  . . . 1 . 1  . . . 2 .  . . 1  .  . .  . #> VPS4B         . .  1 .  . . .  . 1  . 1  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VPS50         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  1  . .  . #> VPS51         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> VPS52         . .  1 .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  . 1 . 1 . .  . . . . .  . . .  1  . .  . #> VPS53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 1 . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS54         . .  . .  1 . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  1  1 . . . . .  . . . 1 .  . . .  .  . .  . #> VPS72         . 2  1 4  2 2 2  1 2  1 .  1  1  2  1  3  . . 2 2 2 2 . 1 1 . 1 1  .  1 3  2  2 1 2 . 1 .  3 1 . . .  1 1 .  1  . 1  2 #> VPS8          . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . 1 . 2 . . . .  1  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> VPS9D1        . .  . .  1 . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . 1 . . .  . . .  .  . .  1 #> VRK1          . .  2 .  . 1 .  1 .  . .  .  1  .  2  1  . . . . . . . . . 1 . .  .  . .  .  1 . . . . .  . . . 1 .  1 . .  .  . .  1 #> VRK2          . .  1 .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VRK3          . .  2 .  1 2 .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . 1 . 1 . .  . . . 1 .  . 1 .  .  . 1  . #> VSIG1         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG10        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG10L       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG8         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIR          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSNL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2L        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VTA1          1 2  . 1  1 . 1  2 .  . .  .  .  2  1  2  1 . . . 1 . . . . . . 1  2  . 1  2  2 . 1 . . .  2 . 1 . .  . 1 1  2  1 .  1 #> VTCN1         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VTI1A         . .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VTI1B         1 1  1 .  2 . 2  2 1  . .  3  1  .  1  2  . . . 1 1 . . . . 1 . .  2  . .  .  . . 1 3 2 .  4 . 1 1 .  . . .  .  . 1  1 #> VTN           . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . .  . 1 . . .  . . .  .  . .  . #> VWA1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 3 . . . .  . . . . .  . . .  .  . .  . #> VWA2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA3B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA5A         . .  . 1  . 1 .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . 1  1  . .  .  . . . . . .  . . . . .  . 1 .  .  . .  . #> VWA5B1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA5B2        . 1  . 1  . . 1  1 .  2 2  1  2  .  .  .  . 2 . 1 . 3 . . 3 1 . .  1  1 .  .  1 1 . . 1 .  1 . 1 . 1  4 1 3  .  . .  . #> VWA8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWC2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWCE          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WAC           . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WAPL          2 1  1 1  2 1 1  . .  . .  .  .  1  .  1  1 . 2 1 . . 1 . . . . 3  .  . 2  1  3 1 . . . 2  2 . 2 1 .  1 . .  1  1 .  2 #> WARS1         . .  1 .  . . 1  2 3  1 .  .  .  .  .  1  1 . . 1 . . . . . . . .  .  1 .  1  1 . . 1 . .  . 3 . . .  . 1 .  .  . .  . #> WARS2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WASF1         . 1  . .  . . .  . .  . .  .  1  1  .  1  . . . . . 1 . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . 2  .  . .  . #> WASF2         1 .  . .  . 1 2  . .  1 .  .  1  2  1  1  . . . . . 1 . . 2 . . .  .  1 .  .  . 1 . 1 . .  . . . . .  1 . .  .  1 .  . #> WASF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WASL          . .  1 .  . . .  . .  . 1  .  1  1  .  1  . 1 . 2 2 . 1 . 1 . . .  1  1 1  2  . 1 1 1 . 1  1 . . 1 .  . 1 .  .  . .  1 #> WBP1          1 .  2 1  . 1 1  2 .  . .  .  .  .  1  2  . 1 1 . . 1 . 2 . 1 3 .  1  . .  1  1 . . 2 1 2  . 1 . 2 3  . . .  1  5 .  1 #> WBP1L         . .  1 1  . 1 .  . 1  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  1 .  .  1 . . . . 1  . . . . .  . . .  1  . .  1 #> WBP2          1 .  3 4  1 . 1  . .  . .  .  .  1  .  .  2 1 1 . . . 1 . 2 1 1 2  .  1 1  2  . . . 2 2 .  1 1 . . .  3 1 .  .  1 .  1 #> WBP4          4 .  1 .  . . 1  1 .  . .  .  .  .  2  .  . . . . 1 1 4 1 . . 1 3  1  1 .  1  . . . . 3 .  1 . . 3 .  1 1 .  1  . .  . #> WDFY1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . 1  .  1 . . . . .  . . . 1 1  . . .  .  . .  . #> WDFY3         . 1  . .  . 1 .  . .  . .  .  .  .  1  .  . . . . 1 . . . 1 . 1 .  1  . 1  .  . . . . . .  . 1 . . .  . . .  1  . .  . #> WDHD1         . .  1 .  . . .  . 1  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDPCP         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> WDR1          . .  1 .  . 1 1  . 1  1 2  1  .  2  1  .  1 . . . 1 . . . 4 . 1 .  .  . .  .  2 2 . 2 . .  . 2 . 1 1  . . 1  1  . 1  1 #> WDR11         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> WDR12         . .  . .  . . .  . .  . .  .  .  .  .  1  . . 1 . . . . . . . . .  .  . 1  .  . . . . . .  . . 1 . .  . . .  .  . .  1 #> WDR13         1 .  1 .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> WDR18         . .  2 .  1 1 .  1 .  . 1  .  1  1  .  1  1 1 . 1 1 . . . 2 . . 1  1  . .  .  . . . . . .  1 1 1 . .  . 1 .  .  1 2  2 #> WDR19         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR20         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR24         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR25         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR26         1 1  1 .  . . .  1 .  . .  .  .  1  .  1  . . . 1 . . . . . . 2 1  1  . .  .  . . 1 . . .  2 1 . . .  1 . .  .  . 1  1 #> WDR3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR31         1 .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR33         . .  . .  2 . .  . .  1 .  1  .  .  .  1  . . 1 1 . . 1 1 . . . .  1  . .  .  . . . . . .  1 . 1 . .  . . .  .  . 1  . #> WDR35         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR36         . .  . .  . . .  . .  . 1  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR37         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR4          . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  1 .  . #> WDR41         . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 1 . . . 2 . . . . .  .  . 1  .  . . . 1 . .  . . . 1 1  1 . .  .  . .  . #> WDR43         1 1  . .  3 . .  . .  . 1  .  .  1  .  .  . . . . 2 2 1 . . . 1 .  .  . .  .  . . . 1 . .  . . . . .  . . 1  .  . .  . #> WDR44         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR45         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR45B        . 1  . .  . . .  1 1  1 1  .  1  .  .  1  . . . 1 . . 1 . 1 1 1 .  1  . .  .  . 1 2 1 . 1  1 . . . 1  . . 1  .  . .  2 #> WDR46         1 .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  2 1 . 1 . .  . . . . .  1 . 1  .  1 .  . #> WDR47         . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> WDR48         . .  . .  1 . .  1 .  . .  .  .  .  .  .  1 . . 1 . 2 . . 1 . . .  .  2 .  .  1 . 1 . . .  . . 1 . .  . . .  .  . .  . #> WDR49         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR5          . 1  . .  . . .  . 1  . .  .  .  1  2  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  1 . .  .  . 2  . #> WDR53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  1 . . . . .  . 1 . . .  . . .  .  . 1  . #> WDR54         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  1 .  . #> WDR55         . .  1 .  . 1 1  . .  . 2  .  .  .  .  3  1 . . . . . 1 . . . . .  .  . 2  1  . . . . . .  1 . . . .  . . .  .  . .  1 #> WDR59         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR5B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR6          . 2  . 1  . 2 .  1 2  1 .  .  .  2  .  1  . 2 . 2 1 2 1 1 1 . 2 2  1  . 1  .  . . . 1 . .  5 1 . . 2  . . 1  1  1 1  . #> WDR61         . 1  1 .  2 . .  . 2  1 .  1  .  1  .  1  1 1 . 3 . . . . 2 1 3 .  1  . .  1  . . . 3 . 1  . . . . .  1 . 1  .  . 1  1 #> WDR62         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> WDR7          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR70         . .  . .  1 . .  . .  . .  .  .  .  .  2  . . . . . . . . . . . .  .  . 1  .  . . . . 1 .  . . 1 . .  . . .  .  . .  . #> WDR72         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR73         . .  1 .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . 1 . . .  .  . 1  .  . . 1 . 2 .  . . . 1 .  . . .  1  . .  1 #> WDR74         . .  1 .  . 1 .  1 .  . .  1  .  .  .  .  . . . . . . . 1 1 1 . 1  .  . .  .  . . 1 . . .  . . . 1 .  . . 1  1  . .  . #> WDR75         1 .  2 .  . 1 .  . .  . .  2  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> WDR76         . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> WDR77         . 1  . .  . . .  . .  . .  .  .  .  .  1  1 . . . . 1 . . 1 1 . 1  1  . .  .  . . . . . .  1 . . . 1  . . 1  .  . .  . #> WDR81         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR82         1 .  . .  . . .  . .  . .  1  2  .  .  1  . . . . 1 . . . 1 . 1 .  .  . .  1  . . . . . 1  . . . . .  . . .  .  1 .  . #> WDR83         . 1  . .  1 . .  . .  . .  .  1  .  .  1  . 1 . 1 2 1 . . . 1 . .  2  . .  2  . . 1 1 1 .  2 . . . .  . 1 .  1  . .  . #> WDR83OS       2 1  3 3  1 1 1  1 2  2 1  1  .  1  3  .  1 2 . 1 1 1 2 1 . 1 . .  2  1 1  2  1 2 1 3 1 1  4 2 1 1 2  . . 1  1  3 .  1 #> WDR86         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR89         . .  2 2  . 3 .  . 1  1 1  .  1  1  1  .  . . . . 2 . 1 2 2 2 3 1  1  2 .  1  . . 1 1 . 4  1 3 . 3 2  1 1 1  1  4 .  2 #> WDR90         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR91         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR92         . .  . .  1 1 .  2 .  . .  .  1  .  .  .  . . . . . . . . . 1 . .  .  1 1  .  . . . . . .  1 . 1 . .  . . .  .  . 1  . #> WDR93         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDSUB1        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . 1 1  .  . .  .  . . 1 . . .  . . . . .  . 1 1  2  . .  . #> WDTC1         . .  . .  . . 2  . .  . .  .  .  .  1  .  . . 1 1 . . . 1 . . . .  .  1 .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> WEE1          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WEE2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC10A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC13        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC2        10 . 10 .  6 3 .  . .  . 1  .  .  .  5  7  . . 4 1 . . . . . . 8 .  .  1 4  3  . . 2 . 1 3  1 . . 1 4  1 . .  .  3 .  7 #> WFDC3         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC9         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFIKKN1       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFIKKN2       1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> WFS1          . .  . .  . . .  1 1  . .  1  1  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . 1 . 1 . .  1 1 . . .  . 1 1  .  . .  . #> WHAMM         . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WHRN          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIF1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> WIPF1         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIPF2         . .  . .  . . .  . .  . .  .  .  .  .  2  . . 1 . . . . . . 1 . .  .  . .  .  . . . . . .  3 . . . .  . . .  .  . .  . #> WIPF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIPI1         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . 1 . . 2 . . . .  1  . .  .  . . . 1 . .  2 2 . . .  . . .  .  . .  . #> WIPI2         . 1  . .  . 1 1  . .  1 .  .  .  .  .  .  . . 1 2 . 1 . . 1 . . .  1  . .  .  . . . . 1 1  1 . 1 . .  . . 1  .  . .  . #> WIZ           2 .  . .  1 . .  1 .  . .  .  1  .  .  .  . . 1 . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> WLS           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNK1          . .  . .  . 1 .  . .  . .  .  .  .  .  .  1 . . . 1 . . . . 1 . 1  1  1 .  .  . . . 1 . 1  2 . . 1 .  . . 1  .  . 1  . #> WNK2          . .  . .  1 . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . 1 1 .  . . . . .  1 . .  .  . .  . #> WNK3          . .  1 .  . . .  . .  . .  .  .  4  .  .  . . . . . . . . . . . 1  .  . .  .  . . 1 . . 1  . . . . .  . . .  .  . .  . #> WNK4          . 1  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> WNT10B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT11         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT3          . 1  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> WNT4          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT5A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT5B         . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT7B         2 .  3 .  1 . .  . .  . .  .  .  .  .  3  . . . . . . . . . . 1 .  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  1 #> WNT9A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT9B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WRAP53        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> WRAP73        . .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . . . . . 2 1 .  .  . 1  .  . . . 1 1 .  . . . 1 .  . . .  .  . .  . #> WRN           . .  . .  . . .  . .  . .  .  .  .  1  .  . 1 . . . . . . 1 . . .  .  1 .  1  . . . . . .  . . . . .  . . .  .  . .  . #> WRNIP1        . .  1 .  1 . 1  . .  . .  .  .  .  .  1  . . . 1 . . 1 . . . . .  1  1 .  .  . 1 . . . 1  . 1 . 1 .  . . .  .  . .  . #> WSB1          . .  2 .  1 . 2  . .  . .  .  .  .  .  .  . 1 1 . 1 . . . 1 . 3 1  .  . 1  .  . . 2 . . 1  . . . . .  . . .  .  2 .  . #> WSB2          . .  1 .  . . .  2 .  1 .  .  .  .  .  1  . . 1 . . 1 1 . . . . 1  1  . .  .  2 . . 1 . .  . 3 . . 1  . 1 .  .  . .  1 #> WSCD1         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> WTAP          . 1  2 .  . . .  1 .  . .  .  1  1  .  .  . . 1 . . . . . . . . 1  .  . .  .  . . 1 . . .  . . . . 2  . . .  .  . .  . #> WTIP          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  1  . . . . . .  . . 1 . .  . . .  .  . .  . #> WWC1          1 .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 3 .  . . .  .  . .  1 #> WWC2          1 .  . .  . . .  . 1  . .  .  .  .  1  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> WWOX          . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 1 . .  . . 1 . .  . 1 .  .  . .  . #> WWP1          . .  . 2  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . 1  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  . #> WWP2          . .  1 .  . . .  . 1  . .  1  .  .  1  .  . . 1 . . . 1 . . . . .  .  . .  .  . . . . . .  1 . . . 2  . . .  2  . .  . #> WWTR1         1 .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XAB2          . .  . .  . . 1  . 1  . .  1  .  .  1  .  . . . . . . 1 . . . . .  1  1 .  .  . . . . . 2  1 . 1 . .  . . .  .  . .  1 #> XAF1          . .  . .  . 2 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> XBP1          1 .  2 .  . . .  3 .  1 .  .  2  .  .  .  . . . . 2 1 1 . . . . 2  1  . .  .  . 1 1 6 2 .  2 3 1 2 .  . . 1  .  . 2  1 #> XDH           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XIAP          . .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  1  . .  .  . . . 1 . .  . . 1 1 .  . . .  .  . .  1 #> XK            . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  . #> XKR5          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR7          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR9          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPA           . .  2 .  . . .  2 .  . .  .  1  .  .  .  . 2 . 1 . . . . . . 1 .  .  . .  .  . 1 . . . .  3 . 1 . 1  . . .  .  . .  . #> XPC           . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> XPNPEP1       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> XPNPEP2       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPNPEP3       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  1  . .  . #> XPO1          . .  . .  . . 1  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  1  1 . . . 1 .  1 . . . .  . 1 .  1  . .  . #> XPO4          1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPO5          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPO6          . .  1 .  . 1 .  . .  . .  .  2  1  .  .  . . . . . . . . . . . .  .  . .  .  1 1 . . . .  1 . 1 1 .  . . .  1  1 .  . #> XPO7          . .  1 .  1 1 .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . 1 .  .  1 1  1  . . . . . .  1 . . 1 .  . . .  .  1 1  . #> XPOT          1 1  . .  . . .  . .  . .  .  .  1  .  .  1 1 . . 1 1 . . . 1 . .  .  . 1  .  . . . . . .  . . . . .  . . 1  .  . .  . #> XPR1          . .  . .  . . .  2 .  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  . 1  .  1 1 . . . .  1 . . . 1  . . .  .  1 .  . #> XRCC1         1 .  2 .  1 . .  1 .  . .  1  2  1  .  2  3 . 1 . . . . . . . 2 .  .  . .  .  . 2 1 . 1 .  . . 1 1 .  2 . 1  .  . .  1 #> XRCC2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC3         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> XRCC5         . .  . 1  1 1 .  1 .  . .  .  .  .  1  .  1 . . . . . 1 1 . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC6         2 .  . .  . . .  . .  1 .  .  .  .  .  .  1 . . . . 1 . . . . 1 1  .  . .  .  . . . . . .  . 1 . 3 .  . . .  1  1 .  . #> XRN1          . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRN2          . .  2 .  . 3 2  . .  . .  .  .  .  .  1  . . . 3 1 1 1 . . 1 1 .  .  2 1  .  . . . 1 . 2  1 1 . . 3  . . 1  1  1 1  . #> XRRA1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XXYLT1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XYLB          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> XYLT1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XYLT2         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> YAE1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . 1 . .  .  . .  .  . . 1 . 1 .  . 1 . . .  . . .  .  . .  . #> YAF2          . 3  1 .  1 . .  1 1  1 .  2  .  .  1  .  . . . 2 1 1 3 1 2 2 1 .  2  2 1  .  1 2 2 1 . 1  2 1 1 1 1  . . 1  2  . .  1 #> YAP1          1 .  1 .  . 1 .  . .  . .  .  .  .  .  1  . . 1 . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> YARS1         . .  1 .  . . .  1 .  . .  .  .  .  .  1  1 . . 1 . . . 2 . 1 . .  .  . .  .  . . . . 1 .  . . . . 1  . . .  1  . .  . #> YARS2         1 .  1 .  1 . .  . .  . .  .  .  .  .  .  1 1 . . . 1 1 . . . . .  .  . 1  .  . . . . 1 .  . . . . .  . . .  .  . .  1 #> YBEY          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YBX2          . .  . .  . . .  . .  1 .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YBX3          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . 1 . .  2  . .  .  . . . . . 1  1 . 1 . .  . . .  .  . .  . #> YDJC          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YEATS2        . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 1 .  . . .  .  . .  . #> YEATS4        1 .  2 .  1 . .  1 2  . 1  1  1  .  .  1  1 . . 1 1 2 . . . . . .  1  3 .  1  1 1 . . 1 4  . . . 1 1  . . 1  .  . 2  2 #> YES1          . .  . .  . . .  . .  . 1  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> YIF1A         1 1  1 .  1 1 2  . 1  . .  1  .  1  .  1  1 . . 1 . 1 . . 2 . 1 .  1  2 .  2  1 . 1 4 . 1  1 . . . .  1 1 .  .  . .  . #> YIF1B         1 .  1 .  . 2 .  2 .  . .  .  .  .  .  3  . . . . 1 1 1 2 1 . . .  1  1 .  .  . 1 . 1 . .  1 2 . . .  . . .  .  . 1  . #> YIPF1         . .  . .  1 . .  1 1  1 .  1  .  1  .  1  1 1 . . . . . 2 . . . .  1  1 .  .  . . . . . .  . 2 . . .  1 . .  1  . .  . #> YIPF2         . .  . .  . 1 1  2 1  . 1  .  .  .  .  1  . . 1 . . 1 . 1 . . . 1  1  4 .  .  . . . . . 1  . . 2 . .  1 1 .  .  . 1  1 #> YIPF3         . .  . .  . 1 5  1 1  1 .  1  1  1  2  1  . 1 1 1 1 . . . 2 1 1 1  2  3 .  .  . 1 . 1 1 .  . . . 2 3  2 2 1  .  . .  . #> YIPF4         1 2  1 1  2 1 4  2 1  1 2  1  2  1  1  2  3 . . 5 1 3 2 2 3 . 3 .  .  3 .  7  3 1 2 2 . .  3 1 1 2 5  1 1 4  3  1 1  1 #> YIPF5         2 2  1 2  . 1 2  3 .  2 .  1  .  1  1  1  1 1 1 . . 1 1 3 . . 1 .  1  . .  1  2 1 1 . . 1  1 . . . .  1 3 .  1  . 1  1 #> YIPF6         . .  1 .  . . .  2 .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> YKT6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 2 . . . . .  .  1 1  1  1 . 1 . . .  . . . 1 .  . . .  .  1 1  1 #> YLPM1         . 1  1 .  . . .  . .  . .  .  1  .  2  1  . . . . . 1 . . . 1 . .  1  . 2  .  . . . . 2 .  . . . . 2  . . .  1  . .  . #> YME1L1        1 .  3 .  . . .  . .  1 .  3  .  .  .  .  1 1 1 . . . . . 1 . 1 .  1  1 .  1  . . . 1 . .  . . . . 1  . 2 .  .  . 1  . #> YOD1          . .  . .  . . .  1 .  . .  .  .  1  .  .  . . 1 . . 1 . . . . 1 .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> YPEL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YPEL2         . .  . .  . . .  1 .  1 .  .  .  2  .  .  1 . . . . . . . 1 . . .  1  3 .  .  1 . . . . .  . . . . 2  . . .  .  1 .  1 #> YPEL3         . 6  . 2  . 1 3  3 1  5 4  2  5  1  2  .  1 8 . 4 5 2 5 . 8 1 . 3  7  4 .  2  3 3 2 1 5 .  2 1 4 . 6  1 1 4  3  4 2  1 #> YPEL4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YPEL5         . .  . .  . . .  1 .  . .  .  .  .  .  .  1 . . 1 1 . . 1 1 1 . 1  .  1 .  .  . 1 . . . .  . . 1 . .  1 . .  .  . .  . #> YRDC          . 1  2 .  2 . .  1 .  1 .  .  .  1  .  1  5 . . . 1 1 . . . . 1 1  1  . .  .  1 2 2 . . 3  . . 2 1 1  2 1 .  1  . .  1 #> YTHDC1        . .  . 1  . . .  . .  . .  .  .  1  .  2  1 . . . . 2 . . . . . .  .  . .  2  1 . 1 . 1 1  . . . . .  2 . .  1  . 1  . #> YTHDC2        . .  . .  . . .  1 .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YTHDF1        . .  . .  1 . 1  . 1  1 .  .  2  .  .  1  1 . . . . 1 . 1 . . 1 .  .  . 1  1  . . . 1 1 .  1 1 . 2 .  . 1 .  .  1 .  . #> YTHDF2        . 2  3 1  1 . .  1 1  . .  .  4  2  1  2  . 1 . 1 . . . . . 1 1 .  .  1 1  1  3 . 1 2 . 1  2 . 1 . .  2 2 1  1  . .  1 #> YTHDF3        . .  . .  1 1 .  . .  . .  1  .  .  .  .  . 1 . . . 1 . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> YWHAB         3 1  4 2  1 1 1  1 5  2 1  1  1  3  .  2  3 1 1 3 1 2 3 2 4 1 . 2  1  3 4  2  1 1 2 1 2 1  1 4 . 3 .  2 . 2  .  3 2  4 #> YWHAE        10 4 11 5  6 7 2 11 5 10 4 11 10  7  9 14 12 6 3 9 4 5 7 7 5 8 5 5 10 14 4 10 12 8 2 9 6 7 18 6 5 6 5 10 1 7 11 12 4 14 #> YWHAG         . .  1 1  . . .  2 1  1 .  .  1  .  .  2  . . . . . . 1 1 1 2 . 2  1  . .  .  1 1 . 2 1 .  2 . . . 1  2 1 .  .  . .  . #> YWHAH         5 3  5 3  2 3 3  4 2  5 4  1  .  2  2  6  2 1 2 1 1 1 1 1 2 1 2 2  1  2 .  1  2 2 1 4 1 1  4 2 1 1 1  1 2 1  2  . 6  1 #> YWHAQ         9 6  6 4 12 4 1 15 6  3 3  3  9  9  3  8  2 6 4 1 1 6 3 7 1 4 4 .  7 10 8  5  2 5 5 5 3 7  4 5 4 7 3  2 3 5  5  2 2  8 #> YWHAZ         3 1  . 1  . . .  1 1  1 .  2  .  1  1  2  2 . . . 1 . 2 1 1 . . 4  2  1 2  3  . 1 1 1 . 1  1 . 1 . .  . . 1  2  . 2  2 #> YY1           . 1  1 .  . . .  . 1  3 1  .  .  .  1  1  . . . 1 . . 2 1 . . 1 2  1  1 .  1  3 2 1 2 . 1  1 1 1 1 1  . 1 .  1  1 .  1 #> YY1AP1        . .  1 .  . . .  4 .  . .  .  2  .  2  2  1 . . 1 . . . . . . . .  .  . .  .  . . . . 1 .  1 . . 1 1  1 . .  .  . .  . #> Z82190.2      1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> Z83844.1      . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> Z84488.1      . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZADH2         . .  1 1  . . .  . 1  . .  .  .  2  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZAP70         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZAR1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZAR1L         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBED3         . .  1 .  . 2 .  . 2  . .  1  .  .  .  .  . . 1 . 1 . 1 . 1 . 1 .  .  1 .  .  1 . . . . .  . 2 . . .  1 . 1  .  1 2  . #> ZBED4         . .  1 .  . . .  . .  . .  .  1  .  1  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . 1 .  . . 1  .  1 .  . #> ZBED9         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZBP1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB1         . .  . .  . . 1  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZBTB10        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . 3 . .  . . . . .  . . .  1  . .  . #> ZBTB11        1 1  . .  . . .  1 .  . 1  .  2  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . 1 .  . . .  .  . .  1 #> ZBTB12        . .  . .  . 1 .  . .  1 .  .  .  .  1  .  . . . . . . 1 . . . 1 .  .  . 1  .  . . . . . .  . . . 1 .  . . .  1  . .  . #> ZBTB14        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZBTB16        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB17        . .  1 1  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB18        . 1  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . . . . .  . 1 . . .  . . .  .  1 .  . #> ZBTB2         . .  1 .  . . .  . 1  . .  .  .  .  .  .  . . . 1 . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB20        1 .  1 1  . 2 .  1 .  3 2  1  .  3  1  4  1 . 2 1 2 3 2 . 2 2 1 5  2 11 2  2  2 . . 6 . 4  3 2 3 1 .  2 3 5  6  1 2  . #> ZBTB21        . .  1 .  . . .  . .  . .  1  .  .  .  2  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB24        . .  . .  . . .  . .  . .  .  .  .  .  1  2 . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  1 #> ZBTB25        . .  . .  1 . .  1 .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . 1 . .  . . .  1  . 1  1 #> ZBTB26        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB32        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB33        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . 1  1 . 1 . .  . . .  .  . .  . #> ZBTB34        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZBTB37        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZBTB38        . .  2 .  . 1 .  . 1  . .  .  .  .  .  1  . . . . . . . . . . 1 .  1  . .  .  . . . . . 1  . . . . .  . . .  2  . 1  1 #> ZBTB39        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZBTB40        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB41        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 1 . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZBTB42        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB43        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  1 . 1  .  1 .  . #> ZBTB44        . .  1 .  . . .  . .  1 .  .  .  1  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB45        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . 1 . . . . . . .  .  . .  .  1 . . 1 . .  . . . . .  . . .  .  . .  . #> ZBTB46        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB47        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB48        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB49        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> ZBTB5         . .  1 .  . . .  . .  . .  .  .  1  .  1  . . . . . 1 . . . . . .  .  . 1  1  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZBTB6         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB7A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB7B        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  1 . . 2 .  . . .  .  . .  . #> ZBTB7C        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZBTB8A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . 1  . #> ZBTB8B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB8OS       1 .  . .  1 . .  . .  . .  1  .  1  .  .  . 1 . . . . 1 . . . . .  .  2 .  .  1 . . . . .  . . . . 1  1 . .  .  . .  . #> ZC2HC1A       . .  . 1  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . 1 . . . .  . . . 1 .  . . .  .  . .  . #> ZC2HC1C       . .  . .  . . .  . .  1 .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . 1 .  . 1 . . .  . . .  .  . .  . #> ZC3H10        . .  . .  . . .  . .  . .  1  .  1  .  .  . . . . . . 1 . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZC3H11A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H11B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12A       . .  . 1  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12C       . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12D       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H13        . .  1 .  2 . 2  . 1  1 .  .  .  1  1  .  . . . 1 2 . 1 . 1 . 2 .  .  . 1  .  . . 1 . . .  . 2 . . .  . . .  .  3 .  . #> ZC3H14        2 1  1 .  . 4 2  1 1  2 .  .  1  .  1  .  1 . 1 1 2 . . . 2 . . 2  1  1 .  .  2 . 2 1 . .  . 2 1 1 1  1 . 2  .  . 3  1 #> ZC3H15        1 1  . .  1 . 1  1 2  1 .  1  2  .  3  2  1 2 . . . . 1 . 1 3 . 1  .  2 .  1  2 . . . . 2  1 2 1 . 1  . . .  1  2 1  1 #> ZC3H18        2 .  . .  . . 1  . 1  . .  .  1  .  .  2  . 1 . . 1 . . 1 . . 2 1  .  . .  .  1 . . . . .  . . 1 . 2  . 1 .  .  . .  1 #> ZC3H3         . .  . .  . 1 1  2 .  . .  .  1  .  .  .  . . . . . . . 5 . 1 . .  .  . .  .  1 . . . . .  . 2 . . .  . . .  .  . .  . #> ZC3H4         2 .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  1 .  . #> ZC3H6         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . 1 1 . 1  . 1 1  .  . .  . #> ZC3H7A        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  1 .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZC3H7B        . .  . .  1 . .  . 2  . .  .  .  3  .  1  . . . . . 3 . . 1 . . 1  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZC3H8         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . 1 . . . .  . . . . .  1 . .  .  1 .  . #> ZC3HAV1       . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZC3HAV1L      . .  1 .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3HC1        . .  . .  . . .  . .  . .  .  1  .  .  1  . . . . . . . . . . . 2  .  . .  .  . . 1 . . 1  . 1 . . .  . . .  .  . .  1 #> ZC4H2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZCCHC10       1 1  . 1  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC12       . .  . 3  . . .  1 1  3 .  .  .  4  .  .  8 . . . . 1 2 2 . . . 1  1  . .  .  1 2 . 5 . .  2 2 . . .  . 1 .  4  . .  . #> ZCCHC14       . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZCCHC17       1 .  2 1  . 1 .  1 1  1 1  .  1  2  2  3  1 . 1 . . . . 1 . 2 . 3  1  1 1  .  1 1 1 1 . 1  2 . . . .  1 2 .  1  . 1  . #> ZCCHC18       . .  . 3  . . .  1 1  3 .  .  .  4  .  .  8 . . . . 1 2 2 . . . 1  1  . .  .  1 2 . 5 . .  2 2 . . .  . 1 .  4  . .  . #> ZCCHC2        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . 1 . . . .  . . . . 1  . . .  .  . .  . #> ZCCHC24       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC3        . .  1 3  . 1 .  2 1  . .  1  .  2  1  1  2 . . . . 2 . . . . 1 .  1  . .  1  . . 1 . . .  1 . . . .  . . .  .  . .  . #> ZCCHC4        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC7        . .  . .  . 1 .  . .  . .  .  1  .  .  .  1 1 . . . . . . . . 2 .  .  . 1  .  . . . . 1 .  . . . . .  . . .  1  . .  1 #> ZCCHC8        1 1  1 .  . . .  . .  . .  .  .  .  1  1  1 . . . . 1 1 1 . . . 1  .  . .  .  . . . . . .  . . 1 . .  . . .  .  2 .  . #> ZCCHC9        . .  1 .  . . 1  2 .  . .  .  .  3  1  1  . . 2 . 1 . 1 . . . 1 .  1  1 .  1  . . . . . .  . 1 1 . .  . . .  .  . .  1 #> ZCRB1         4 .  6 3  1 2 .  3 1  . 1  1  .  2  1  4  3 . 1 1 2 2 1 1 2 3 3 3  5  8 1  .  . 1 1 1 . 2  4 2 1 2 2  . 1 4  2  2 3  1 #> ZCWPW1        . .  . .  . . .  . .  . .  1  .  .  .  .  . . 1 . . . . . . . 2 .  .  . 1  .  . . . . . .  . . . . 1  . . .  .  1 .  . #> ZDBF2         . .  . 1  . . .  1 1  . 1  .  1  3  .  1  2 . . 2 1 . 4 . 2 . . 2  1  1 .  .  . 2 . 2 . .  1 1 3 . .  1 1 2  .  . .  . #> ZDHHC1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  1  . .  1 #> ZDHHC12       1 .  . 2  . 2 .  1 .  . .  2  .  .  .  1  . 2 . . 1 1 . . . 1 1 .  2  2 .  1  . . 1 . . 1  . 1 . . .  1 . .  1  . .  . #> ZDHHC13       . .  2 1  . . 1  . .  . 1  .  .  .  .  .  . . . . 1 . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC14       . .  . .  . . .  . .  . .  .  .  .  1  .  . . . 1 . . . 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZDHHC15       1 .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC16       . .  . .  2 2 .  . .  . .  1  .  .  .  2  . . . 1 . . . . . . . .  .  1 2  .  . . . . . 1  . 1 . . .  . . 1  .  1 .  1 #> ZDHHC17       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC18       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC2        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC20       . 1  . .  1 . .  1 1  2 1  1  .  .  1  .  . . 1 1 1 . 2 . . 1 . 3  .  . .  .  . 1 . . . .  1 . . . 1  . 1 .  .  . .  3 #> ZDHHC21       . .  . .  . 1 .  . .  . .  .  1  .  .  .  . . . . . . . . . . 1 .  1  . .  1  . . . 1 . .  . 1 . . .  . . .  .  . .  . #> ZDHHC23       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC24       . .  . .  1 . 1  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC3        . .  . .  . . .  . .  . 2  .  .  .  .  .  . 2 . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC4        . .  . .  . . .  . .  . .  .  1  .  1  1  1 1 . . . 1 . . . . . .  .  . 1  .  . . . 1 1 .  . . . 2 .  . . .  .  . .  . #> ZDHHC5        1 .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC6        . 2  . .  . . .  . .  . .  1  .  .  1  .  1 . 1 . . 1 . . 2 . 2 .  .  . .  .  1 . 1 2 1 .  2 . 1 . .  . . 1  .  . 1  . #> ZDHHC7        . .  . .  . 1 .  1 .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  1 .  . #> ZDHHC8        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC9        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 2 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZEB1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZEB2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZER1          . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> ZFAND1        1 .  . .  . . .  . 1  . .  .  .  .  2  .  1 . . 1 1 1 . . . . 1 .  .  . 2  1  . . . . . .  . . . . .  . . .  1  . .  . #> ZFAND2A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZFAND2B       . 1  . .  . . .  1 .  . .  2  .  .  .  .  . . . . . . . 1 . . . .  1  . .  .  1 . . . . .  2 . . . .  . . .  .  1 1  . #> ZFAND3        . 3  . .  2 . .  . .  . 1  1  .  .  1  1  . 1 1 2 1 1 2 . . . . .  .  . .  1  . 2 . . . .  2 . 1 . .  . . .  1  . 1  . #> ZFAND4        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFAND5        . .  4 1  1 . 2  2 1  . .  4  1  2  1  .  1 1 1 . . . 1 2 . 2 1 .  1  . 1  3  . 1 . . 2 4  3 1 1 2 3  2 . .  2  2 .  4 #> ZFAND6        1 1  2 1  3 2 3  . .  1 3  3  2  .  1  1  . 1 3 2 2 2 2 1 2 3 2 1  2  2 3  5  2 2 1 1 1 2  3 . 2 3 3  2 . 1  .  2 4  2 #> ZFAT          1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . 1  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZFC3H1        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZFHX2         . .  1 2  . . .  1 .  . .  1  .  1  .  .  . . . . . . . 1 . . . .  .  2 .  .  . . . . . .  . 2 . . .  . 1 .  .  . .  1 #> ZFHX3         3 .  1 .  . 1 .  . 1  . .  .  .  .  2  2  . . 2 1 . 1 . 1 . . . .  .  1 1  .  1 . . . . 2  1 . . . .  . 1 .  .  . .  . #> ZFHX4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP1          . 1  . 1  . . .  1 .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . 1  . . . . .  . . .  .  1 .  . #> ZFP14         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP2          . .  . .  . . .  . .  2 .  .  .  .  .  .  . . . 1 . . . . 1 . . .  .  . 1  .  . . . . . .  . . . . .  . . .  1  . .  . #> ZFP28         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP30         . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . 1 . 1 . . .  .  . .  .  . 1 . . . .  . . . . .  1 1 .  1  . .  . #> ZFP36         . 1  . 1  1 . 1  . .  . .  1  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . 1 . 1  . . . . 1  . . .  .  . .  . #> ZFP36L1       . .  2 .  . . .  . .  . .  .  .  .  1  1  . . . 1 . . . . 1 . 1 .  .  . 2  .  . 1 . . . 3  . . . 3 1  . . .  .  . .  1 #> ZFP36L2       . .  . .  1 . .  . .  1 .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZFP37         . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  1 .  . #> ZFP41         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP57         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP62         1 .  1 1  . . .  . 1  . .  .  .  .  .  1  . . . . . . . . . 1 1 .  .  . 1  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZFP64         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP69         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP82         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP90         . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . 2 . 1 . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  1 .  . #> ZFP91         . 2  1 3  . 1 .  . 1  1 1  .  1  .  .  1  . 4 1 . . 1 . . 2 . . 1  .  . .  1  1 . . 1 1 .  1 . . 2 1  . 1 .  2  1 1  . #> ZFP91-CNTF    . 2  1 3  . 1 .  . 1  1 1  .  1  .  .  1  . 4 1 . . 1 . . 2 . . 1  .  . .  1  1 . . 1 1 .  1 . . 2 1  . 1 .  2  1 1  . #> ZFP92         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFPL1         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFPM1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . 2 . .  .  . .  1  . . . . 1 .  . 1 . . .  . . .  .  . .  2 #> ZFPM2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFR           . .  3 2  . . .  4 1  2 .  .  1  1  .  .  . 1 . 1 . . 5 1 . 1 1 2  1  1 4  .  . 1 . 1 . .  3 1 . 3 .  1 . 1  2  . 1  1 #> ZFR2          . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFX           . .  . .  . . .  . .  . .  .  1  .  .  .  . . . 1 . . . . . . . .  .  2 .  .  . . . . . .  . . 1 . .  . . .  .  1 .  . #> ZFYVE1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZFYVE19       2 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . 1  1  . .  1  . . . . . .  1 . . . 1  1 . .  1  . .  1 #> ZFYVE21       . .  . 1  . . 1  2 1  . .  .  1  2  2  .  . 1 . . . 1 1 2 1 . . 1  1  . 1  .  . 1 . . . .  2 1 1 1 .  . . 1  .  . .  . #> ZFYVE26       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFYVE27       1 .  1 .  1 . 2  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . 1 .  1  1 .  . #> ZFYVE9        1 .  . .  . . .  1 .  . 1  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZG16          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZG16B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZGLP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZGPAT         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZHX1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZHX1-C8orf76  1 1  1 .  . . .  3 .  . .  .  .  .  1  1  1 . . 1 . 1 . 1 . . 1 1  .  . .  .  . 1 . . . .  2 . 1 1 1  . . .  1  . 1  . #> ZHX2          . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  1 .  . #> ZHX3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZIK1          . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN1       . .  1 .  . . 1  1 .  1 .  .  1  .  1  .  . . . 1 . 1 . 1 . . 1 1  .  . .  1  1 1 . . . .  1 . . . .  . . .  .  3 .  . #> ZKSCAN2       . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN4       . .  . 1  . . .  . .  . 1  .  .  .  .  .  . . . . . 1 . 1 . . . .  .  1 1  .  2 . . . . .  1 . 1 . 2  . . .  1  . .  . #> ZKSCAN5       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZKSCAN7       . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN8       . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT1         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT2         4 2  1 2  2 2 1  . .  1 .  .  .  2  1  2  1 2 1 . . . 1 . 2 1 1 .  2  1 3  2  2 . . 3 1 1  1 . 1 2 .  2 . .  2  1 2  2 #> ZMAT3         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT5         . 1  . .  1 . .  1 1  . 2  .  .  1  .  1  1 . . . . . 2 . 1 . 1 .  1  1 .  1  1 . 1 3 1 1  1 . 1 1 .  . . .  .  . .  2 #> ZMIZ1         1 .  1 .  . . .  . .  1 .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . 1 . . . .  . . . 2 .  . . 1  .  . 2  . #> ZMIZ2         . 2  . 1  . 1 1  . .  . .  .  .  1  1  1  . 2 . 1 . . . . . 1 . .  .  . .  .  . 1 . 2 1 .  . . . . .  . . .  .  1 .  . #> ZMPSTE24      . .  1 .  . . .  1 2  . .  .  1  .  1  .  . . . . . . 1 . . . . .  .  . 1  .  . 1 . . 1 .  1 . . . .  . 2 .  .  1 .  . #> ZMYM1         . .  . .  . 1 .  1 .  . 1  .  .  .  .  .  1 1 . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYM2         . 1  . .  . . .  2 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  1 .  .  . . . . . .  1 . . 1 .  . . .  .  . 2  . #> ZMYM3         . .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYM4         . .  1 .  . 1 .  1 .  . .  .  1  .  .  2  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . 1  . . . 1 1  . . .  .  . .  . #> ZMYM5         . .  1 .  . . .  . .  . .  .  .  2  1  1  1 . 1 . . . . . . . 1 .  .  1 .  1  . . . . . .  . . 1 . 3  1 . .  .  1 .  . #> ZMYM6         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND10       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND11       . .  1 1  . 2 1  1 .  2 .  1  .  .  .  .  2 . 1 . . . 4 3 . 1 . .  2  1 .  1  . 1 . 1 . 1  2 . . . .  1 . 2  .  . .  . #> ZMYND12       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND19       . .  . 1  1 . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZMYND8        1 .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 . . .  . . . 1 1  1 . .  1  1 .  . #> ZNF106        . 1  2 .  . . .  1 1  . .  .  .  .  .  .  1 1 . . . 1 1 1 . . 1 .  .  . .  1  . . . 1 1 .  . 1 . . .  . . .  .  . .  . #> ZNF112        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF12         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF121        . .  . .  . . .  . .  . 1  .  .  .  .  2  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF124        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF131        . .  1 1  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . 1 .  .  . .  .  . . . . . 1  . . . . .  1 . .  .  . .  . #> ZNF142        . .  . .  . . .  1 .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF143        2 .  . .  . . .  1 .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  2 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF146        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF148        . .  . 2  1 . .  1 1  . .  .  .  1  .  1  1 2 . . . . . . 1 1 . .  .  . .  1  . 1 . . . .  . . . . .  2 . .  1  . .  . #> ZNF160        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF169        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF174        . .  . .  . . .  . .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . 1 . . .  . . .  .  . .  . #> ZNF18         . .  . .  . 1 1  . .  . .  .  1  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF180        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . . . . . . . 1 . 1 .  .  . .  .  . 1 . . . .  . . . . 1  . . .  .  . .  . #> ZNF182        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF185        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF189        . .  . .  . . .  . .  . 2  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF195        . 1  2 .  . 2 .  . 1  . .  .  .  .  .  1  . . . 1 . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF20         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF200        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF202        . .  . .  . . .  . .  . .  .  1  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF205        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF207        . 1  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . 1 .  . . . . .  . 1 .  1  . .  . #> ZNF212        . 1  . .  . . 1  . .  . .  .  .  .  1  .  . 1 . 1 . . 1 . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF213        1 .  . .  2 1 .  . .  . .  .  .  .  .  .  1 . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF217        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF219        2 .  1 .  . 1 .  . 1  . .  .  .  .  .  .  . . . . 1 . . 2 1 1 . .  .  . .  4  . . . . . .  . . 1 . .  . . .  .  1 .  . #> ZNF22         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF226        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF23         . 1  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . 1 . 1 . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  1  . .  . #> ZNF233        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . 1  .  . .  . #> ZNF236        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . 1 . . .  1 . .  .  . .  . #> ZNF239        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF24         1 .  1 .  1 . .  . .  1 1  .  .  .  1  .  1 . . 1 . . . . . 1 . .  .  . .  2  . . . . . 1  . . . . .  . . 1  .  1 .  2 #> ZNF248        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF25         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF251        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF260        . .  . .  . . .  . .  . .  1  .  .  .  1  1 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF263        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . 1 1 . .  . . . . 2  . 1 .  1  . .  2 #> ZNF266        . .  . 1  . . 1  2 2  . .  .  .  .  1  .  . 1 . . . . 1 . . . . .  .  . 1  2  . . . 1 . .  . . . . .  . . .  1  . .  2 #> ZNF274        1 .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . 2 .  . . .  .  1 .  . #> ZNF276        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZNF277        1 .  1 .  2 . .  . .  . .  .  .  .  2  .  . . . . . . . . 1 . . .  1  . .  2  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF280B       . .  . 1  . . .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . 1 . .  .  . .  .  1 . 1 . . .  . . . . .  1 . 1  .  . .  . #> ZNF280C       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . 1 .  . 1 .  .  . .  . #> ZNF280D       . 1  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . 1 . . . .  .  . .  .  . . . . . 1  . 1 . . 1  1 1 .  .  . .  . #> ZNF281        . .  . .  . . .  2 .  . .  .  .  .  2  .  . . . . . 1 . 3 . . . .  .  . .  .  . . . . . 1  . . . . .  1 . 2  .  . .  . #> ZNF282        . .  3 .  2 . .  . .  . .  .  .  .  .  .  . 1 . . 1 . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF286A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF287        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF292        . 2  . .  . 1 .  1 .  1 .  1  2  1  1  .  . . 1 1 . 2 . . . . . .  1  1 2  2  . 1 1 . 2 .  . . . 1 .  . . 1  1  1 .  1 #> ZNF296        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF316        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> ZNF317        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . 1  .  . .  . #> ZNF318        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF319        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  1 #> ZNF32         3 .  4 1  . . .  1 .  1 .  2  1  .  .  1  2 4 2 . . . . 2 . 1 2 1  1  . 3  .  . 1 . 2 . 1  . . . 3 .  . . .  .  1 .  1 #> ZNF322        . .  1 .  . 1 1  . 1  . .  .  .  .  1  .  . . 1 . . 2 . 1 . . . .  .  . .  .  1 . . . 1 .  1 1 . . .  . . .  .  . .  1 #> ZNF324        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF324B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF326        1 .  . .  . 1 .  . .  . 1  .  .  .  .  .  . 1 1 . . . . . 2 . . .  .  . 1  1  1 . . . 1 .  . . . . .  1 . .  2  . .  1 #> ZNF329        . 1  . .  . . 1  1 .  . 1  .  1  .  .  1  . 3 . . . 1 2 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  1 .  . #> ZNF330        . 1  . .  1 . .  2 .  . .  1  1  .  .  .  . . . . . . 1 2 . . . .  .  . .  .  . . . 1 . 1  . . . . 2  1 . .  .  . .  . #> ZNF334        . .  . .  1 . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF335        . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF337        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF34         2 .  2 .  . 1 .  1 1  . 1  .  .  3  .  .  . . . . . . . 1 . . . .  .  . .  .  . 1 . . . .  3 . 1 . 1  1 1 .  1  1 .  . #> ZNF341        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF345        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF346        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF35         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF354A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . 1  . . .  .  . .  . #> ZNF354B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF354C       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZNF358        . .  . .  . 1 .  . .  . .  1  .  .  .  .  . . . . 1 1 . . . . . 1  1  . 2  1  . . . . 2 .  4 . . . 1  1 . .  .  1 .  . #> ZNF362        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF365        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF367        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF382        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF383        . .  2 .  . 1 .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> ZNF384        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  1 #> ZNF385A       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF385B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF385C       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF394        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF395        . .  . .  1 . .  . .  . .  1  .  .  2  .  . . . 1 . . . . . . 1 .  .  2 1  .  . 1 . . . 1  . 1 . 1 .  . . 1  .  . .  . #> ZNF397        . .  . 1  . . .  . .  . .  .  .  2  .  2  . . . . . . . . 1 . 1 .  .  . 1  1  . . . 1 . .  . . . . .  . . .  1  . .  . #> ZNF398        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . 1 . . . . . . . .  .  . .  1  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF408        . .  . .  . . .  . .  . 1  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF410        . 1  . .  . 2 .  1 1  . .  2  1  .  .  .  1 . . . 2 . . . 1 1 . .  .  . .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF414        . .  1 2  . . .  . .  . 1  .  .  .  1  2  1 . 2 . . . . . 1 . . .  .  . .  .  . . 1 . . .  1 . . . .  . . .  .  . .  1 #> ZNF418        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF419        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF420        . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  . #> ZNF423        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF426        . .  . .  . . .  . .  . .  1  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 2 . . .  . . .  .  . .  . #> ZNF428        3 .  . .  . 1 .  . .  1 .  .  .  .  .  3  2 . . . . . . 1 . 1 . .  .  2 .  1  . 1 . 1 . 1  . . . . .  1 1 .  .  1 .  . #> ZNF429        . 1  2 .  . 2 .  . 1  . .  .  .  .  .  1  . . . 1 . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF433        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF436        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  1 .  . #> ZNF438        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF439        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF440        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF444        2 .  1 2  . . .  . .  . .  .  .  .  .  .  1 . 1 . . . . . . 2 1 .  1  . .  2  1 1 . . . .  1 . . . .  1 1 .  .  . 2  . #> ZNF445        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF446        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF449        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . 1 . . 1 .  . . . . .  . . .  .  . .  . #> ZNF45         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF451        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZNF454        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF462        . .  . .  1 . .  . 1  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF467        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . 1  .  . 1 1 . . .  . . 1 . .  . . .  .  . .  . #> ZNF473        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF48         . .  2 .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . 1 1 . . .  .  . .  .  . . 1 . 3 .  1 . . . 1  . . .  .  2 .  . #> ZNF480        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF483        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF487        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF491        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF496        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF503        . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  1 . .  1  . .  . #> ZNF507        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF511        . .  1 .  . 1 .  . .  1 1  .  1  .  2  .  . . . . . . 1 . 1 . . 1  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF511-PRAP1  . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF512        . .  1 .  . . .  . .  . .  .  .  .  .  .  1 . . 1 . . 1 . . . . .  .  . .  .  . . . 1 1 .  . . . . .  . . .  .  . .  2 #> ZNF512B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF513        . 1  . .  . . .  . .  . .  1  .  .  .  .  1 . . 2 . . . . 2 . . .  .  2 .  1  . . . . 1 .  1 . . . .  . . .  1  1 .  . #> ZNF516        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . 1 . . 1 . 1 . .  1  . .  .  . . . 2 1 .  1 1 . . .  . . .  .  1 1  . #> ZNF517        . .  2 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF518A       . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . 1  . . .  .  . .  . #> ZNF518B       . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF521        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF526        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF532        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF536        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF541        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF551        . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF552        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF554        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF555        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF556        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF558        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF560        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF561        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF562        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF566        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF569        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF570        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF574        1 .  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . 2  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF575        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF583        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  1 . . . .  . . .  .  . .  . #> ZNF586        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF587B       . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF592        . .  . .  1 . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF593        1 .  . .  1 . .  . .  . .  .  .  .  1  1  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF597        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF598        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . 1 2 . 1  . . . . .  . . 1  .  . .  . #> ZNF605        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF606        . .  . .  . . .  . .  . .  1  .  .  1  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  1  . .  . #> ZNF608        . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  1 .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF609        . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF610        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF618        1 .  . 1  . . .  . 1  . .  .  .  .  2  .  . . . . 1 . . . . . 1 .  .  1 .  .  . . 1 . . 1  1 . . . .  . . .  .  . .  . #> ZNF622        1 .  . .  1 . 1  2 1  . 2  .  1  1  1  1  1 . . . . . . . 1 . . 1  .  . 2  1  . 2 . . . .  . . 1 . 2  . . 1  .  2 1  . #> ZNF623        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF627        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF628        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  1 . . . .  . . .  .  . 1  . #> ZNF629        . .  1 .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  1 . . 1 .  . . .  .  1 .  . #> ZNF638        2 .  . .  . . 1  . 2  . .  3  1  1  .  .  1 . . 1 . . . . . . . .  .  . 2  .  1 . . . . .  1 1 . . .  . . .  .  1 .  1 #> ZNF639        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . 1 . . . .  .  . .  .  . . . 1 . .  1 . . . .  1 . .  .  1 1  . #> ZNF641        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF644        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF646        1 .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . 1 1 2 . . .  .  . 1  .  . . . . . .  . . . . .  1 . .  .  . .  2 #> ZNF652        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF653        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF654        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF655        1 .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . 1 . .  . . . 1 .  . . 1  .  1 .  . #> ZNF664        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF665        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF667        . .  . .  . . .  2 .  . .  .  .  1  1  1  1 . . 1 . . . . . . . 1  .  1 .  .  . . . 2 . .  . 2 . . .  . . .  1  . .  . #> ZNF668        1 .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . 1 . .  .  1 .  1  . . . 1 . .  1 . . . .  . . 1  .  . 1  . #> ZNF669        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF672        . 1  . .  . . .  1 .  . .  .  .  .  .  .  . . 1 . . . 1 . . 1 . .  .  1 .  .  1 . 1 . . 1  . . . . .  . . .  1  . .  . #> ZNF674        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF687        . .  . .  1 . .  1 .  . .  .  1  .  .  .  . 1 . . . . . . . . . .  .  . .  .  1 . . . . 1  . . . . .  . . .  .  . .  . #> ZNF688        2 .  1 .  . . .  . 1  . 1  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  1 #> ZNF689        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF69         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF691        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF692        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . 1 .  . . .  .  . 2  . #> ZNF697        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF7          . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . 1 .  1 . . . .  . . .  .  . .  . #> ZNF700        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF703        . 2  . .  3 . 1  . .  . .  1  1  .  1  .  . 1 . . . 1 . 1 1 . . .  1  . 1  2  2 1 . . 1 .  . . . . 1  1 . 1  .  . .  1 #> ZNF704        . .  1 .  . . .  . .  . .  .  1  .  .  .  1 . . . . . . . 1 . . .  .  . 1  .  . . . . . .  1 . . 2 .  . . .  .  . .  . #> ZNF705A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705D       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705E       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705G       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF706        5 4  5 1  3 7 .  3 1  . 4  1  2  .  3 18  2 . 3 2 1 2 . 1 3 . 2 1  2  5 2  2  4 2 1 2 3 3  1 . . 4 2  3 1 2  3  1 2  5 #> ZNF711        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF713        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . 1 . . . . . . . .  1  . .  1  1 . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF721        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF727        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF736        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF740        . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> ZNF746        . .  . .  . . .  . .  . .  1  .  1  .  .  . . . . . 1 . . . 1 . .  .  . .  .  . . . . 1 .  1 1 . . .  . . .  .  . .  . #> ZNF747        1 .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . 1 .  . . .  .  . .  . #> ZNF749        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF750        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF76         . .  . .  . . .  . .  . .  .  .  .  .  .  . . 2 . . . . . . . 1 .  .  1 .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF763        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF764        1 .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . 1 .  . . .  .  . .  . #> ZNF768        . .  1 1  . . 1  . .  . .  .  .  .  1  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . 1  . 1 1 . .  . . .  .  . .  . #> ZNF770        . .  . .  . . .  . .  . .  .  .  .  1  1  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF771        2 .  1 1  . 1 .  . 1  . .  .  .  .  1  .  1 . . . . . . . . . . 3  .  . .  .  . 1 . . 1 1  . 2 1 . 1  . . .  .  1 1  2 #> ZNF777        . .  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF778        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF780A       . .  . .  . . .  . .  1 .  .  1  .  .  .  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . 1  . . 1  .  . .  1 #> ZNF781        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZNF784        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF786        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF787        . .  . 1  2 1 .  . .  . 1  1  1  .  .  .  1 . . . . . 1 . 1 . . .  .  . .  .  . . . . . 2  1 . . . .  . . 1  .  . 1  . #> ZNF8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF800        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF804A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF821        1 1  1 .  . . .  . .  . .  .  1  2  .  1  . . 1 . 1 . . . . 1 . .  .  . 1  .  . . . . . .  . . . . 2  1 . 1  1  . .  . #> ZNF827        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  1 . 1 . . .  . . . . .  . . .  1  . 1  . #> ZNF830        1 1  1 .  2 1 .  . .  . .  1  .  .  .  1  . 1 . 1 . 1 1 . 1 2 . .  .  . .  1  1 1 . . . .  2 . . . 1  . . .  2  . 1  1 #> ZNF839        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF845        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . 1  1  . . 1 . . .  1 . . . .  . . .  .  . .  1 #> ZNF850        . .  . 1  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF879        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  2  . .  . #> ZNF891        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNFX1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . 2 . .  . . 1  .  . .  . #> ZNHIT1        1 1  3 1  2 1 .  1 .  2 .  2  1  2  .  1  1 3 . 2 . 1 1 2 . . 2 .  4  . 2  .  1 . 2 5 . 2  . 1 3 1 .  . 3 2  .  3 .  3 #> ZNHIT2        . .  1 1  . 1 .  . .  . 1  .  1  .  .  2  1 . 1 . . 1 . 1 . . 2 1  .  . .  .  . . 1 . . .  . 1 1 . .  . 1 1  .  . 1  . #> ZNHIT3        1 1  2 .  1 . .  1 .  . .  .  .  .  1  1  . 1 . . . . 1 . 2 . . 1  1  . .  1  . . . . . .  2 . . . .  1 . 1  .  1 1  . #> ZNHIT6        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNRF1         . 1  . .  . 1 1  1 .  . .  1  .  .  .  .  . 1 . . 2 . 1 . . 1 . .  1  . .  3  . . . . . .  1 1 1 . .  . . .  .  . .  . #> ZNRF2         . .  . .  1 . .  . .  . .  .  .  .  3  .  . . . . . 1 . . . . . .  1  1 1  .  . . . . 1 .  . . . . 1  . . 1  .  1 1  . #> ZNRF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  . . 1 . .  . 1 .  .  . .  . #> ZPBP          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZPBP2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZPR1          1 .  . 1  . 1 .  . .  . 1  .  .  .  1  .  . . . 1 . . 1 . . 1 1 1  .  . .  1  . . . . . 1  . . 1 . 1  . 1 .  1  . .  . #> ZRANB1        . 1  1 .  . . .  1 .  1 1  2  1  .  1  1  . . . . 1 2 2 1 . 1 . 1  .  . .  .  1 . . . 1 .  . . . . .  1 . 1  1  . .  1 #> ZRANB2        . .  2 1  . . 1  1 1  1 .  .  .  2  .  2  1 . 1 . . 1 1 1 1 . . .  .  2 2  .  1 1 . . . .  1 . . . .  . . 1  1  1 2  1 #> ZRANB3        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZRSR2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN10       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN12       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . 1 . 1  . . .  .  1 .  . #> ZSCAN18       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN2        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . 1 . . . 1  .  . .  .  . . . . . .  1 . . . .  . 1 .  .  . .  . #> ZSCAN20       . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN21       . .  1 1  . . .  . .  . .  .  1  .  .  .  . . 1 . 2 . . . 1 . . .  .  . .  .  . . . . . 1  2 1 . 1 .  . 1 .  .  . 1  . #> ZSCAN22       . .  . .  . . .  1 .  . .  .  .  .  .  .  . . 1 . . 1 . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN25       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN26       . .  2 .  . . .  1 .  . .  .  .  .  .  1  . . 1 . 1 . . . . . . .  1  . .  .  . . . . . .  1 . . . .  . 1 .  2  . 1  . #> ZSCAN29       . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZSWIM1        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . 1 . 1 1  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> ZSWIM3        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM4        . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM5        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM6        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM7        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . . . . 1 .  1  . 1  .  . 1 . . . .  1 . . 1 .  . . .  .  . .  . #> ZSWIM8        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . 1 . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZW10          . .  . .  . . .  . .  . .  .  1  .  .  1  . . 1 . 1 . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZWILCH        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  1 . . 1 .  . . .  .  . .  . #> ZWINT         1 .  . 2  1 1 .  2 3  1 1  .  .  3  1  4  3 . . 1 . 2 . 3 1 . 2 3  2  6 .  1  3 2 7 . . .  . 1 2 . 1  1 . 1  1  . 1  1 #> ZXDC          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZYG11B        . .  2 1  . . .  . .  . .  .  1  1  .  .  . . . . . . . . 1 . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZYX           . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZZEF1         . .  . .  . . .  1 1  . .  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . 1 .  .  . .  . #> ZZZ3          1 .  1 .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . 1 . . . .  1  1 .  .  . . . . . 1  . 1 . . .  . . .  .  2 .  . #>                          #> UBR3         .  1 ...... #> UBR4         1  . ...... #> UBR5         1  . ...... #> UBR7         .  . ...... #> UBTD1        .  . ...... #> UBTD2        .  . ...... #> UBTF         .  1 ...... #> UBXN1        4  . ...... #> UBXN10       .  . ...... #> UBXN11       .  . ...... #> UBXN2A       .  . ...... #> UBXN2B       .  . ...... #> UBXN4        1  3 ...... #> UBXN6        .  1 ...... #> UBXN7        .  1 ...... #> UBXN8        .  . ...... #> UCHL1        1  1 ...... #> UCHL3        .  . ...... #> UCHL5        .  . ...... #> UCK1         .  . ...... #> UCK2         1  . ...... #> UCKL1        .  . ...... #> UCN3         .  . ...... #> UCP2         .  . ...... #> UEVLD        .  . ...... #> UFC1         .  5 ...... #> UFL1         .  . ...... #> UFM1         1  3 ...... #> UFSP1        .  . ...... #> UFSP2        .  . ...... #> UGCG         1  . ...... #> UGDH         .  . ...... #> UGGT1        .  2 ...... #> UGGT2        .  . ...... #> UGP2         .  . ...... #> UGT1A6       .  . ...... #> UGT8         .  . ...... #> UHMK1        .  . ...... #> UHRF1        .  . ...... #> UHRF1BP1     .  . ...... #> UHRF1BP1L    .  . ...... #> UHRF2        .  1 ...... #> UIMC1        .  1 ...... #> ULK1         .  . ...... #> ULK2         .  . ...... #> ULK3         .  . ...... #> ULK4         .  . ...... #> UMODL1       .  . ...... #> UMPS         .  . ...... #> UNC119       .  1 ...... #> UNC119B      .  . ...... #> UNC13A       .  . ...... #> UNC13B       .  . ...... #> UNC13C       .  . ...... #> UNC13D       .  . ...... #> UNC45A       .  . ...... #> UNC50        .  1 ...... #> UNC5A        .  . ...... #> UNC5B        .  . ...... #> UNC5C        .  . ...... #> UNC5D        .  . ...... #> UNC79        .  . ...... #> UNC80        .  . ...... #> UNC93B1      .  . ...... #> UNG          .  . ...... #> UNK          .  . ...... #> UNKL         .  . ...... #> UPB1         .  . ...... #> UPF1         .  2 ...... #> UPF2         .  2 ...... #> UPF3A        .  . ...... #> UPF3B        .  1 ...... #> UPK1A        .  . ...... #> UPK1B        .  . ...... #> UPK3A        .  . ...... #> UPK3B        .  . ...... #> UPK3BL1      .  . ...... #> UPK3BL2      .  . ...... #> UPP1         .  . ...... #> UPP2         .  . ...... #> UPRT         .  . ...... #> UQCC1        .  . ...... #> UQCC2        2 12 ...... #> UQCC3        1  2 ...... #> UQCR10       3  2 ...... #> UQCR11       1  7 ...... #> UQCRB        3  7 ...... #> UQCRC1       2  . ...... #> UQCRC2       1  . ...... #> UQCRFS1      .  1 ...... #> UQCRH        5  5 ...... #> UQCRHL       5  5 ...... #> UQCRQ        .  4 ...... #> URB1         .  . ...... #> URB2         .  . ...... #> URGCP        .  . ...... #> URI1         .  . ...... #> URM1         2  . ...... #> UROD         .  . ...... #> UROS         1  . ...... #> USB1         .  . ...... #> USE1         3  . ...... #> USF1         .  . ...... #> USF2         .  . ...... #> USF3         .  . ...... #> USH1C        .  . ...... #> USH1G        .  . ...... #> USH2A        .  . ...... #> USHBP1       .  . ...... #> USO1         .  1 ...... #> USP1         .  . ...... #> USP10        .  . ...... #> USP11        .  . ...... #> USP12        .  . ...... #> USP13        .  . ...... #> USP14        .  . ...... #> USP15        .  . ...... #> USP16        .  . ...... #> USP18        .  . ...... #> USP19        .  . ...... #> USP2         .  . ...... #> USP20        .  . ...... #> USP21        .  . ...... #> USP22        3  1 ...... #> USP24        .  . ...... #> USP25        .  . ...... #> USP27X       .  . ...... #> USP28        .  . ...... #> USP29        .  . ...... #> USP3         .  . ...... #> USP30        .  . ...... #> USP31        .  . ...... #> USP32        .  . ...... #> USP33        1  . ...... #> USP34        .  1 ...... #> USP35        .  1 ...... #> USP36        .  . ...... #> USP37        .  . ...... #> USP38        .  . ...... #> USP39        1  . ...... #> USP4         2  . ...... #> USP40        1  . ...... #> USP41        .  . ...... #> USP42        .  . ...... #> USP43        .  . ...... #> USP44        .  . ...... #> USP45        .  . ...... #> USP46        .  . ...... #> USP47        .  . ...... #> USP48        .  . ...... #> USP49        .  . ...... #> USP5         .  1 ...... #> USP50        .  . ...... #> USP51        .  . ...... #> USP53        1  . ...... #> USP54        .  1 ...... #> USP6         .  . ...... #> USP6NL       .  . ...... #> USP7         .  1 ...... #> USP8         .  . ...... #> USP9X        .  . ...... #> USPL1        1  1 ...... #> UTP14A       .  . ...... #> UTP14C       .  . ...... #> UTP15        .  . ...... #> UTP18        .  1 ...... #> UTP20        .  . ...... #> UTP23        .  . ...... #> UTP3         1  . ...... #> UTP6         .  . ...... #> UTRN         .  . ...... #> UTY          .  . ...... #> UVRAG        .  . ...... #> UVSSA        .  . ...... #> UXS1         .  1 ...... #> UXT          .  . ...... #> VAC14        .  . ...... #> VAMP1        .  . ...... #> VAMP2        .  . ...... #> VAMP3        .  . ...... #> VAMP4        .  . ...... #> VAMP5        .  . ...... #> VAMP8        2  . ...... #> VANGL1       .  . ...... #> VANGL2       .  . ...... #> VAPA         .  3 ...... #> VAPB         2  3 ...... #> VARS1        .  . ...... #> VARS2        .  . ...... #> VASH1        .  . ...... #> VASH2        .  . ...... #> VASP         .  . ...... #> VAT1         1  . ...... #> VAT1L        .  1 ...... #> VAV1         .  . ...... #> VAV2         .  . ...... #> VAV3         .  . ...... #> VBP1         .  . ...... #> VCAM1        .  . ...... #> VCAN         .  . ...... #> VCL          .  . ...... #> VCP          2  3 ...... #> VCPIP1       .  . ...... #> VCPKMT       .  . ...... #> VDAC1        1  1 ...... #> VDAC2        3  2 ...... #> VDAC3        5  . ...... #> VDR          .  . ...... #> VEGFA        .  . ...... #> VEGFB        .  . ...... #> VEGFC        .  . ...... #> VEPH1        .  . ...... #> VEZF1        1  . ...... #> VEZT         .  . ...... #> VGF          .  . ...... #> VGLL1        .  . ...... #> VGLL2        .  . ...... #> VGLL4        .  1 ...... #> VHL          .  . ...... #> VHLL         .  . ...... #> VIL1         .  . ...... #> VILL         .  . ...... #> VIM          .  . ...... #> VIPAS39      1  . ...... #> VIPR1        .  . ...... #> VIPR2        .  . ...... #> VKORC1       .  . ...... #> VKORC1L1     .  . ...... #> VLDLR        .  1 ...... #> VMA21        .  . ...... #> VMAC         1  . ...... #> VMP1         2  . ...... #> VN1R5        .  . ...... #> VNN1         .  . ...... #> VOPP1        .  . ...... #> VPREB1       .  . ...... #> VPS11        .  . ...... #> VPS13A       .  . ...... #> VPS13B       .  . ...... #> VPS13C       .  1 ...... #> VPS13D       .  1 ...... #> VPS16        .  . ...... #> VPS18        .  . ...... #> VPS25        .  . ...... #> VPS26A       .  . ...... #> VPS26B       .  . ...... #> VPS29        2  1 ...... #> VPS33A       .  . ...... #> VPS33B       .  . ...... #> VPS35        .  2 ...... #> VPS36        .  1 ...... #> VPS37A       1  . ...... #> VPS37B       .  1 ...... #> VPS37C       .  . ...... #> VPS37D       .  . ...... #> VPS39        .  . ...... #> VPS41        .  . ...... #> VPS45        .  . ...... #> VPS4A        .  . ...... #> VPS4B        .  1 ...... #> VPS50        .  . ...... #> VPS51        .  . ...... #> VPS52        .  . ...... #> VPS53        .  . ...... #> VPS54        .  . ...... #> VPS72        3  3 ...... #> VPS8         .  . ...... #> VPS9D1       1  . ...... #> VRK1         .  . ...... #> VRK2         .  . ...... #> VRK3         .  . ...... #> VSIG1        .  . ...... #> VSIG10       .  . ...... #> VSIG10L      .  . ...... #> VSIG2        .  . ...... #> VSIG8        .  . ...... #> VSIR         .  . ...... #> VSNL1        .  . ...... #> VSTM2A       .  . ...... #> VSTM2B       .  . ...... #> VSTM2L       .  . ...... #> VSTM4        .  . ...... #> VSTM5        .  . ...... #> VTA1         .  . ...... #> VTCN1        .  . ...... #> VTI1A        .  . ...... #> VTI1B        .  1 ...... #> VTN          .  . ...... #> VWA1         .  . ...... #> VWA2         .  . ...... #> VWA3B        .  . ...... #> VWA5A        .  . ...... #> VWA5B1       .  . ...... #> VWA5B2       1  . ...... #> VWA8         .  . ...... #> VWC2         .  . ...... #> VWCE         .  . ...... #> WAC          .  . ...... #> WAPL         .  . ...... #> WARS1        .  . ...... #> WARS2        .  . ...... #> WASF1        .  . ...... #> WASF2        .  . ...... #> WASF3        .  . ...... #> WASL         .  1 ...... #> WBP1         1  1 ...... #> WBP1L        1  . ...... #> WBP2         1  . ...... #> WBP4         .  . ...... #> WDFY1        .  . ...... #> WDFY3        .  1 ...... #> WDHD1        .  . ...... #> WDPCP        .  . ...... #> WDR1         .  1 ...... #> WDR11        .  . ...... #> WDR12        1  . ...... #> WDR13        .  . ...... #> WDR18        .  . ...... #> WDR19        .  . ...... #> WDR20        .  . ...... #> WDR24        .  . ...... #> WDR25        .  . ...... #> WDR26        .  . ...... #> WDR3         .  . ...... #> WDR31        .  . ...... #> WDR33        .  . ...... #> WDR35        .  . ...... #> WDR36        .  . ...... #> WDR37        .  . ...... #> WDR4         .  . ...... #> WDR41        .  . ...... #> WDR43        .  . ...... #> WDR44        .  . ...... #> WDR45        .  . ...... #> WDR45B       .  . ...... #> WDR46        .  . ...... #> WDR47        .  . ...... #> WDR48        .  . ...... #> WDR49        .  . ...... #> WDR5         .  . ...... #> WDR53        .  . ...... #> WDR54        .  . ...... #> WDR55        .  . ...... #> WDR59        .  . ...... #> WDR5B        .  . ...... #> WDR6         .  1 ...... #> WDR61        2  . ...... #> WDR62        .  . ...... #> WDR7         .  . ...... #> WDR70        .  . ...... #> WDR72        .  . ...... #> WDR73        .  . ...... #> WDR74        1  . ...... #> WDR75        .  . ...... #> WDR76        .  . ...... #> WDR77        .  . ...... #> WDR81        .  . ...... #> WDR82        .  1 ...... #> WDR83        .  . ...... #> WDR83OS      .  1 ...... #> WDR86        .  . ...... #> WDR89        .  4 ...... #> WDR90        .  . ...... #> WDR91        .  . ...... #> WDR92        .  1 ...... #> WDR93        .  . ...... #> WDSUB1       .  . ...... #> WDTC1        .  2 ...... #> WEE1         .  . ...... #> WEE2         .  . ...... #> WFDC10A      .  . ...... #> WFDC13       .  . ...... #> WFDC2        2  . ...... #> WFDC3        .  . ...... #> WFDC9        .  . ...... #> WFIKKN1      .  . ...... #> WFIKKN2      .  . ...... #> WFS1         .  1 ...... #> WHAMM        .  . ...... #> WHRN         .  . ...... #> WIF1         .  . ...... #> WIPF1        .  . ...... #> WIPF2        .  . ...... #> WIPF3        .  . ...... #> WIPI1        .  . ...... #> WIPI2        .  3 ...... #> WIZ          .  . ...... #> WLS          .  . ...... #> WNK1         .  . ...... #> WNK2         .  . ...... #> WNK3         .  . ...... #> WNK4         .  . ...... #> WNT10B       .  . ...... #> WNT11        .  . ...... #> WNT3         .  . ...... #> WNT4         .  . ...... #> WNT5A        .  . ...... #> WNT5B        .  . ...... #> WNT6         .  . ...... #> WNT7B        .  . ...... #> WNT9A        .  . ...... #> WNT9B        .  . ...... #> WRAP53       .  . ...... #> WRAP73       .  . ...... #> WRN          .  . ...... #> WRNIP1       .  . ...... #> WSB1         1  1 ...... #> WSB2         2  . ...... #> WSCD1        .  . ...... #> WTAP         .  . ...... #> WTIP         .  . ...... #> WWC1         .  . ...... #> WWC2         .  . ...... #> WWOX         .  . ...... #> WWP1         .  . ...... #> WWP2         .  . ...... #> WWTR1        .  . ...... #> XAB2         .  . ...... #> XAF1         .  . ...... #> XBP1         .  3 ...... #> XDH          .  . ...... #> XIAP         .  . ...... #> XK           .  . ...... #> XKR5         .  . ...... #> XKR6         .  . ...... #> XKR7         .  . ...... #> XKR8         .  . ...... #> XKR9         .  . ...... #> XPA          .  . ...... #> XPC          .  . ...... #> XPNPEP1      .  . ...... #> XPNPEP2      .  . ...... #> XPNPEP3      .  . ...... #> XPO1         .  1 ...... #> XPO4         .  . ...... #> XPO5         .  . ...... #> XPO6         .  . ...... #> XPO7         .  . ...... #> XPOT         .  . ...... #> XPR1         .  1 ...... #> XRCC1        .  . ...... #> XRCC2        .  . ...... #> XRCC3        .  . ...... #> XRCC4        .  . ...... #> XRCC5        .  1 ...... #> XRCC6        .  . ...... #> XRN1         1  . ...... #> XRN2         2  . ...... #> XRRA1        .  . ...... #> XXYLT1       .  . ...... #> XYLB         .  . ...... #> XYLT1        .  . ...... #> XYLT2        .  . ...... #> YAE1         .  . ...... #> YAF2         1  . ...... #> YAP1         .  . ...... #> YARS1        .  . ...... #> YARS2        .  . ...... #> YBEY         .  . ...... #> YBX2         .  . ...... #> YBX3         .  . ...... #> YDJC         .  . ...... #> YEATS2       .  . ...... #> YEATS4       .  . ...... #> YES1         .  . ...... #> YIF1A        .  . ...... #> YIF1B        .  1 ...... #> YIPF1        .  1 ...... #> YIPF2        1  . ...... #> YIPF3        .  . ...... #> YIPF4        .  . ...... #> YIPF5        .  . ...... #> YIPF6        .  . ...... #> YKT6         1  1 ...... #> YLPM1        .  . ...... #> YME1L1       .  . ...... #> YOD1         .  . ...... #> YPEL1        .  . ...... #> YPEL2        .  . ...... #> YPEL3        3  1 ...... #> YPEL4        .  1 ...... #> YPEL5        .  . ...... #> YRDC         1  1 ...... #> YTHDC1       .  . ...... #> YTHDC2       .  . ...... #> YTHDF1       .  . ...... #> YTHDF2       .  . ...... #> YTHDF3       .  . ...... #> YWHAB        .  4 ...... #> YWHAE        9  9 ...... #> YWHAG        2  . ...... #> YWHAH        4  1 ...... #> YWHAQ        6  5 ...... #> YWHAZ        2  1 ...... #> YY1          2  1 ...... #> YY1AP1       .  . ...... #> Z82190.2     .  . ...... #> Z83844.1     .  . ...... #> Z84488.1     .  . ...... #> ZADH2        .  . ...... #> ZAP70        .  . ...... #> ZAR1         .  . ...... #> ZAR1L        .  . ...... #> ZBED3        .  . ...... #> ZBED4        .  1 ...... #> ZBED9        .  . ...... #> ZBP1         .  . ...... #> ZBTB1        .  . ...... #> ZBTB10       .  . ...... #> ZBTB11       .  . ...... #> ZBTB12       .  . ...... #> ZBTB14       .  . ...... #> ZBTB16       .  . ...... #> ZBTB17       .  . ...... #> ZBTB18       .  . ...... #> ZBTB2        .  . ...... #> ZBTB20       1  1 ...... #> ZBTB21       .  . ...... #> ZBTB24       .  1 ...... #> ZBTB25       1  . ...... #> ZBTB26       .  . ...... #> ZBTB3        .  . ...... #> ZBTB32       .  . ...... #> ZBTB33       1  . ...... #> ZBTB34       .  . ...... #> ZBTB37       .  . ...... #> ZBTB38       1  . ...... #> ZBTB39       .  . ...... #> ZBTB4        .  . ...... #> ZBTB40       .  . ...... #> ZBTB41       .  . ...... #> ZBTB42       .  . ...... #> ZBTB43       .  . ...... #> ZBTB44       .  . ...... #> ZBTB45       .  . ...... #> ZBTB46       .  . ...... #> ZBTB47       .  . ...... #> ZBTB48       .  . ...... #> ZBTB49       .  . ...... #> ZBTB5        .  . ...... #> ZBTB6        .  . ...... #> ZBTB7A       .  . ...... #> ZBTB7B       .  1 ...... #> ZBTB7C       .  1 ...... #> ZBTB8A       .  . ...... #> ZBTB8B       .  . ...... #> ZBTB8OS      .  . ...... #> ZC2HC1A      1  1 ...... #> ZC2HC1C      .  . ...... #> ZC3H10       .  . ...... #> ZC3H11A      .  . ...... #> ZC3H11B      .  . ...... #> ZC3H12A      .  . ...... #> ZC3H12B      .  . ...... #> ZC3H12C      .  . ...... #> ZC3H12D      .  . ...... #> ZC3H13       .  . ...... #> ZC3H14       2  . ...... #> ZC3H15       .  . ...... #> ZC3H18       .  . ...... #> ZC3H3        .  1 ...... #> ZC3H4        .  . ...... #> ZC3H6        .  . ...... #> ZC3H7A       .  . ...... #> ZC3H7B       1  1 ...... #> ZC3H8        .  . ...... #> ZC3HAV1      .  . ...... #> ZC3HAV1L     .  . ...... #> ZC3HC1       .  . ...... #> ZC4H2        .  . ...... #> ZCCHC10      .  . ...... #> ZCCHC12      3  . ...... #> ZCCHC14      .  . ...... #> ZCCHC17      .  . ...... #> ZCCHC18      3  . ...... #> ZCCHC2       .  1 ...... #> ZCCHC24      .  . ...... #> ZCCHC3       .  . ...... #> ZCCHC4       .  . ...... #> ZCCHC7       .  . ...... #> ZCCHC8       1  . ...... #> ZCCHC9       .  1 ...... #> ZCRB1        .  3 ...... #> ZCWPW1       .  . ...... #> ZDBF2        1  . ...... #> ZDHHC1       .  . ...... #> ZDHHC12      .  . ...... #> ZDHHC13      .  1 ...... #> ZDHHC14      .  . ...... #> ZDHHC15      .  . ...... #> ZDHHC16      .  . ...... #> ZDHHC17      .  . ...... #> ZDHHC18      .  . ...... #> ZDHHC2       .  . ...... #> ZDHHC20      .  1 ...... #> ZDHHC21      .  . ...... #> ZDHHC23      .  . ...... #> ZDHHC24      .  . ...... #> ZDHHC3       .  . ...... #> ZDHHC4       .  1 ...... #> ZDHHC5       .  . ...... #> ZDHHC6       .  . ...... #> ZDHHC7       .  . ...... #> ZDHHC8       .  . ...... #> ZDHHC9       .  . ...... #> ZEB1         .  . ...... #> ZEB2         .  . ...... #> ZER1         .  . ...... #> ZFAND1       .  . ...... #> ZFAND2A      .  . ...... #> ZFAND2B      .  . ...... #> ZFAND3       .  . ...... #> ZFAND4       .  . ...... #> ZFAND5       2  . ...... #> ZFAND6       4  . ...... #> ZFAT         .  . ...... #> ZFC3H1       .  . ...... #> ZFHX2        .  2 ...... #> ZFHX3        2  . ...... #> ZFHX4        .  . ...... #> ZFP1         1  . ...... #> ZFP14        .  1 ...... #> ZFP2         .  . ...... #> ZFP28        .  . ...... #> ZFP3         .  . ...... #> ZFP30        .  . ...... #> ZFP36        1  . ...... #> ZFP36L1      .  . ...... #> ZFP36L2      .  . ...... #> ZFP37        .  . ...... #> ZFP41        .  . ...... #> ZFP57        .  . ...... #> ZFP62        .  . ...... #> ZFP64        .  . ...... #> ZFP69        .  . ...... #> ZFP82        .  . ...... #> ZFP90        .  . ...... #> ZFP91        .  . ...... #> ZFP91-CNTF   .  . ...... #> ZFP92        .  . ...... #> ZFPL1        .  . ...... #> ZFPM1        .  . ...... #> ZFPM2        .  . ...... #> ZFR          .  1 ...... #> ZFR2         .  . ...... #> ZFX          .  . ...... #> ZFYVE1       .  . ...... #> ZFYVE19      .  . ...... #> ZFYVE21      .  . ...... #> ZFYVE26      .  . ...... #> ZFYVE27      .  . ...... #> ZFYVE9       .  . ...... #> ZG16         .  . ...... #> ZG16B        .  . ...... #> ZGLP1        .  . ...... #> ZGPAT        .  . ...... #> ZHX1         .  . ...... #> ZHX1-C8orf76 .  . ...... #> ZHX2         .  . ...... #> ZHX3         .  . ...... #> ZIK1         .  . ...... #> ZKSCAN1      .  . ...... #> ZKSCAN2      .  . ...... #> ZKSCAN4      .  . ...... #> ZKSCAN5      .  . ...... #> ZKSCAN7      .  . ...... #> ZKSCAN8      .  . ...... #> ZMAT1        .  . ...... #> ZMAT2        .  . ...... #> ZMAT3        .  . ...... #> ZMAT5        .  . ...... #> ZMIZ1        .  1 ...... #> ZMIZ2        1  1 ...... #> ZMPSTE24     1  . ...... #> ZMYM1        .  . ...... #> ZMYM2        .  . ...... #> ZMYM3        .  . ...... #> ZMYM4        .  . ...... #> ZMYM5        1  . ...... #> ZMYM6        .  . ...... #> ZMYND10      .  . ...... #> ZMYND11      .  . ...... #> ZMYND12      .  . ...... #> ZMYND19      .  . ...... #> ZMYND8       .  . ...... #> ZNF106       .  . ...... #> ZNF112       .  . ...... #> ZNF12        .  . ...... #> ZNF121       .  . ...... #> ZNF124       .  . ...... #> ZNF131       .  . ...... #> ZNF142       .  . ...... #> ZNF143       .  . ...... #> ZNF146       .  . ...... #> ZNF148       .  2 ...... #> ZNF160       .  . ...... #> ZNF169       .  . ...... #> ZNF174       .  . ...... #> ZNF18        .  . ...... #> ZNF180       .  . ...... #> ZNF182       .  . ...... #> ZNF185       .  . ...... #> ZNF189       .  . ...... #> ZNF195       .  . ...... #> ZNF2         .  . ...... #> ZNF20        .  . ...... #> ZNF200       .  . ...... #> ZNF202       .  . ...... #> ZNF205       1  . ...... #> ZNF207       .  . ...... #> ZNF212       .  . ...... #> ZNF213       .  . ...... #> ZNF217       .  . ...... #> ZNF219       .  . ...... #> ZNF22        .  . ...... #> ZNF226       .  . ...... #> ZNF23        .  . ...... #> ZNF233       .  . ...... #> ZNF236       .  . ...... #> ZNF239       .  . ...... #> ZNF24        .  . ...... #> ZNF248       .  . ...... #> ZNF25        .  . ...... #> ZNF251       .  . ...... #> ZNF260       2  1 ...... #> ZNF263       .  . ...... #> ZNF266       1  . ...... #> ZNF274       .  2 ...... #> ZNF276       .  . ...... #> ZNF277       .  . ...... #> ZNF280B      .  . ...... #> ZNF280C      .  . ...... #> ZNF280D      .  . ...... #> ZNF281       .  . ...... #> ZNF282       .  1 ...... #> ZNF286A      .  . ...... #> ZNF287       .  . ...... #> ZNF292       .  . ...... #> ZNF296       .  . ...... #> ZNF316       .  . ...... #> ZNF317       .  . ...... #> ZNF318       1  . ...... #> ZNF319       .  . ...... #> ZNF32        2  . ...... #> ZNF322       .  . ...... #> ZNF324       .  1 ...... #> ZNF324B      .  1 ...... #> ZNF326       .  . ...... #> ZNF329       .  . ...... #> ZNF330       .  . ...... #> ZNF334       .  . ...... #> ZNF335       .  . ...... #> ZNF337       .  . ...... #> ZNF34        .  . ...... #> ZNF341       .  1 ...... #> ZNF345       .  . ...... #> ZNF346       .  . ...... #> ZNF35        .  . ...... #> ZNF354A      .  . ...... #> ZNF354B      .  . ...... #> ZNF354C      .  . ...... #> ZNF358       1  . ...... #> ZNF362       .  . ...... #> ZNF365       .  . ...... #> ZNF367       .  . ...... #> ZNF382       .  . ...... #> ZNF383       .  . ...... #> ZNF384       .  . ...... #> ZNF385A      .  . ...... #> ZNF385B      .  . ...... #> ZNF385C      .  . ...... #> ZNF394       1  . ...... #> ZNF395       .  . ...... #> ZNF397       .  . ...... #> ZNF398       .  . ...... #> ZNF408       .  . ...... #> ZNF410       .  . ...... #> ZNF414       .  . ...... #> ZNF418       .  . ...... #> ZNF419       .  . ...... #> ZNF420       .  1 ...... #> ZNF423       .  . ...... #> ZNF426       .  . ...... #> ZNF428       .  1 ...... #> ZNF429       .  . ...... #> ZNF433       .  . ...... #> ZNF436       .  . ...... #> ZNF438       .  . ...... #> ZNF439       .  . ...... #> ZNF440       .  . ...... #> ZNF444       .  . ...... #> ZNF445       .  . ...... #> ZNF446       .  . ...... #> ZNF449       .  . ...... #> ZNF45        .  . ...... #> ZNF451       .  . ...... #> ZNF454       .  . ...... #> ZNF462       .  . ...... #> ZNF467       .  . ...... #> ZNF473       .  . ...... #> ZNF48        .  . ...... #> ZNF480       .  . ...... #> ZNF483       .  . ...... #> ZNF487       .  . ...... #> ZNF491       .  . ...... #> ZNF496       .  . ...... #> ZNF503       .  2 ...... #> ZNF507       .  . ...... #> ZNF511       .  1 ...... #> ZNF511-PRAP1 .  . ...... #> ZNF512       .  1 ...... #> ZNF512B      .  1 ...... #> ZNF513       .  1 ...... #> ZNF516       .  . ...... #> ZNF517       .  . ...... #> ZNF518A      .  . ...... #> ZNF518B      .  . ...... #> ZNF521       .  . ...... #> ZNF526       .  . ...... #> ZNF532       .  . ...... #> ZNF536       .  . ...... #> ZNF541       .  . ...... #> ZNF551       .  . ...... #> ZNF552       .  . ...... #> ZNF554       .  . ...... #> ZNF555       .  . ...... #> ZNF556       .  . ...... #> ZNF558       .  . ...... #> ZNF560       .  . ...... #> ZNF561       .  . ...... #> ZNF562       .  . ...... #> ZNF566       .  . ...... #> ZNF569       .  . ...... #> ZNF570       .  . ...... #> ZNF574       .  . ...... #> ZNF575       .  . ...... #> ZNF583       .  . ...... #> ZNF586       .  . ...... #> ZNF587B      .  . ...... #> ZNF592       .  1 ...... #> ZNF593       .  . ...... #> ZNF597       .  . ...... #> ZNF598       1  . ...... #> ZNF605       .  . ...... #> ZNF606       .  . ...... #> ZNF608       .  . ...... #> ZNF609       .  1 ...... #> ZNF610       .  . ...... #> ZNF618       .  . ...... #> ZNF622       .  . ...... #> ZNF623       .  . ...... #> ZNF627       .  . ...... #> ZNF628       .  . ...... #> ZNF629       .  . ...... #> ZNF638       .  1 ...... #> ZNF639       .  . ...... #> ZNF641       .  . ...... #> ZNF644       .  . ...... #> ZNF646       .  . ...... #> ZNF652       .  . ...... #> ZNF653       .  . ...... #> ZNF654       .  . ...... #> ZNF655       .  . ...... #> ZNF664       1  . ...... #> ZNF665       .  . ...... #> ZNF667       .  . ...... #> ZNF668       .  . ...... #> ZNF669       .  . ...... #> ZNF672       .  . ...... #> ZNF674       .  . ...... #> ZNF687       .  1 ...... #> ZNF688       .  . ...... #> ZNF689       .  . ...... #> ZNF69        .  . ...... #> ZNF691       .  . ...... #> ZNF692       .  . ...... #> ZNF697       .  . ...... #> ZNF7         .  . ...... #> ZNF700       .  . ...... #> ZNF703       .  . ...... #> ZNF704       .  . ...... #> ZNF705A      .  . ...... #> ZNF705B      .  . ...... #> ZNF705D      .  . ...... #> ZNF705E      .  . ...... #> ZNF705G      .  . ...... #> ZNF706       1  2 ...... #> ZNF711       .  . ...... #> ZNF713       .  . ...... #> ZNF721       .  . ...... #> ZNF727       .  . ...... #> ZNF736       .  . ...... #> ZNF740       .  . ...... #> ZNF746       .  . ...... #> ZNF747       .  . ...... #> ZNF749       .  . ...... #> ZNF750       .  . ...... #> ZNF76        .  1 ...... #> ZNF763       .  . ...... #> ZNF764       .  . ...... #> ZNF768       .  . ...... #> ZNF770       .  . ...... #> ZNF771       .  . ...... #> ZNF777       .  . ...... #> ZNF778       .  . ...... #> ZNF780A      .  . ...... #> ZNF781       .  . ...... #> ZNF784       .  . ...... #> ZNF786       .  . ...... #> ZNF787       .  1 ...... #> ZNF8         .  . ...... #> ZNF800       .  . ...... #> ZNF804A      .  . ...... #> ZNF821       .  . ...... #> ZNF827       .  . ...... #> ZNF830       .  . ...... #> ZNF839       .  . ...... #> ZNF845       .  . ...... #> ZNF850       .  . ...... #> ZNF879       .  . ...... #> ZNF891       .  . ...... #> ZNFX1        .  1 ...... #> ZNHIT1       1  1 ...... #> ZNHIT2       2  1 ...... #> ZNHIT3       .  1 ...... #> ZNHIT6       .  . ...... #> ZNRF1        .  . ...... #> ZNRF2        1  . ...... #> ZNRF3        .  . ...... #> ZPBP         .  1 ...... #> ZPBP2        .  . ...... #> ZPR1         .  . ...... #> ZRANB1       .  . ...... #> ZRANB2       1  2 ...... #> ZRANB3       .  . ...... #> ZRSR2        .  . ...... #> ZSCAN10      .  . ...... #> ZSCAN12      .  . ...... #> ZSCAN18      .  . ...... #> ZSCAN2       .  . ...... #> ZSCAN20      .  . ...... #> ZSCAN21      .  . ...... #> ZSCAN22      .  . ...... #> ZSCAN25      .  . ...... #> ZSCAN26      .  . ...... #> ZSCAN29      .  . ...... #> ZSWIM1       .  . ...... #> ZSWIM3       .  . ...... #> ZSWIM4       .  . ...... #> ZSWIM5       .  1 ...... #> ZSWIM6       .  . ...... #> ZSWIM7       .  . ...... #> ZSWIM8       1  . ...... #> ZW10         .  . ...... #> ZWILCH       .  . ...... #> ZWINT        1  7 ...... #> ZXDC         .  . ...... #> ZYG11B       .  . ...... #> ZYX          .  . ...... #> ZZEF1        .  . ...... #> ZZZ3         1  . ......"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"GraphPlot — GraphPlot","title":"GraphPlot — GraphPlot","text":"GraphPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GraphPlot — GraphPlot","text":"","code":"GraphPlot(   node,   edge,   transition = NULL,   node_coord = c(\"x\", \"y\"),   node_group = NULL,   node_palette = \"Paired\",   node_palcolor = NULL,   node_size = 4,   node_alpha = 1,   node_highlight = NULL,   node_highlight_color = \"red\",   label = FALSE,   label.size = 3.5,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   edge_threshold = 0.01,   use_triangular = c(\"upper\", \"lower\", \"both\"),   edge_line = c(\"straight\", \"curved\"),   edge_line_curvature = 0.3,   edge_line_angle = 90,   edge_color = \"grey40\",   edge_size = c(0.2, 1),   edge_alpha = 0.5,   edge_shorten = 0,   edge_offset = 0,   edge_highlight = NULL,   edge_highlight_color = \"red\",   transition_threshold = 0.01,   transition_line = c(\"straight\", \"curved\"),   transition_line_curvature = 0.3,   transition_line_angle = 90,   transition_color = \"black\",   transition_size = c(0.2, 1),   transition_alpha = 1,   transition_arrow_type = \"closed\",   transition_arrow_angle = 20,   transition_arrow_length = unit(0.02, \"npc\"),   transition_shorten = 0.05,   transition_offset = 0,   transition_highlight = NULL,   transition_highlight_color = \"red\",   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GraphPlot — GraphPlot","text":"node  theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"GroupHeatmap — GroupHeatmap","title":"GroupHeatmap — GroupHeatmap","text":"GroupHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GroupHeatmap — GroupHeatmap","text":"","code":"GroupHeatmap(   srt,   features = NULL,   group.by = NULL,   split.by = NULL,   within_groups = FALSE,   grouping.var = NULL,   numerator = NULL,   cells = NULL,   aggregate_fun = base::mean,   exp_cutoff = 0,   border = TRUE,   flip = FALSE,   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"kmeans\", \"hclust\", \"mfuzz\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   cluster_row_slices = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 0,   features_label = NULL,   label_size = 10,   label_color = \"black\",   add_bg = FALSE,   bg_alpha = 0.5,   add_dot = FALSE,   dot_size = unit(8, \"mm\"),   add_reticle = FALSE,   reticle_color = \"grey\",   add_violin = FALSE,   fill.by = \"feature\",   fill_palette = \"Dark2\",   fill_palcolor = NULL,   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   cell_split_palette = \"simspec\",   cell_split_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = if (flip) list(width = grid::unit(1, \"cm\")) else list(height =     grid::unit(1, \"cm\")),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GroupHeatmap — GroupHeatmap","text":"srt Seurat object. features vector gene names plot. group.Columns used calculate cell expression. One heatmap per column name. assay Assay used calculate expression. exp_method Method used calculate cell expression. feature_split vector group names features. db_combine  heatmap_palette Heatmap expression palette. cell_annotation_palette Column palette. feature_annotation_palette Feature groups palette.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"GroupHeatmap — GroupHeatmap","text":"","code":"library(dplyr) data(\"pancreas_sub\") ht1 <- GroupHeatmap(pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot  panel_fix(ht1$plot, height = 4, width = 6, raster = TRUE, dpi = 50)   pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:31:45.194794] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:31:48.383866] DEtest done #> Elapsed time:3.19 secs de_filter <- filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1)  ht2 <- GroupHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = \"CellType\",   split.by = \"Phase\", cell_split_palette = \"Dark2\",   nlabel = 10, show_row_names = FALSE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot   ht3 <- GroupHeatmap(   srt = pancreas_sub, features = de_filter$gene, feature_split = de_filter$group1, group.by = \"CellType\",   nlabel = 20, show_row_names = FALSE,   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-01 05:31:49.978959] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:32:25.86797] Enrichment done #> Elapsed time:35.89 secs #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-01 05:02:35.648729 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-01 05:02:38.740619 de_top <- de_filter %>%   group_by(gene) %>%   top_n(1, avg_log2FC) %>%   group_by(group1) %>%   top_n(3, avg_log2FC) ht4 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Neurod2\"), cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   cell_annotation_params = list(height = grid::unit(0.5, \"in\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   add_dot = TRUE, add_bg = TRUE, show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   ht5 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Neurod2\"), cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   cell_annotation_params = list(width = grid::unit(0.5, \"in\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   add_dot = TRUE, add_bg = TRUE,   flip = TRUE, column_title_rot = 45, show_column_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht5$plot   ht6 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   add_violin = TRUE, cluster_rows = TRUE,   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot   ht7 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   add_violin = TRUE, fill.by = \"expression\", fill_palette = \"Blues\", cluster_rows = TRUE,   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht7$plot   ht8 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, group.by = \"CellType\", split.by = \"Phase\", n_split = 4,   cluster_rows = TRUE, cluster_columns = TRUE, cluster_row_slices = TRUE, cluster_column_slices = TRUE,   add_dot = TRUE, add_reticle = TRUE, heatmap_palette = \"viridis\",   show_row_names = TRUE, ht_params = list(row_gap = grid::unit(0, \"mm\"), row_names_gp = grid::gpar(fontsize = 10)) ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht8$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Harmony_integrate — Harmony_integrate","title":"Harmony_integrate — Harmony_integrate","text":"Harmony_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Harmony_integrate — Harmony_integrate","text":"","code":"Harmony_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   Harmony_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   RunHarmony_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Harmony_integrate — Harmony_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":null,"dir":"Reference","previous_headings":"","what":"Integration_SCP — Integration_SCP","title":"Integration_SCP — Integration_SCP","text":"Single cell pipeline integration multiple datasets.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Integration_SCP — Integration_SCP","text":"","code":"Integration_SCP(   srtMerge = NULL,   batch,   append = TRUE,   srtList = NULL,   assay = NULL,   integration_method = \"Uncorrected\",   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Integration_SCP — Integration_SCP","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. integration_method Integration method. Can one \"Uncorrected\", \"Seurat\", \"scVI\", \"MNN\", \"fastMNN\", \"Harmony\", \"Scanorama\", \"BBKNN\", \"CSS\", \"LIGER\", \"Conos\", \"ComBat\". do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Integration_SCP — Integration_SCP","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Integration_SCP — Integration_SCP","text":"","code":"data(\"panc8_sub\") panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Uncorrected\" ) #> [2023-09-01 05:34:01.912214] Start Uncorrected_integrate #> [2023-09-01 05:34:01.925751] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 05:34:02.378772] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:34:05.101589] Finished checking. #> [2023-09-01 05:34:05.485245] Perform integration(Uncorrected) on the data... #> [2023-09-01 05:34:05.486769] Start Standard_SCP #> [2023-09-01 05:34:05.48693] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Number of available HVF: 2000 #> [2023-09-01 05:34:05.801794] Finished checking. #> [2023-09-01 05:34:05.802002] Perform ScaleData on the data... #> [2023-09-01 05:34:06.191455] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:34:07.228501] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:34:07.351865] Reorder clusters... #> [2023-09-01 05:34:07.534128] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input #> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input #> [2023-09-01 05:34:17.012508] Standard_SCP done #> Elapsed time: 11.53 secs  #> [2023-09-01 05:34:17.28154] Uncorrected_integrate done #> Elapsed time: 15.37 secs  CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))   panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\" ) #> [2023-09-01 05:34:17.875333] Start Seurat_integrate #> [2023-09-01 05:34:17.89001] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 05:34:18.356439] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:34:21.070383] Finished checking. #> [2023-09-01 05:34:21.655207] Perform FindIntegrationAnchors on the data... #> [2023-09-01 05:34:44.641419] Perform integration(Seurat) on the data... #> [2023-09-01 05:34:53.235101] Perform ScaleData on the data... #> [2023-09-01 05:34:53.442184] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:34:54.614005] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:34:54.778165] Reorder clusters... #> [2023-09-01 05:34:54.94905] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> [2023-09-01 05:35:04.416348] Seurat_integrate done #> Elapsed time: 46.54 secs  CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))   if (FALSE) { integration_methods <- c(\"Uncorrected\", \"Seurat\", \"scVI\", \"MNN\", \"fastMNN\", \"Harmony\", \"Scanorama\", \"BBKNN\", \"CSS\", \"LIGER\", \"Conos\", \"ComBat\") for (method in integration_methods) {   panc8_sub <- Integration_SCP(     srtMerge = panc8_sub, batch = \"tech\",     integration_method = method, linear_reduction_dims_use = 1:50, nonlinear_reduction = \"umap\"   )   print(CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"), reduction = paste0(method, \"UMAP2D\"), theme_use = \"theme_blank\")) }  nonlinear_reductions <- c(\"umap\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\", \"fr\") panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\",   nonlinear_reduction = nonlinear_reductions ) for (nr in nonlinear_reductions) {   print(CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"), reduction = paste0(\"Seurat\", nr, \"2D\"), theme_use = \"theme_blank\")) } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"LIGER_integrate — LIGER_integrate","title":"LIGER_integrate — LIGER_integrate","text":"LIGER_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"LIGER_integrate — LIGER_integrate","text":"","code":"LIGER_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   LIGER_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   optimizeALS_params = list(),   quantilenorm_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"LIGER_integrate — LIGER_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":null,"dir":"Reference","previous_headings":"","what":"LineagePlot — LineagePlot","title":"LineagePlot — LineagePlot","text":"LineagePlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"LineagePlot — LineagePlot","text":"","code":"LineagePlot(   srt,   lineages,   weights = NULL,   reduction = NULL,   dims = c(1, 2),   cells = NULL,   trim = c(0.01, 0.99),   span = 0.75,   palette = \"Dark2\",   palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   linewidth = 1,   line_bg = \"white\",   line_bg_stroke = 0.5,   whiskers = FALSE,   whiskers_linewidth = 0.5,   whiskers_alpha = 0.5,   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"LineagePlot — LineagePlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"LineagePlot — LineagePlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", show_plot = FALSE) LineagePlot(pancreas_sub, lineages = paste0(\"Lineage\", 1:3))  LineagePlot(pancreas_sub, lineages = paste0(\"Lineage\", 1:3), whiskers = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":null,"dir":"Reference","previous_headings":"","what":"ListDB — ListDB","title":"ListDB — ListDB","text":"ListDB","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"ListDB — ListDB","text":"","code":"ListDB(   species = c(\"Homo_sapiens\", \"Mus_musculus\"),   db = c(\"GO\", \"GO_BP\", \"GO_CC\", \"GO_MF\", \"KEGG\", \"WikiPathway\", \"Reactome\",     \"ProteinComplex\", \"DGI\", \"MP\", \"DO\", \"HPO\", \"PFAM\", \"Chromosome\", \"GeneType\",     \"Enzyme\", \"TF\", \"CSPA\", \"Surfaceome\", \"SPRomeDB\", \"VerSeDa\", \"TFLink\", \"hTFtarget\",     \"TRRUST\", \"JASPAR\", \"ENCODE\", \"CellTalk\", \"CellChat\") )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"ListDB — ListDB","text":"db","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"ListDB — ListDB","text":"","code":"ListDB(species = \"Homo_sapiens\") #> [1] identifier version    comment    timestamp  date       db_version db_name    file       #> <0 rows> (or 0-length row.names)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"MNN_integrate — MNN_integrate","title":"MNN_integrate — MNN_integrate","text":"MNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"MNN_integrate — MNN_integrate","text":"","code":"MNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   mnnCorrect_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"MNN_integrate — MNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"PAGA plot — PAGAPlot","title":"PAGA plot — PAGAPlot","text":"PAGA plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"PAGA plot — PAGAPlot","text":"","code":"PAGAPlot(   srt,   paga = srt@misc$paga,   type = \"connectivities\",   reduction = NULL,   dims = c(1, 2),   cells = NULL,   show_transition = FALSE,   node_palette = \"Paired\",   node_palcolor = NULL,   node_size = 4,   node_alpha = 1,   node_highlight = NULL,   node_highlight_color = \"red\",   label = FALSE,   label.size = 3.5,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   edge_threshold = 0.01,   edge_line = c(\"straight\", \"curved\"),   edge_line_curvature = 0.3,   edge_line_angle = 90,   edge_size = c(0.2, 1),   edge_color = \"grey40\",   edge_alpha = 0.5,   edge_shorten = 0,   edge_offset = 0,   edge_highlight = NULL,   edge_highlight_color = \"red\",   transition_threshold = 0.01,   transition_line = c(\"straight\", \"curved\"),   transition_line_curvature = 0.3,   transition_line_angle = 90,   transition_size = c(0.2, 1),   transition_color = \"black\",   transition_alpha = 1,   transition_arrow_type = \"closed\",   transition_arrow_angle = 20,   transition_arrow_length = unit(0.02, \"npc\"),   transition_shorten = 0.05,   transition_offset = 0,   transition_highlight = NULL,   transition_highlight_color = \"red\",   aspect.ratio = 1,   title = \"PAGA\",   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"PAGA plot — PAGAPlot","text":"theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"PAGA plot — PAGAPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. PAGAPlot(pancreas_sub)  PAGAPlot(pancreas_sub, type = \"connectivities_tree\")  PAGAPlot(pancreas_sub, reduction = \"PCA\")  PAGAPlot(pancreas_sub, reduction = \"PAGAUMAP2D\")  PAGAPlot(pancreas_sub, label = TRUE)  PAGAPlot(pancreas_sub, label = TRUE, label_insitu = TRUE)  PAGAPlot(pancreas_sub, label = TRUE, label_insitu = TRUE, label_repel = TRUE)  PAGAPlot(pancreas_sub, edge_line = \"curved\")  PAGAPlot(pancreas_sub, node_size = \"GroupSize\")  PAGAPlot(pancreas_sub, node_highlight = \"Ductal\")  PAGAPlot(pancreas_sub, edge_highlight = paste(\"Pre-endocrine\", levels(pancreas_sub$SubCellType), sep = \"-\"))   pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ PAGAPlot(pancreas_sub, show_transition = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare the gene annotation databases — PrepareDB","title":"Prepare the gene annotation databases — PrepareDB","text":"Prepare gene annotation databases","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare the gene annotation databases — PrepareDB","text":"","code":"PrepareDB(   species = c(\"Homo_sapiens\", \"Mus_musculus\"),   db = c(\"GO\", \"GO_BP\", \"GO_CC\", \"GO_MF\", \"KEGG\", \"WikiPathway\", \"Reactome\",     \"ProteinComplex\", \"DGI\", \"MP\", \"DO\", \"HPO\", \"PFAM\", \"Chromosome\", \"GeneType\",     \"Enzyme\", \"TF\", \"CSPA\", \"Surfaceome\", \"SPRomeDB\", \"VerSeDa\", \"TFLink\", \"hTFtarget\",     \"TRRUST\", \"JASPAR\", \"ENCODE\", \"CellTalk\", \"CellChat\"),   db_IDtypes = c(\"symbol\", \"entrez_id\", \"ensembl_id\"),   db_version = \"latest\",   db_update = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   biomart = NULL,   max_tries = 5,   custom_TERM2GENE = NULL,   custom_TERM2NAME = NULL,   custom_species = NULL,   custom_IDtype = NULL,   custom_version = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare the gene annotation databases — PrepareDB","text":"species species db Enrichment database name. db_update Whether update database latest version. custom_version","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Prepare the gene annotation databases — PrepareDB","text":"list containing database.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prepare the gene annotation databases — PrepareDB","text":"","code":"if (interactive()) {   db_list <- PrepareDB(species = \"Homo_sapiens\", db = \"GO_BP\")   ListDB(species = \"Homo_sapiens\", db = \"GO_BP\")   head(db_list[[\"Homo_sapiens\"]][[\"GO_BP\"]][[\"TERM2GENE\"]])    # Based on homologous gene conversion, prepare a gene annotation database that originally does not exist in the species.   db_list <- PrepareDB(species = \"Homo_sapiens\", db = \"MP\", convert_species = TRUE)   ListDB(species = \"Homo_sapiens\", db = \"MP\")   head(db_list[[\"Homo_sapiens\"]][[\"MP\"]][[\"TERM2GENE\"]])    # Prepare databases for other species   db_list <- PrepareDB(species = \"Macaca_fascicularis\", db = \"GO_BP\", convert_species = TRUE)   ListDB(species = \"Macaca_fascicularis\", db = \"GO_BP\")   head(db_list[[\"Macaca_fascicularis\"]][[\"GO_BP\"]][[\"TERM2GENE\"]])    # Prepare databases for Arabidopsis (plant)   db_list <- PrepareDB(     species = \"Arabidopsis_thaliana\",     db = c(       \"GO_BP\", \"GO_CC\", \"GO_MF\", \"KEGG\", \"WikiPathway\",       \"ENZYME\", \"Chromosome\"     ),     biomart = \"plants_mart\"   )   head(db_list[[\"Arabidopsis_thaliana\"]][[\"KEGG\"]][[\"TERM2GENE\"]])    # You can also build a custom database based on the gene sets you have   ccgenes <- CC_GenePrefetch(\"Homo_sapiens\")   custom_TERM2GENE <- rbind(     data.frame(term = \"S_genes\", gene = ccgenes[[\"cc_S_genes\"]]),     data.frame(term = \"G2M_genes\", gene = ccgenes[[\"cc_G2M_genes\"]])   )   str(custom_TERM2GENE)    # Set convert_species = TRUE to build a custom database for both species, with the name \"CellCycle\"   db_list <- PrepareDB(     species = c(\"Homo_sapiens\", \"Mus_musculus\"), db = \"CellCycle\", convert_species = TRUE,     custom_TERM2GENE = custom_TERM2GENE, custom_species = \"Homo_sapiens\", custom_IDtype = \"symbol\", custom_version = \"Seurat_v4\"   )   ListDB(db = \"CellCycle\")    db_list <- PrepareDB(species = \"Mus_musculus\", db = \"CellCycle\")   head(db_list[[\"Mus_musculus\"]][[\"CellCycle\"]][[\"TERM2GENE\"]]) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare SCP python environment — PrepareEnv","title":"Prepare SCP python environment — PrepareEnv","text":"Prepare SCP python environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare SCP python environment — PrepareEnv","text":"","code":"PrepareEnv(   conda = \"auto\",   miniconda_repo = \"https://repo.anaconda.com/miniconda\",   python_version = \"3.8\",   envname = NULL,   force = FALSE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare SCP python environment — PrepareEnv","text":"conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. miniconda_repo Repositories miniconda. Default https://repo.anaconda.com/miniconda python_version version python install. Default 3.8 envname name conda environment. force Whether force new environment created. TRUE, existing environment recreated. Default FALSE ... arguments passed conda_install","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"Prepare Seurat object data SCExplorer hdf5 file","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"","code":"PrepareSCExplorer(   object,   base_dir = \"SCExplorer\",   DataFile = \"Data.hdf5\",   MetaFile = \"Meta.hdf5\",   assays = \"RNA\",   slots = c(\"counts\", \"data\"),   ignore_nlevel = 100,   write_tools = FALSE,   write_misc = FALSE,   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) PrepareSCExplorer(pancreas_sub, base_dir = \"./SCExplorer\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Projection Plot — ProjectionPlot","title":"Projection Plot — ProjectionPlot","text":"Projection Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Projection Plot — ProjectionPlot","text":"","code":"ProjectionPlot(   srt_query,   srt_ref,   query_group = NULL,   ref_group = NULL,   query_feature = NULL,   ref_feature = NULL,   query_reduction = \"ref.embeddings\",   ref_reduction = srt_query[[query_reduction]]@misc[[\"reduction.model\"]] %||% NULL,   query_param = list(palette = \"Set1\", cells.highlight = TRUE),   ref_param = list(palette = \"Paired\"),   xlim = NULL,   ylim = NULL,   pt.size = 0.8,   stroke.highlight = 0.5 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Projection Plot — ProjectionPlot","text":"stroke.highlight","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Projection Plot — ProjectionPlot","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-01 05:36:04.543655] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunKNNMap(srt_query = srt_query, srt_ref = srt_ref, ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'SeuratUMAP2D' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":null,"dir":"Reference","previous_headings":"","what":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"Attempt recover raw counts normalized matrix.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"","code":"RecoverCounts(   srt,   assay = NULL,   trans = c(\"expm1\", \"exp\", \"none\"),   min_count = c(1, 2, 3),   tolerance = 0.1,   sf = NULL,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"srt Seurat object. assay Name assay recover counts. trans transformation function applied data presumed log-normalized. min_count Minimum UMI count genes. tolerance recovering raw counts, nCount cell theoretically calculated integer. However, due decimal point preservation normalization, calculated nCount usually floating point number close integer. tolerance difference integer. Default 0.1 sf Set scaling factor manually. verbose Show messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"","code":"data(\"pancreas_sub\") raw_counts <- pancreas_sub@assays$RNA@counts  # Normalized the data pancreas_sub <- Seurat::NormalizeData(pancreas_sub)  # Now replace counts with the log-normalized data matrix pancreas_sub@assays$RNA@counts <- pancreas_sub@assays$RNA@data  # Recover the counts and compare with the raw counts matrix pancreas_sub <- RecoverCounts(pancreas_sub) #> The data is presumed to be log-normalized. #> Perform expm1 on the raw data. #> The presumed scale factor: 10000 identical(raw_counts, pancreas_sub@assays$RNA@counts) #> [1] TRUE"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":null,"dir":"Reference","previous_headings":"","what":"Rename clusters for the Seurat object — RenameClusters","title":"Rename clusters for the Seurat object — RenameClusters","text":"Rename clusters Seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename clusters for the Seurat object — RenameClusters","text":"","code":"RenameClusters(   srt,   group.by,   nameslist = list(),   name = \"newclusters\",   keep_levels = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename clusters for the Seurat object — RenameClusters","text":"srt Seurat object. group.old group used rename cells. nameslist named list new cluster value. name name new cluster stored Seurat object. keep_levels old group factor, keep order levels.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename clusters for the Seurat object — RenameClusters","text":"","code":"data(\"pancreas_sub\") levels(pancreas_sub@meta.data[[\"SubCellType\"]]) #> [1] \"Ductal\"        \"Ngn3 low EP\"   \"Ngn3 high EP\"  \"Pre-endocrine\" \"Beta\"          \"Alpha\"         \"Delta\"         #> [8] \"Epsilon\"        # Rename all clusters pancreas_sub <- RenameClusters(pancreas_sub, group.by = \"SubCellType\", nameslist = letters[1:8]) CellDimPlot(pancreas_sub, \"newclusters\")   # Rename specified clusters pancreas_sub <- RenameClusters(pancreas_sub,   group.by = \"SubCellType\",   nameslist = list(\"a\" = \"Alpha\", \"b\" = \"Beta\") ) CellDimPlot(pancreas_sub, \"newclusters\")   # Merge and rename clusters pancreas_sub <- RenameClusters(pancreas_sub,   group.by = \"SubCellType\",   nameslist = list(\"EndocrineClusters\" = c(\"Alpha\", \"Beta\", \"Epsilon\", \"Delta\")),   name = \"Merged\", keep_levels = TRUE ) CellDimPlot(pancreas_sub, \"Merged\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"Rename features for the Seurat object — RenameFeatures","title":"Rename features for the Seurat object — RenameFeatures","text":"Rename features Seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename features for the Seurat object — RenameFeatures","text":"","code":"RenameFeatures(srt, newnames = NULL, assays = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename features for the Seurat object — RenameFeatures","text":"srt Seurat object. newnames vector length features Seurat object, characters named old features. assays Assays rename.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename features for the Seurat object — RenameFeatures","text":"","code":"data(\"panc8_sub\") head(rownames(panc8_sub)) #> [1] \"A1BG\"   \"A1CF\"   \"A2M\"    \"A4GALT\" \"AAAS\"   \"AACS\"   # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_rename <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA head(rownames(panc8_rename)) #> [1] \"A1bg\"   \"A1cf\"   \"A2m\"    \"A4galt\" \"Aaas\"   \"Aacs\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with CSS method — RunCSSMap","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"Single-cell reference mapping CSS method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"","code":"RunCSSMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_css]]@assay.used,   ref_css = NULL,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"CSS\") #> [2023-09-01 05:36:14.652516] Start CSS_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"CSS\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunCSSMap(srt_query = srt_query, srt_ref = srt_ref, ref_css = \"CSS\", ref_umap = \"CSSUMAP2D\") #> Error: Cannot find 'CSS' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":null,"dir":"Reference","previous_headings":"","what":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"CellQC, doublet-calling run first reject abnormal cell data based median absolute deviation (MAD) outliers. doublet-calling outlier filtering, CellQC perform general QC (gene count, UMI count, etc.) reject cell data non-species interest based proportion number UMIs species.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"","code":"RunCellQC(   srt,   assay = \"RNA\",   batch = NULL,   qc_metrics = c(\"doublets\", \"outlier\", \"umi\", \"gene\", \"mito\", \"ribo\", \"ribo_mito_ratio\",     \"species\"),   return_filtered = FALSE,   db_method = \"scDblFinder\",   db_rate = NULL,   db_coefficient = 0.01,   outlier_cutoff = c(\"log10_nCount:lower:2.5\", \"log10_nCount:higher:5\",     \"log10_nFeature:lower:2.5\", \"log10_nFeature:higher:5\", \"featurecount_dist:lower:2.5\"),   outlier_n = 1,   UMI_threshold = 3000,   gene_threshold = 1000,   mito_threshold = 20,   mito_pattern = c(\"MT-\", \"Mt-\", \"mt-\"),   mito_gene = NULL,   ribo_threshold = 50,   ribo_pattern = c(\"RP[SL]\\\\d+\\\\w{0,1}\\\\d*$\", \"Rp[sl]\\\\d+\\\\w{0,1}\\\\d*$\",     \"rp[sl]\\\\d+\\\\w{0,1}\\\\d*$\"),   ribo_gene = NULL,   ribo_mito_ratio_range = c(1, Inf),   species = NULL,   species_gene_prefix = NULL,   species_percent = 95,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"srt Seurat object. assay Assay use. qc_metrics QC metrics applied. return_filtered Whether return cell-filtered Seurat object. db_method Doublet-calling methods used. Can one scDblFinder, Scrublet, DoubletDetection, scds_cxds, scds_bcds, scds_hybrid db_rate expected doublet rate. default assumed 1% per thousand cells captured (4% among 4000 thousand cells), appropriate 10x datasets. outlier_cutoff MAD outlier metrics. See isOutlier. outlier_n Minimum number outlier metrics meet conditions determining outlier cells. Default 1. UMI_threshold UMI number threshold. Cells exceed threshold considered kept. Default 3000. gene_threshold Gene number threshold. Cells exceed threshold considered kept. Default 1000. mito_threshold Percentage UMI counts mitochondrial genes. Cells exceed threshold considered discarded. Default 20. mito_pattern Regex patterns match mitochondrial genes. mito_gene defined mitochondrial genes. features provided, ignore mito_pattern matching. ribo_threshold Percentage UMI counts ribosomal genes. Cells exceed threshold considered discarded. Default 50. ribo_pattern Regex patterns match ribosomal genes. ribo_gene defined ribosomal genes. features provided, ignore ribo_pattern matching. species Species used suffix QC metrics. first species interest. Default NULL. species_gene_prefix Species gene prefix used calculate QC metrics species. Default NULL. species_percent Percentage UMI counts first species. Cells exceed threshold considered kept. Default 95. seed Set random seed. Default 11.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"Returns Seurat object QC results stored meta.data slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"General quality control usually uses metrics gene count, UMI count, etc. addition, ribo content mito content can used QC indicators: mito content can used indication apoptosis, general threshold 20 ribo content cell type dependent, cell types even 50 however, ribo content single cell data can also indicate whether empty droplets, ribo content empty droplets usually high mito content low instead.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunCellQC(pancreas_sub) #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 26  #> ... 12 potential doublets  #> ... 14 outlier cells  #> ... 0 low-UMI cells  #> ... 0 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 974  CellStatPlot(   srt = pancreas_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" ) #> `geom_line()`: Each group consists of only one observation. #> ℹ Do you need to adjust the group aesthetic? #> `geom_line()`: Each group consists of only one observation. #> ℹ Do you need to adjust the group aesthetic?  table(pancreas_sub$CellQC) #>  #> Pass Fail  #>  974   26   data(\"ifnb_sub\") ifnb_sub <- RunCellQC(ifnb_sub, batch = \"stim\", UMI_threshold = 1000, gene_threshold = 550) #> === CTRL === #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 315  #> ... 54 potential doublets  #> ... 8 outlier cells  #> ... 28 low-UMI cells  #> ... 250 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 685  #> === STIM === #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 303  #> ... 42 potential doublets  #> ... 12 outlier cells  #> ... 25 low-UMI cells  #> ... 251 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 697  CellStatPlot(   srt = ifnb_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" )  table(ifnb_sub$CellQC) #>  #> Pass Fail  #> 1382  618"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":null,"dir":"Reference","previous_headings":"","what":"Differential gene test — RunDEtest","title":"Differential gene test — RunDEtest","text":"Differential gene test","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Differential gene test — RunDEtest","text":"","code":"RunDEtest(   srt,   group_by = NULL,   group1 = NULL,   group2 = NULL,   cells1 = NULL,   cells2 = NULL,   features = NULL,   markers_type = c(\"all\", \"paired\", \"conserved\", \"disturbed\"),   grouping.var = NULL,   meta.method = c(\"maximump\", \"minimump\", \"wilkinsonp\", \"meanp\", \"sump\", \"votep\"),   test.use = \"wilcox\",   only.pos = TRUE,   fc.threshold = 1.5,   base = 2,   pseudocount.use = 1,   mean.fxn = NULL,   min.pct = 0.1,   min.diff.pct = -Inf,   max.cells.per.ident = Inf,   latent.vars = NULL,   min.cells.feature = 3,   min.cells.group = 3,   norm.method = \"LogNormalize\",   p.adjust.method = \"bonferroni\",   slot = \"data\",   assay = NULL,   BPPARAM = BiocParallel::bpparam(),   seed = 11,   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Differential gene test — RunDEtest","text":"srt Seurat object group_by group_by fc.threshold fc.threshold min.pct min.pct verbose  force force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Differential gene test — RunDEtest","text":"","code":"library(dplyr) data(\"pancreas_sub\")  pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"SubCellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:37:35.60513] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:37:40.288432] DEtest done #> Elapsed time:4.68 secs AllMarkers <- filter(pancreas_sub@tools$DEtest_SubCellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(AllMarkers$group1) #>  #>        Ductal   Ngn3 low EP  Ngn3 high EP Pre-endocrine          Beta         Alpha         Delta       Epsilon  #>            75            29            69            39            61            50            37            44  ht1 <- GroupHeatmap(pancreas_sub, features = AllMarkers$gene, feature_split = AllMarkers$group1, group.by = \"SubCellType\") #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot   TopMarkers <- AllMarkers %>%   group_by(gene) %>%   top_n(1, avg_log2FC) %>%   group_by(group1) %>%   top_n(3, avg_log2FC) ht2 <- GroupHeatmap(pancreas_sub, features = TopMarkers$gene, feature_split = TopMarkers$group1, group.by = \"SubCellType\", show_row_names = TRUE) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot   pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"SubCellType\", markers_type = \"paired\") #> [2023-09-01 05:37:42.57943] Start DEtest #> Workers: 1 #> Find paired markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:38:03.960191] DEtest done #> Elapsed time:21.38 secs PairedMarkers <- filter(pancreas_sub@tools$DEtest_SubCellType$PairedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(PairedMarkers$group1) #>  #>        Ductal   Ngn3 low EP  Ngn3 high EP Pre-endocrine          Beta         Alpha         Delta       Epsilon  #>           893           787           680           571           645           575           426           575  ht3 <- GroupHeatmap(pancreas_sub, features = PairedMarkers$gene, feature_split = PairedMarkers$group1, group.by = \"SubCellType\") #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht3$plot   data(\"panc8_sub\") panc8_sub <- Integration_SCP(panc8_sub, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-01 05:38:13.39741] Start Seurat_integrate #> [2023-09-01 05:38:13.410245] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 05:38:13.884405] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 05:38:17.094861] Finished checking. #> [2023-09-01 05:38:19.122633] Perform FindIntegrationAnchors on the data... #> [2023-09-01 05:38:41.695236] Perform integration(Seurat) on the data... #> [2023-09-01 05:38:48.797758] Perform ScaleData on the data... #> [2023-09-01 05:38:49.000053] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 05:38:50.122397] Perform FindClusters (louvain) on the data... #> [2023-09-01 05:38:50.287403] Reorder clusters... #> [2023-09-01 05:38:50.473265] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> [2023-09-01 05:39:00.792318] Seurat_integrate done #> Elapsed time: 47.39 secs  CellDimPlot(panc8_sub, group.by = c(\"celltype\", \"tech\"))   panc8_sub <- RunDEtest(panc8_sub, group_by = \"celltype\", grouping.var = \"tech\", markers_type = \"conserved\") #> [2023-09-01 05:39:01.593456] Start DEtest #> Workers: 1 #> Find conserved markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0% #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: indrop has fewer than 3 cells. Skipping indrop #> Warning: No group was tested #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: Only a single group was tested #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: indrop has fewer than 3 cells. Skipping indrop #> Warning: Only a single group was tested #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:39:32.463374] DEtest done #> Elapsed time:30.87 secs ConservedMarkers1 <- filter(panc8_sub@tools$DEtest_celltype$ConservedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(ConservedMarkers1$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                 34                 47                145                 89                171                 16  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                  8                  0                  0                128                152                105  #>            schwann  #>                 16  ht4 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = ConservedMarkers1$gene, feature_split = ConservedMarkers1$group1,   group.by = \"tech\", split.by = \"celltype\", within_groups = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   panc8_sub <- RunDEtest(panc8_sub, group_by = \"tech\", grouping.var = \"celltype\", markers_type = \"conserved\") #> [2023-09-01 05:39:40.26859] Start DEtest #> Workers: 1 #> Find conserved markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0% #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #> Warning: activated_stellate has fewer than 3 cells. Skipping activated_stellate #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:40:03.865703] DEtest done #> Elapsed time:23.6 secs ConservedMarkers2 <- filter(panc8_sub@tools$DEtest_tech$ConservedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(ConservedMarkers2$group1) #>  #>     celseq    celseq2 fluidigmc1     indrop  smartseq2  #>         29         11         61         52         22  ht4 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = ConservedMarkers2$gene, feature_split = ConservedMarkers2$group1,   group.by = \"tech\", split.by = \"celltype\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   panc8_sub <- RunDEtest(panc8_sub, group_by = \"celltype\", grouping.var = \"tech\", markers_type = \"disturbed\") #> [2023-09-01 05:40:06.537394] Start DEtest #> Workers: 1 #> Find disturbed markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                   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      |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:40:33.791313] DEtest done #> Elapsed time:27.25 secs DisturbedMarkers <- filter(panc8_sub@tools$DEtest_celltype$DisturbedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1 & var1 == \"smartseq2\") table(DisturbedMarkers$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                 37                117                 71                116                  5                  6  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                 16                  0                  0                  0                  0                  0  #>            schwann  #>                  0  ht5 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = DisturbedMarkers$gene, feature_split = DisturbedMarkers$group1,   group.by = \"celltype\", split.by = \"tech\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht5$plot   gene_specific <- names(which(table(DisturbedMarkers$gene) == 1)) DisturbedMarkers_specific <- DisturbedMarkers[DisturbedMarkers$gene %in% gene_specific, ] table(DisturbedMarkers_specific$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                  3                 67                 27                 61                  4                  3  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                 13                  0                  0                  0                  0                  0  #>            schwann  #>                  0  ht6 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = DisturbedMarkers_specific$gene, feature_split = DisturbedMarkers_specific$group1,   group.by = \"celltype\", split.by = \"tech\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot   ht7 <- GroupHeatmap(panc8_sub,   slot = \"data\", aggregate_fun = function(x) mean(expm1(x)) + 1,   features = DisturbedMarkers_specific$gene, feature_split = DisturbedMarkers_specific$group1,   group.by = \"celltype\", grouping.var = \"tech\", numerator = \"smartseq2\" ) #> Warning: When 'grouping.var' is specified, 'exp_method' can only be 'log2fc' #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht7$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":null,"dir":"Reference","previous_headings":"","what":"Run DiffusionMap(DM) — RunDM","title":"Run DiffusionMap(DM) — RunDM","text":"Run DM dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run DiffusionMap(DM) — RunDM","text":"","code":"RunDM(object, ...)  # S3 method for Seurat RunDM(   object,   reduction = \"pca\",   dims = 1:30,   features = NULL,   assay = NULL,   slot = \"data\",   graph = NULL,   neighbor = NULL,   ndcs = 2,   sigma = \"local\",   k = 30,   dist.method = \"euclidean\",   reduction.name = \"dm\",   reduction.key = \"DM_\",   seed.use = 42,   verbose = TRUE,   ... )  # S3 method for matrix RunDM(   object,   ndcs = 2,   sigma = \"local\",   k = 30,   dist.method = \"euclidean\",   assay = NULL,   slot = \"data\",   reduction.key = \"DM_\",   seed.use = 42,   verbose = TRUE,   ... )  # S3 method for Neighbor RunDM(   object,   ndcs = 2,   sigma = \"local\",   k = 30,   slot = \"data\",   assay = NULL,   reduction.key = \"DM_\",   verbose = TRUE,   seed.use = 42,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run DiffusionMap(DM) — RunDM","text":"object  ...  assay Name Assay dm run . slot Name slot dm run . graph  ndcs Total Number DM compute store (2 default). reduction.name dimensional reduction name, 'dm' default reduction.key dimensional reduction key, specifies string number dimension names. \"DM_\" default. seed.use Set random seed. default, sets seed 42. Setting NULL set seed. verbose Show progressbar progress information","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run DiffusionMap(DM) — RunDM","text":"Returns Seurat object DM calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":null,"dir":"Reference","previous_headings":"","what":"Run dimensionality reduction — RunDimReduction","title":"Run dimensionality reduction — RunDimReduction","text":"Run dimensionality reduction","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run dimensionality reduction — RunDimReduction","text":"","code":"RunDimReduction(   srt,   prefix = \"\",   features = NULL,   assay = NULL,   slot = \"data\",   linear_reduction = NULL,   linear_reduction_dims = 50,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = NULL,   nonlinear_reduction_dims = 2,   reduction_use = NULL,   reduction_dims = NULL,   graph_use = NULL,   neighbor_use = NULL,   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   verbose = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run dimensionality reduction — RunDimReduction","text":"srt Seurat object. prefix prefix used name result. features Use features expression data run linear nonlinear dimensionality reduction. assay Specific assay get data . slot Specific slot get data . linear_reduction Method linear dimensionality reduction. Options \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Total number dimensions compute store linear_reduction. linear_reduction_params parameters passed linear_reduction method. force_linear_reduction Whether force linear dimensionality reduction. nonlinear_reduction Method nonlinear dimensionality reduction. Options \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\" nonlinear_reduction_dims Total number dimensions compute store nonlinear_reduction. reduction_use dimensional reduction use input nonlinear_reduction. reduction_dims dimensions use input nonlinear_reduction, used features NULL. graph_use Name graph use nonlinear_reduction. neighbor_use Name neighbor use nonlinear_reduction. nonlinear_reduction_params parameters passed nonlinear_reduction method. force_nonlinear_reduction Whether force nonlinear dimensionality reduction. verbose Show messages. seed Set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"Identification heterotypic (neotypic) doublets single-cell RNAseq data.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"","code":"RunDoubletCalling(   srt,   assay = \"RNA\",   db_method = \"scDblFinder\",   db_rate = ncol(srt)/1000 * 0.01,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"srt Seurat object. assay Assay use. db_method Doublet-calling methods used. Can one scDblFinder, Scrublet, DoubletDetection, scds_cxds, scds_bcds, scds_hybrid db_rate expected doublet rate. default assumed 1% per thousand cells captured (4% among 4000 thousand cells), appropriate 10x datasets. ... Arguments passed corresponding doublet-calling method.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"Returns Seurat object doublet prediction results prediction scores stored meta.data slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDoubletCalling(pancreas_sub, db_method = \"scDblFinder\") CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scDblFinder_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scDblFinder_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":null,"dir":"Reference","previous_headings":"","what":"RunDynamicEnrichment — RunDynamicEnrichment","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"RunDynamicEnrichment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"","code":"RunDynamicEnrichment(   srt,   lineages,   score_method = \"AUCell\",   ncore = 1,   slot = \"data\",   assay = NULL,   min_expcells = 20,   r.sq = 0.2,   dev.expl = 0.2,   padjust = 0.05,   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"convert_species","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = \"Lineage1\", n_candidates = 200) #> [2023-09-01 05:41:22.092829] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 199 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:41:35.26642] RunDynamicFeatures done #> Elapsed time:13.17 secs ht1 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   cell_annotation = \"SubCellType\",   n_split = 4 ) #> 146 features from Lineage1 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht1$plot   pancreas_sub <- RunDynamicEnrichment(   srt = pancreas_sub,   lineages = \"Lineage1\",   score_method = \"AUCell\",   db = \"GO_BP\",   species = \"Mus_musculus\" ) #> [2023-09-01 05:41:38.036477] Start RunDynamicFeatures #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ... #> Number of feature lists to be scored: 2738 #> [2023-09-01 05:41:43.663877] Start CellScoring #> Workers: 1 #> Warning: Feature names cannot have underscores ('_'), replacing with dashes ('-') #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from go_bp_ to gobp_ #> [2023-09-01 05:44:16.324869] CellScoring done #> Elapsed time:2.54 mins #> [2023-09-01 05:44:16.327247] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 2738 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:44:52.927147] RunDynamicFeatures done #> Elapsed time:36.6 secs #> [2023-09-01 05:44:52.927795] RunDynamicEnrichment done #> Elapsed time:3.25 mins ht2 <- DynamicHeatmap(   srt = pancreas_sub,   assay = \"GO_BP\",   lineages = \"Lineage1_GO_BP\",   cell_annotation = \"SubCellType\",   n_split = 4,   split_method = \"kmeans-peaktime\" ) #> 1856 features from Lineage1_GO_BP passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> GO-BP-2..deoxyribonucleotide.biosynthetic.process,GO-BP-2..deoxyribonucleotide.metabolic.process,GO-BP-ADP.metabolic.process,GO-BP-ATP.biosynthetic.process,GO-BP-ATP.metabolic.process,GO-BP-B.cell.activation,GO-BP-B.cell.apoptotic.process,GO-BP-B.cell.proliferation,GO-BP-CD4.positive..alpha.beta.T.cell.activation,GO-BP-DNA.conformation.change... #> Warning: The values in the 'counts' slot are non-integer. Set the library size to 1. #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"RunDynamicFeatures — RunDynamicFeatures","title":"RunDynamicFeatures — RunDynamicFeatures","text":"RunDynamicFeatures","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunDynamicFeatures — RunDynamicFeatures","text":"","code":"RunDynamicFeatures(   srt,   lineages,   features = NULL,   suffix = lineages,   n_candidates = 1000,   minfreq = 5,   family = NULL,   slot = \"counts\",   assay = NULL,   libsize = NULL,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunDynamicFeatures — RunDynamicFeatures","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunDynamicFeatures — RunDynamicFeatures","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) #> [2023-09-01 05:45:25.699246] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 225 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:45:50.810577] RunDynamicFeatures done #> Elapsed time:25.11 secs names(pancreas_sub@tools$DynamicFeatures_Lineage1) #> [1] \"DynamicFeatures\" \"raw_matrix\"      \"fitted_matrix\"   \"upr_matrix\"      \"lwr_matrix\"      \"libsize\"         #> [7] \"lineages\"        \"family\"          head(pancreas_sub@tools$DynamicFeatures_Lineage1$DynamicFeatures) #>      features exp_ncells      r.sq  dev.expl peaktime valleytime pvalue padjust #> Gcg       Gcg        187 0.4655182 0.8691204 30.15024 24.1773998      0       0 #> Iapp     Iapp        334 0.4034078 0.7935303 30.15024  0.2290427      0       0 #> Pyy       Pyy        478 0.4559669 0.7388797 27.49398 15.9875637      0       0 #> Ppy       Ppy         88 0.1095566 0.6091776 30.15024  9.5549970      0       0 #> Gast     Gast        111 0.0591293 0.6073730 29.50531 10.7006670      0       0 #> Chgb     Chgb        346 0.4033797 0.7620188 23.04485 11.4825349      0       0 ht <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   cell_annotation = \"SubCellType\",   n_split = 6, reverse_ht = \"Lineage1\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht$plot   DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\"),   group.by = \"SubCellType\",   compare_lineages = TRUE,   compare_features = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":null,"dir":"Reference","previous_headings":"","what":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"Perform enrichment analysis(-representation) genes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"","code":"RunEnrichment(   srt = NULL,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"avg_log2FC > 0 & p_val_adj < 0.05\",   geneID = NULL,   geneID_groups = NULL,   geneID_exclude = NULL,   IDtype = \"symbol\",   result_IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   unlimited_db = c(\"Chromosome\", \"GeneType\", \"TF\", \"Enzyme\", \"CSPA\"),   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"geneID geneID geneID_groups geneID_groups IDtype IDtype result_IDtype result_IDtype species species db enrichment database db_update db_update convert_species  TERM2GENE TERM2GENE TERM2NAME TERM2NAME minGSSize minGSSize maxGSSize maxGSSize GO_simplify GO_simplify simplify_method simplify_method simplify_similarityCutoff simplify_similarityCutoff GO_simplify_padjustCutoff GO_simplify_padjustCutoff universe universe","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:46:00.908922] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:46:04.118009] DEtest done #> Elapsed time:3.21 secs pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\", DE_threshold = \"avg_log2FC > 0 & p_val_adj < 0.05\",   db = \"GO_BP\", species = \"Mus_musculus\" ) #> [2023-09-01 05:46:04.120698] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:46:49.452022] Enrichment done #> Elapsed time:45.33 secs EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Remove redundant GO terms pancreas_sub <- RunEnrichment(srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", GO_simplify = TRUE, species = \"Mus_musculus\") #> [2023-09-01 05:46:49.699932] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:48:18.464079] Enrichment done #> Elapsed time:1.48 mins EnrichmentPlot(pancreas_sub, db = \"GO_BP_sim\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Use a combined database pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\",   db = c(\"KEGG\", \"WikiPathway\", \"Reactome\", \"PFAM\", \"MP\"),   db_combine = TRUE,   species = \"Mus_musculus\" ) #> [2023-09-01 05:48:18.740788] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: MP version:2023-08-28 08:02 nterm:10291 created:2023-09-01 05:15:39.154756 #> Preparing database: KEGG #> Preparing database: WikiPathway #> Preparing database: Reactome #> Preparing database: PFAM #> Convert ID types for the database: KEGG #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 9246 genes mapped with entrez_id #> ============================== #> 9246 genes mapped #> 86 genes unmapped #> ============================== #> Convert ID types for the database: WikiPathway #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 4560 genes mapped with entrez_id #> ============================== #> 4560 genes mapped #> 0 genes unmapped #> ============================== #> Convert ID types for the database: Reactome #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 8562 genes mapped with entrez_id #> ============================== #> 8562 genes mapped #> 6 genes unmapped #> ============================== #> Convert ID types for the database: PFAM #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 19463 genes mapped with entrez_id #> ============================== #> 19463 genes mapped #> 73 genes unmapped #> ============================== #> Create 'Combined' database ... #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:49:58.823383] Enrichment done #> Elapsed time:1.67 mins EnrichmentPlot(pancreas_sub, db = \"Combined\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Or use \"geneID\" and \"geneID_groups\" as input to run enrichment de_df <- dplyr::filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, avg_log2FC > 0 & p_val_adj < 0.05) enrich_out <- RunEnrichment(geneID = de_df[[\"gene\"]], geneID_groups = de_df[[\"group1\"]], db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-01 05:49:59.128159] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:50:46.754929] Enrichment done #> Elapsed time:47.63 secs EnrichmentPlot(res = enrich_out, db = \"GO_BP\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":null,"dir":"Reference","previous_headings":"","what":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"Create force-directed layout developed Fruchterman Reingold.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"","code":"RunFR(object, ...)  # S3 method for Seurat RunFR(   object,   reduction = NULL,   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   graph = NULL,   neighbor = NULL,   k.param = 20,   ndim = 2,   niter = 500,   seed.use = 42L,   verbose = TRUE,   reduction.name = \"FR\",   reduction.key = \"FR_\",   ... )  # S3 method for default RunFR(   object,   ndim = 2,   niter = 500,   reduction.key = \"FR_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":null,"dir":"Reference","previous_headings":"","what":"Run GLMPCA — RunGLMPCA","title":"Run GLMPCA — RunGLMPCA","text":"Run GLMPCA","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run GLMPCA — RunGLMPCA","text":"","code":"RunGLMPCA(object, ...)  # S3 method for Seurat RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.name = \"glmpca\",   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )  # S3 method for Assay RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.name = \"glmpca\",   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )  # S3 method for default RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run GLMPCA — RunGLMPCA","text":"object Seurat object ...  L number dimensions return (defaults 5) assay Assay use, defaults default assay features list features use performing GLM-PCA. null, defaults variable features. reduction.name Name store resulting DimReduc object . Defaults glmpca reduction.key Key resulting DimReduc. Defaults GLMPC_","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run GLMPCA — RunGLMPCA","text":"Seurat object containing output GLMPCA stored DimReduc object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":null,"dir":"Reference","previous_headings":"","what":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"Perform enrichment analysis(GSEA) genes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"","code":"RunGSEA(   srt = NULL,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"p_val_adj < 0.05\",   scoreType = \"std\",   geneID = NULL,   geneScore = NULL,   geneID_groups = NULL,   geneID_exclude = NULL,   IDtype = \"symbol\",   result_IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   unlimited_db = c(\"Chromosome\", \"GeneType\", \"TF\", \"Enzyme\", \"CSPA\"),   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"geneID geneID geneID_groups geneID_groups IDtype IDtype result_IDtype result_IDtype species species db enrichment database db_update db_update convert_species  TERM2GENE TERM2GENE TERM2NAME TERM2NAME minGSSize minGSSize maxGSSize maxGSSize GO_simplify GO_simplify simplify_method simplify_method simplify_similarityCutoff simplify_similarityCutoff GO_simplify_padjustCutoff GO_simplify_padjustCutoff","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE, fc.threshold = 1) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 05:50:50.163321] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 05:55:49.887801] DEtest done #> Elapsed time:5 mins pancreas_sub <- RunGSEA(pancreas_sub,   group_by = \"CellType\", DE_threshold = \"p_val_adj < 0.05\",   scoreType = \"std\", db = \"GO_BP\", species = \"Mus_musculus\" ) #> [2023-09-01 05:55:49.890738] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:01:25.644766] GSEA done #> Elapsed time:5.6 mins GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", plot_type = \"comparison\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", id_use = \"GO:0006412\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", id_use = c(\"GO:0046903\", \"GO:0015031\", \"GO:0007600\"))   # Remove redundant GO terms pancreas_sub <- RunGSEA(srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", GO_simplify = TRUE, species = \"Mus_musculus\") #> [2023-09-01 06:01:27.756445] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:07:52.14914] GSEA done #> Elapsed time:6.41 mins GSEAPlot(pancreas_sub, db = \"GO_BP_sim\", group_by = \"CellType\", plot_type = \"comparison\")   # Use a combined database pancreas_sub <- RunGSEA(   srt = pancreas_sub, group_by = \"CellType\",   db = c(\"KEGG\", \"WikiPathway\", \"Reactome\", \"PFAM\", \"MP\"),   db_combine = TRUE,   species = \"Mus_musculus\" ) #> [2023-09-01 06:07:52.557954] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: KEGG version:Release 107.0+/09-01, Sep 23 nterm:351 created:2023-09-01 05:49:03.014052 #> Loading cached db: WikiPathway version:20230810 nterm:200 created:2023-09-01 05:49:10.167076 #> Loading cached db: Reactome version:1.84.0 nterm:1715 created:2023-09-01 05:49:21.179897 #> Loading cached db: PFAM version:3.17.0 nterm:6565 created:2023-09-01 05:49:41.21398 #> Loading cached db: MP version:2023-08-28 08:02 nterm:10291 created:2023-09-01 05:15:39.154756 #> Create 'Combined' database ... #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:09:49.078112] GSEA done #> Elapsed time:1.94 mins GSEAPlot(pancreas_sub, db = \"Combined\", group_by = \"CellType\", plot_type = \"comparison\")   # Or use \"geneID\", \"geneScore\" and \"geneID_groups\" as input to run GSEA de_df <- dplyr::filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05) gsea_out <- RunGSEA(geneID = de_df[[\"gene\"]], geneScore = de_df[[\"avg_log2FC\"]], geneID_groups = de_df[[\"group1\"]], db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-01 06:09:49.453508] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:15:44.137675] GSEA done #> Elapsed time:5.91 mins GSEAPlot(res = gsea_out, db = \"GO_BP\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":null,"dir":"Reference","previous_headings":"","what":"Harmony single cell integration — RunHarmony2","title":"Harmony single cell integration — RunHarmony2","text":"Run Harmony algorithm Seurat pipelines.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Harmony single cell integration — RunHarmony2","text":"","code":"RunHarmony2(object, ...)  # S3 method for Seurat RunHarmony2(   object,   group.by.vars,   reduction = \"pca\",   dims.use = NULL,   theta = NULL,   lambda = NULL,   sigma = 0.1,   nclust = NULL,   tau = 0,   block.size = 0.05,   max.iter.harmony = 10,   max.iter.cluster = 20,   epsilon.cluster = 1e-05,   epsilon.harmony = 1e-04,   plot_convergence = FALSE,   verbose = TRUE,   reference_values = NULL,   reduction.save = \"Harmony\",   assay.use = \"RNA\",   project.dim = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Harmony single cell integration — RunHarmony2","text":"object  ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with KNN method — RunKNNMap","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"Single-cell reference mapping KNN method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"","code":"RunKNNMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = NULL,   ref_umap = NULL,   ref_group = NULL,   features = NULL,   nfeatures = 2000,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-01 06:15:49.254966] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunKNNMap(srt_query = srt_query, srt_ref = srt_ref, ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'SeuratUMAP2D' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using similarity. — RunKNNPredict","title":"Annotate single cells using similarity. — RunKNNPredict","text":"Annotate single cells using similarity.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using similarity. — RunKNNPredict","text":"","code":"RunKNNPredict(   srt_query,   srt_ref = NULL,   bulk_ref = NULL,   query_group = NULL,   ref_group = NULL,   query_assay = NULL,   ref_assay = NULL,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   query_collapsing = !is.null(query_group),   ref_collapsing = TRUE,   return_full_distance_matrix = FALSE,   features = NULL,   features_type = c(\"HVF\", \"DE\"),   feature_source = \"both\",   nfeatures = 2000,   DEtest_param = list(max.cells.per.ident = 200, test.use = \"wilcox\"),   DE_threshold = \"p_val_adj < 0.05\",   nn_method = NULL,   distance_metric = \"cosine\",   k = 30,   filter_lowfreq = 0,   prefix = \"KNNPredict\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using similarity. — RunKNNPredict","text":"srt_query seurat object. bulk_ref cell atlas matrix, e.g., SCP::ref_scHCL query_assay assay used srt_query DE_threshold Threshold used filter DE features. Default \"p_val < 0.05\". using \"roc\" test, DE_threshold needs reassigned. e.g. \"power > 0.5\" k Number predictions return. prefix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using similarity. — RunKNNPredict","text":"","code":"# Annotate cells using bulk RNA-seq data data(\"pancreas_sub\") data(\"ref_scMCA\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 06:15:51.515927] Start Standard_SCP #> [2023-09-01 06:15:51.516217] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:15:52.674928] Finished checking. #> [2023-09-01 06:15:52.675159] Perform ScaleData on the data... #> [2023-09-01 06:15:52.847306] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:15:53.963433] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:15:54.130611] Reorder clusters... #> [2023-09-01 06:15:54.414758] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:16:10.2961] Standard_SCP done #> Elapsed time: 18.78 secs  pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Removal of low credible cell types from the predicted results pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA, filter_lowfreq = 30) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Annotate clusters using bulk RNA-seq data pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, query_group = \"SubCellType\", bulk_ref = ref_scMCA) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Annotate using single cell RNA-seq data data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-01 06:16:15.617582] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 06:16:16.227905] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:16:19.58385] Finished checking.  pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, srt_ref = panc8_sub, ref_group = \"celltype\") #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", ref_collapsing = FALSE ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_prob\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", ref_group = \"celltype\" ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   # Annotate with DE gene instead of HVF pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\",   features_type = \"DE\", feature_source = \"ref\" ) #> [2023-09-01 06:16:25.162524] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:16:36.552029] DEtest done #> Elapsed time:11.39 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the ref data: 2000 #> Use 1865 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", ref_group = \"celltype\",   features_type = \"DE\", feature_source = \"both\" ) #> [2023-09-01 06:16:37.900793] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:16:41.27284] DEtest done #> Elapsed time:3.37 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the query data: 956 #> [2023-09-01 06:16:41.688105] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:16:53.342642] DEtest done #> Elapsed time:11.65 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the ref data: 252 #> Use 67 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":null,"dir":"Reference","previous_headings":"","what":"Run LargeVis — RunLargeVis","title":"Run LargeVis — RunLargeVis","text":"Run LargeVis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run LargeVis — RunLargeVis","text":"","code":"RunLargeVis(object, ...)  # S3 method for Seurat RunLargeVis(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   perplexity = 50,   n_neighbors = perplexity * 3,   n_components = 2,   metric = \"euclidean\",   n_epochs = -1,   learning_rate = 1,   scale = \"maxabs\",   init = \"lvrandom\",   init_sdev = NULL,   repulsion_strength = 7,   negative_sample_rate = 5,   nn_method = NULL,   n_trees = 50,   search_k = 2 * n_neighbors * n_trees,   n_threads = NULL,   n_sgd_threads = 0,   grain_size = 1,   kernel = \"gauss\",   pca = NULL,   pca_center = TRUE,   pcg_rand = TRUE,   fast_sgd = FALSE,   batch = FALSE,   opt_args = NULL,   epoch_callback = NULL,   pca_method = NULL,   reduction.name = \"largevis\",   reduction.key = \"LargeVis_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunLargeVis(   object,   assay = NULL,   perplexity = 50,   n_neighbors = perplexity * 3,   n_components = 2,   metric = \"euclidean\",   n_epochs = -1,   learning_rate = 1,   scale = \"maxabs\",   init = \"lvrandom\",   init_sdev = NULL,   repulsion_strength = 7,   negative_sample_rate = 5,   nn_method = NULL,   n_trees = 50,   search_k = 2 * n_neighbors * n_trees,   n_threads = NULL,   n_sgd_threads = 0,   grain_size = 1,   kernel = \"gauss\",   pca = NULL,   pca_center = TRUE,   pcg_rand = TRUE,   fast_sgd = FALSE,   batch = FALSE,   opt_args = NULL,   epoch_callback = NULL,   pca_method = NULL,   reduction.key = \"LargeVis_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run LargeVis — RunLargeVis","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":null,"dir":"Reference","previous_headings":"","what":"Run multi-dimensional scaling(MDS) — RunMDS","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"Run MDS dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"","code":"RunMDS(object, ...)  # S3 method for Seurat RunMDS(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.name = \"mds\",   reduction.key = \"MDS_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for Assay RunMDS(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"MDS_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for default RunMDS(   object,   assay = NULL,   slot = \"data\",   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"MDS_\",   seed.use = 42,   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"object object ...  assay Name Assay mds run . slot Name slot mds run . features Features compute mds . features=NULL, mds run using variable features Assay. nmds Total Number MDS compute store (50 default). rev.mds default computes mds cell x gene matrix. Setting true compute gene x cell matrix. ndims.print MDS print genes . nfeatures.print Number genes print MDS. reduction.name dimensional reduction name, 'mds' default reduction.key dimensional reduction key, specifies string number dimension names. \"MDS_\" default. verbose Print top genes associated high/low loadings MDS. seed.use Set random seed. default, sets seed 42. Setting NULL set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"Returns Seurat object MDS calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Monocle2 analysis — RunMonocle2","title":"Run Monocle2 analysis — RunMonocle2","text":"Run Monocle2 analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Monocle2 analysis — RunMonocle2","text":"","code":"RunMonocle2(   srt,   annotation = NULL,   assay = NULL,   slot = \"counts\",   expressionFamily = \"negbinomial.size\",   features = NULL,   feature_type = \"HVF\",   disp_filter = \"mean_expression >= 0.1 & dispersion_empirical >= 1 * dispersion_fit\",   max_components = 2,   reduction_method = \"DDRTree\",   norm_method = \"log\",   residualModelFormulaStr = NULL,   pseudo_expr = 1,   root_state = NULL,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Monocle2 analysis — RunMonocle2","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Monocle2 analysis — RunMonocle2","text":"","code":"if (interactive()) {   data(\"pancreas_sub\")   pancreas_sub <- RunMonocle2(srt = pancreas_sub, annotation = \"CellType\")   names(pancreas_sub@tools$Monocle2)   trajectory <- pancreas_sub@tools$Monocle2$trajectory    p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"DDRTree\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\")   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle2_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\")   print(p1 + p2 + p3)    pancreas_sub <- RunMonocle2(     srt = pancreas_sub, annotation = \"CellType\",     feature_type = \"Disp\", disp_filter = \"mean_expression >= 0.01 & dispersion_empirical >= 1 * dispersion_fit\"   )   trajectory <- pancreas_sub@tools$Monocle2$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"DDRTree\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\")   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle2_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\")   print(p1 + p2 + p3) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Monocle3 analysis — RunMonocle3","title":"Run Monocle3 analysis — RunMonocle3","text":"Run Monocle3 analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Monocle3 analysis — RunMonocle3","text":"","code":"RunMonocle3(   srt,   annotation = NULL,   assay = NULL,   slot = \"counts\",   reduction = DefaultReduction(srt),   clusters = NULL,   graph = NULL,   partition_qval = 0.05,   k = 50,   cluster_method = \"louvain\",   num_iter = 2,   resolution = NULL,   use_partition = NULL,   close_loop = TRUE,   learn_graph_control = NULL,   root_pr_nodes = NULL,   root_cells = NULL,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Monocle3 analysis — RunMonocle3","text":"clusters","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Monocle3 analysis — RunMonocle3","text":"","code":"if (interactive()) {   data(\"pancreas_sub\")   # Use Monocle clusters to infer the trajectories   pancreas_sub <- RunMonocle3(srt = pancreas_sub, annotation = \"CellType\", reduction = \"UMAP\")   names(pancreas_sub@tools$Monocle3)   trajectory <- pancreas_sub@tools$Monocle3$trajectory   milestones <- pancreas_sub@tools$Monocle3$milestones    p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\") + trajectory + milestones   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3)    # Select the lineage using monocle3::choose_graph_segments   cds <- pancreas_sub@tools$Monocle3$cds   cds_sub <- monocle3::choose_graph_segments(cds, starting_pr_node = NULL, ending_pr_nodes = NULL)   pancreas_sub$Lineages_1 <- NA   pancreas_sub$Lineages_1[colnames(cds_sub)] <- pancreas_sub$Monocle3_Pseudotime[colnames(cds_sub)]   CellDimPlot(pancreas_sub, group.by = \"SubCellType\", lineages = \"Lineages_1\", lineages_span = 0.1, theme_use = \"theme_blank\")    # Use Seurat clusters to infer the trajectories   pancreas_sub <- Standard_SCP(pancreas_sub)   CellDimPlot(pancreas_sub, group.by = c(\"Standardclusters\", \"CellType\"), label = TRUE, theme_use = \"theme_blank\")   pancreas_sub <- RunMonocle3(srt = pancreas_sub, annotation = \"CellType\", clusters = \"Standardclusters\")   trajectory <- pancreas_sub@tools$Monocle3$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3)    # Use custom graphs and cell clusters to infer the partitions and trajectories, respectively   pancreas_sub <- Standard_SCP(pancreas_sub, cluster_resolution = 5)   CellDimPlot(pancreas_sub, group.by = c(\"Standardclusters\", \"CellType\"), label = TRUE)   pancreas_sub <- RunMonocle3(     srt = pancreas_sub, annotation = \"CellType\",     clusters = \"Standardclusters\", graph = \"Standardpca_SNN\"   )   trajectory <- pancreas_sub@tools$Monocle3$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Non-negative matrix factorization(NMF) — RunNMF","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"Run NMF dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"","code":"RunNMF(object, ...)  # S3 method for Seurat RunNMF(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.name = \"nmf\",   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for Assay RunNMF(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for default RunNMF(   object,   assay = NULL,   slot = \"data\",   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"object object ...  assay Name Assay nmf run . slot Name slot nmf run . features Features compute nmf . features=NULL, nmf run using variable features Assay. nbes Total Number BEs(\"basis experiment\", aka \"metagene\") compute store (50 default). rev.nmf default computes nmf cell x gene matrix. Setting true compute gene x cell matrix. ndims.print BEs print genes . nfeatures.print Number genes print . reduction.name dimensional reduction name, 'nmf' default reduction.key dimensional reduction key, specifies string number dimension names. \"BE_\" default. verbose Print top genes associated high/low loadings BEs. seed.use Set random seed. default, sets seed 42. Setting NULL set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"Returns Seurat object NMF calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PAGA analysis — RunPAGA","title":"Run PAGA analysis — RunPAGA","text":"Run PAGA analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PAGA analysis — RunPAGA","text":"","code":"RunPAGA(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   palette = \"Paired\",   palcolor = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   n_pcs = 30,   n_neighbors = 30,   use_rna_velocity = FALSE,   vkey = \"stochastic\",   embedded_with_PAGA = FALSE,   paga_layout = \"fr\",   threshold = 0.1,   point_size = 20,   infer_pseudotime = FALSE,   root_group = NULL,   root_cell = NULL,   n_dcs = 10,   n_branchings = 0,   min_group_size = 0.01,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PAGA analysis — RunPAGA","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. n_pcs n_pcs. n_neighbors n_neighbors. use_rna_velocity use_rna_velocity. vkey Key velocity. Default \"stochastic\". paga_layout Plotting layout computes positions. See See layout param scanpy.pl.paga function. threshold edge threshold. point_size point_size. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run PAGA analysis — RunPAGA","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run PAGA analysis — RunPAGA","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") #> 'misc' slot is not converted. #> 'tools' slot is not converted. CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"draw_graph_fr\")  PAGAPlot(pancreas_sub, reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga)   pancreas_sub <- RunPAGA(   srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\",   embedded_with_PAGA = TRUE, infer_pseudotime = TRUE, root_group = \"Ductal\" ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase dpt_pseudotime #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M     0.08858810 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1     0.61145532 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M     0.10923140 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1     0.86335427 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M     0.03584586 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1     0.03778159 names(pancreas_sub@reductions) #> [1] \"PCA\"           \"UMAP\"          \"draw_graph_fr\" \"PAGAUMAP2D\"    \"diffmap\"       FeatureDimPlot(pancreas_sub, features = \"dpt_pseudotime\", reduction = \"PAGAUMAP2D\")  PAGAPlot(pancreas_sub, reduction = \"PAGAUMAP2D\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"PAGAUMAP2D\", paga = pancreas_sub@misc$paga)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with PCA method — RunPCAMap","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"Single-cell reference mapping PCA method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"","code":"RunPCAMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_dims = 1:30,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-01 06:18:05.529985] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunPCAMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Seuratpca\", ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'Seuratpca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PHATE — RunPHATE","title":"Run PHATE — RunPHATE","text":"Run PHATE","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PHATE — RunPHATE","text":"","code":"RunPHATE(object, ...)  # S3 method for Seurat RunPHATE(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   knn = 5,   decay = 40,   n_landmark = 2000,   t = \"auto\",   gamma = 1,   n_pca = 100,   knn_dist = \"euclidean\",   knn_max = NULL,   n_jobs = 1,   mds = \"metric\",   mds_dist = \"euclidean\",   mds_solver = \"sgd\",   t_max = 100,   do_cluster = FALSE,   n_clusters = \"auto\",   max_clusters = 100,   reduction.name = \"phate\",   reduction.key = \"PHATE_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunPHATE(   object,   assay = NULL,   n_components = 2,   knn = 5,   decay = 40,   n_landmark = 2000,   t = \"auto\",   gamma = 1,   n_pca = 100,   knn_dist = \"euclidean\",   knn_max = NULL,   n_jobs = 1,   mds = \"metric\",   mds_dist = \"euclidean\",   mds_solver = \"sgd\",   t_max = 100,   do_cluster = FALSE,   n_clusters = \"auto\",   max_clusters = 100,   reduction.key = \"PHATE_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PHATE — RunPHATE","text":"object  ...  max_clusters","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PaCMAP — RunPaCMAP","title":"Run PaCMAP — RunPaCMAP","text":"Run PaCMAP","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PaCMAP — RunPaCMAP","text":"","code":"RunPaCMAP(object, ...)  # S3 method for Seurat RunPaCMAP(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   n.neighbors = NULL,   MN_ratio = 0.5,   FP_ratio = 2,   pair_neighbors = NULL,   pair_MN = NULL,   pair_FP = NULL,   distance_method = \"euclidean\",   lr = 1,   num_iters = 450L,   apply_pca = TRUE,   init = \"random\",   reduction.name = \"pacmap\",   reduction.key = \"PaCMAP_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunPaCMAP(   object,   assay = NULL,   n_components = 2,   n.neighbors = NULL,   MN_ratio = 0.5,   FP_ratio = 2,   pair_neighbors = NULL,   pair_MN = NULL,   pair_FP = NULL,   distance_method = \"euclidean\",   lr = 1,   num_iters = 450L,   apply_pca = TRUE,   init = \"random\",   reduction.key = \"PaCMAP_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PaCMAP — RunPaCMAP","text":"object  ...  assay  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Palantir analysis — RunPalantir","title":"Run Palantir analysis — RunPalantir","text":"Run Palantir analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Palantir analysis — RunPalantir","text":"","code":"RunPalantir(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   palette = \"Paired\",   palcolor = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   n_pcs = 30,   n_neighbors = 30,   dm_n_components = 10,   dm_alpha = 0,   dm_n_eigs = NULL,   early_group = NULL,   terminal_groups = NULL,   early_cell = NULL,   terminal_cells = NULL,   num_waypoints = 1200,   scale_components = TRUE,   use_early_cell_as_start = TRUE,   adjust_early_cell = FALSE,   adjust_terminal_cells = FALSE,   max_iterations = 25,   n_jobs = 8,   point_size = 20,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Palantir analysis — RunPalantir","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. n_pcs n_pcs. n_neighbors n_neighbors. n_jobs n_jobs. point_size point_size. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run Palantir analysis — RunPalantir","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Palantir analysis — RunPalantir","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPalantir(   srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\",   early_group = \"Ductal\", use_early_cell_as_start = TRUE,   terminal_groups = c(\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\") ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase palantir_pseudotime #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M          0.25910808 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1          0.49968980 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M          0.29036675 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1          0.69014101 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M          0.11107706 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1          0.03843483 #>                  palantir_diff_potential Delta_diff_potential Epsilon_diff_potential Alpha_diff_potential #> CAGCCGAAGCGATATA               1.1828661            0.3363345             0.09180837           0.10830487 #> AGTGTCATCGCCGTGA               1.1772545            0.3362934             0.08943487           0.10713285 #> GATGAAAAGTTGTAGA               1.1828661            0.3363345             0.09180837           0.10830487 #> CACAGTACATCCGTGG               0.9354271            0.2798339             0.02801623           0.06885154 #> CGGAGCTCATTGGGCC               1.1828661            0.3363345             0.09180837           0.10830487 #> AGAGCTTGTGTGACCC               1.1828661            0.3363345             0.09180837           0.10830487 #>                  Beta_diff_potential #> CAGCCGAAGCGATATA           0.4635523 #> AGTGTCATCGCCGTGA           0.4671389 #> GATGAAAAGTTGTAGA           0.4635523 #> CACAGTACATCCGTGG           0.6232984 #> CGGAGCTCATTGGGCC           0.4635523 #> AGAGCTTGTGTGACCC           0.4635523 FeatureDimPlot(pancreas_sub, c(\"palantir_pseudotime\", \"palantir_diff_potential\"))  FeatureDimPlot(pancreas_sub, paste0(c(\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"), \"_diff_potential\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":null,"dir":"Reference","previous_headings":"","what":"RunSCExplorer — RunSCExplorer","title":"RunSCExplorer — RunSCExplorer","text":"RunSCExplorer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunSCExplorer — RunSCExplorer","text":"","code":"RunSCExplorer(   base_dir = \"SCExplorer\",   DataFile = \"Data.hdf5\",   MetaFile = \"Meta.hdf5\",   title = \"SCExplorer\",   initial_dataset = NULL,   initial_reduction = NULL,   initial_group = NULL,   initial_feature = NULL,   initial_assay = NULL,   initial_slot = NULL,   initial_label = \"No\",   initial_cell_palette = \"Paired\",   initial_feature_palette = \"Spectral\",   initial_theme = \"theme_scp\",   initial_size = 4,   initial_ncol = 3,   initial_arrange = \"Row\",   initial_dpi = 100,   workers = 2,   threads_per_workers = 10,   create_script = TRUE,   style_script = require(\"styler\", quietly = TRUE),   overwrite = FALSE,   return_app = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunSCExplorer — RunSCExplorer","text":"workers","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunSCExplorer — RunSCExplorer","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) data(\"panc8_sub\") panc8_sub <- Integration_SCP(srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\")  PrepareSCExplorer(list(mouse_pancreas = pancreas_sub, human_pancreas = panc8_sub), base_dir = \"./SCExplorer\", overwrite = TRUE)  # Create the app.R script app <- RunSCExplorer(base_dir = \"./SCExplorer\", workers = 2, overwrite = TRUE) list.files(\"./SCExplorer\") # This directory can be used as site directory for Shiny Server.  # Run shiny app if (interactive()) {   shiny::runApp(app) } # Note: If SCP installed in the isolated environment using renv, you need to add `renv::activate(project = \"path/to/SCP_env\")` to the app.R script.  #################################################################################################################### # You can deploy the app on the self-hosted shiny server(https://www.rstudio.com/products/shiny/shiny-server/). # Or deploy the app on the website(https://www.shinyapps.io) for free:  ### step1: set the repository URL for Bioconductor packages and update them to the latest version # options(repos = BiocManager::repositories()) # BiocManager::install(ask = FALSE)  ### step2: install \"rsconnect\" package and authorize your account # install.packages(\"rsconnect\") # library(rsconnect) # setAccountInfo(name = \"<NAME>\", token = \"<TOKEN>\", secret = \"<SECRET>\")  ### step3: deploy the app # deployApp(\"./SCExplorer\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":null,"dir":"Reference","previous_headings":"","what":"Run scVelo analysis — RunSCVELO","title":"Run scVelo analysis — RunSCVELO","text":"scVelo scalable toolkit RNA velocity analysis single cells. function performs scVelo workflow R reticulate.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run scVelo analysis — RunSCVELO","text":"","code":"RunSCVELO(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   palette = \"Paired\",   palcolor = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   mode = \"stochastic\",   fitting_by = \"stochastic\",   magic_impute = FALSE,   knn = 5,   t = 2,   min_shared_counts = 30,   n_pcs = 30,   n_neighbors = 30,   approx = TRUE,   stream_smooth = NULL,   stream_density = 2,   arrow_length = 5,   arrow_size = 5,   arrow_density = 0.5,   denoise = FALSE,   denoise_topn = 3,   kinetics = FALSE,   kinetics_topn = 100,   calculate_velocity_genes = FALSE,   top_n = 6,   n_jobs = 1,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run scVelo analysis — RunSCVELO","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. mode mode. fitting_by fitting_by. min_shared_counts min_shared_counts. n_pcs n_pcs. n_neighbors n_neighbors. approx approx. stream_smooth stream_smooth. stream_density stream_density. arrow_length arrow_length. arrow_size arrow_size. arrow_density arrow_density. calculate_velocity_genes calculate_velocity_genes. n_jobs n_jobs. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat  h5ad h5ad file path.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run scVelo analysis — RunSCVELO","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run scVelo analysis — RunSCVELO","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSCVELO(srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase initial_size_unspliced #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M                   1587 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1                   1199 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M                   2166 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1                   1339 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M                    976 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1                    822 #>                  initial_size_spliced initial_size n_counts root_cells   end_points stochastic_self_transition #> CAGCCGAAGCGATATA                10653        10653 4571.989          0 1.452156e-03                  0.4485805 #> AGTGTCATCGCCGTGA                 4596         4596 4538.002          0 4.700293e-05                  0.3937627 #> GATGAAAAGTTGTAGA                14091        14091 4556.545          0 3.551841e-03                  0.7711352 #> CACAGTACATCCGTGG                 5484         5484 4488.308          0 1.154690e-03                  0.2689254 #> CGGAGCTCATTGGGCC                 7357         7357 4579.191          0 3.440304e-04                  0.2470511 #> AGAGCTTGTGTGACCC                 6498         6498 4593.732          0 1.423519e-04                  0.4078819 #>                  stochastic_length stochastic_confidence stochastic_confidence_transition stochastic_root_cells #> CAGCCGAAGCGATATA              4.17             0.8269730                       0.06003009                     0 #> AGTGTCATCGCCGTGA             18.09             0.9360172                       0.13206813                     0 #> GATGAAAAGTTGTAGA              4.66             0.8642706                       0.04803392                     0 #> CACAGTACATCCGTGG              6.85             0.7111084                       0.35759005                     0 #> CGGAGCTCATTGGGCC              7.28             0.7939473                       0.19816431                     0 #> AGAGCTTGTGTGACCC              6.88             0.8454575                       0.11833344                     0 #>                  stochastic_end_points stochastic_pseudotime nCount_Ms nFeature_Ms nCount_Mu nFeature_Mu #> CAGCCGAAGCGATATA          1.452156e-03             0.2102930  4585.044        3685  892.5218        3535 #> AGTGTCATCGCCGTGA          4.700293e-05             0.7906109  4675.374        3549  961.4076        3239 #> GATGAAAAGTTGTAGA          3.551841e-03             0.1551773  4567.841        3666  899.8371        3414 #> CACAGTACATCCGTGG          1.154690e-03             0.8539678  4538.791        3743  934.1198        3572 #> CGGAGCTCATTGGGCC          3.440304e-04             0.2245581  4573.531        3585  882.0175        3157 #> AGAGCTTGTGTGACCC          1.423519e-04             0.2058769  4626.373        3669  899.8281        3394 #>                  nCount_stochastic nFeature_stochastic nCount_variance_stochastic nFeature_variance_stochastic #> CAGCCGAAGCGATATA         147.76477                1862                  118.07200                          425 #> AGTGTCATCGCCGTGA          70.10995                1542                  -27.08941                          209 #> GATGAAAAGTTGTAGA         140.92148                1752                  136.57796                          425 #> CACAGTACATCCGTGG         -35.27201                1435                  -61.89321                          243 #> CGGAGCTCATTGGGCC         185.67488                1857                   71.58423                          275 #> AGAGCTTGTGTGACCC         132.88978                1673                   31.84623                          266 #>                  nCount_velocity nFeature_velocity nCount_variance_velocity nFeature_variance_velocity #> CAGCCGAAGCGATATA       147.76477              1862                118.07200                        425 #> AGTGTCATCGCCGTGA        70.10995              1542                -27.08941                        209 #> GATGAAAAGTTGTAGA       140.92148              1752                136.57796                        425 #> CACAGTACATCCGTGG       -35.27201              1435                -61.89321                        243 #> CGGAGCTCATTGGGCC       185.67488              1857                 71.58423                        275 #> AGAGCTTGTGTGACCC       132.88978              1673                 31.84623                        266 names(pancreas_sub@assays) #> [1] \"RNA\"                 \"spliced\"             \"unspliced\"           \"Ms\"                  \"Mu\"                  #> [6] \"stochastic\"          \"variance_stochastic\" \"velocity\"            \"variance_velocity\"    FeatureDimPlot(pancreas_sub, c(\"stochastic_length\", \"stochastic_confidence\"))  FeatureDimPlot(pancreas_sub, \"stochastic_pseudotime\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = NA, velocity = \"stochastic\") #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 3 rows containing missing values (`geom_segment()`).   pancreas_sub <- Standard_SCP(pancreas_sub, normalization_method = \"SCT\", nonlinear_reduction = \"tsne\") #> [2023-09-01 06:19:44.411433] Start Standard_SCP #> [2023-09-01 06:19:44.41202] Checking srtList... ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Perform SCTransform on the data 1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:19:59.688846] Finished checking. #> [2023-09-01 06:19:59.689076] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:20:00.741204] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:20:00.992314] Reorder clusters... #> [2023-09-01 06:20:01.334325] Perform nonlinear dimension reduction (tsne) on the data... #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input #> [2023-09-01 06:20:12.709804] Standard_SCP done #> Elapsed time: 28.3 secs  pancreas_sub <- RunSCVELO(srt = pancreas_sub, assay_X = \"SCT\", group_by = \"SubCellType\", linear_reduction = \"Standardpca\", nonlinear_reduction = \"StandardTSNE2D\") #> Assay 'RNA' is in the srt object but not converted. #> Assay 'Ms' is in the srt object but not converted. #> Assay 'Mu' is in the srt object but not converted. #> Assay 'stochastic' is in the srt object but not converted. #> Assay 'variance_stochastic' is in the srt object but not converted. #> Assay 'velocity' is in the srt object but not converted. #> Assay 'variance_velocity' is in the srt object but not converted. #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using scmap. — RunScmap","title":"Annotate single cells using scmap. — RunScmap","text":"Annotate single cells using scmap.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using scmap. — RunScmap","text":"","code":"RunScmap(   srt_query,   srt_ref,   ref_group = NULL,   method = \"scmapCluster\",   n_features = 500,   threshold = 0.5,   k = 10,   query_assay = \"RNA\",   ref_assay = \"RNA\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using scmap. — RunScmap","text":"force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using scmap. — RunScmap","text":"","code":"data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-01 06:20:50.264089] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 06:20:51.098092] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:20:57.683768] Finished checking.  # Annotation data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 06:21:00.393223] Start Standard_SCP #> [2023-09-01 06:21:00.393472] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:21:01.522702] Finished checking. #> [2023-09-01 06:21:01.522979] Perform ScaleData on the data... #> [2023-09-01 06:21:01.710423] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:21:02.800743] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:21:02.94] Reorder clusters... #> [2023-09-01 06:21:03.222247] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:21:18.042687] Standard_SCP done #> Elapsed time: 17.65 secs  pancreas_sub <- RunScmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", method = \"scmapCluster\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform selectFeatures on the data... #> Perform indexCluster on the data... #> Perform scmapCluster on the data... #> Warning: Features Adcyap1, Cfc1, Col6a2, Col6a3, Crp, Ctrc, Gsta1, Lcn2, Loxl4, Mafa, Mt-atp6, Mt-co1, Mt-co2, Mt-co3, Mt-nd1, Mt-nd2, Mt-nd4, Mt-nd4l, Mt-nd5, Muc13, Serpina5, Tacstd2 are not present in the 'SCESet' object and therefore were not set. CellDimPlot(pancreas_sub, group.by = \"scmap_annotation\")   pancreas_sub <- RunScmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", method = \"scmapCell\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform selectFeatures on the data... #> Perform indexCell on the data... #> Perform scmapCell on the data... #> Perform scmapCell2Cluster on the data... CellDimPlot(pancreas_sub, group.by = \"scmap_annotation\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with Seurat method — RunSeuratMap","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"Single-cell reference mapping Seurat method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"","code":"RunSeuratMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_dims = 1:30,   ref_umap = NULL,   ref_group = NULL,   normalization.method = \"LogNormalize\",   reduction_project_method = \"pcaproject\",   k.anchor = 5,   k.filter = 200,   k.score = 30,   k.weight = 100,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-01 06:21:29.204125] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunSeuratMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Seuratpca\", ref_umap = \"SeuratUMAP2D\", k.weight = 50) #> Error: Cannot find 'Seuratpca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using scmap. — RunSingleR","title":"Annotate single cells using scmap. — RunSingleR","text":"Annotate single cells using scmap.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using scmap. — RunSingleR","text":"","code":"RunSingleR(   srt_query,   srt_ref,   query_group = NULL,   ref_group = NULL,   genes = \"de\",   de.method = \"wilcox\",   sd.thresh = 1,   de.n = NULL,   aggr.ref = FALSE,   aggr.args = list(),   quantile = 0.8,   fine.tune = TRUE,   tune.thresh = 0.05,   prune = TRUE,   BPPARAM = BiocParallel::bpparam(),   query_assay = \"RNA\",   ref_assay = \"RNA\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using scmap. — RunSingleR","text":"force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using scmap. — RunSingleR","text":"","code":"data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-01 06:21:31.25918] Spliting srtMerge into srtList by column tech... ... #> [2023-09-01 06:21:31.783568] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:21:34.718592] Finished checking.  # Annotation data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 06:21:36.66201] Start Standard_SCP #> [2023-09-01 06:21:36.662215] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:21:37.612662] Finished checking. #> [2023-09-01 06:21:37.612869] Perform ScaleData on the data... #> [2023-09-01 06:21:37.727934] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:21:38.602885] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:21:38.722701] Reorder clusters... #> [2023-09-01 06:21:38.911543] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:21:47.912138] Standard_SCP done #> Elapsed time: 11.25 secs  pancreas_sub <- RunSingleR(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"Standardclusters\", ref_group = \"celltype\", ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform SingleRCluster on the data... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  CellDimPlot(pancreas_sub, group.by = \"singler_annotation\")   pancreas_sub <- RunSingleR(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = NULL, ref_group = \"celltype\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform SingleRCell on the data... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  CellDimPlot(pancreas_sub, group.by = \"singler_annotation\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":null,"dir":"Reference","previous_headings":"","what":"RunSlingshot — RunSlingshot","title":"RunSlingshot — RunSlingshot","text":"RunSlingshot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunSlingshot — RunSlingshot","text":"","code":"RunSlingshot(   srt,   group.by,   reduction = NULL,   dims = NULL,   start = NULL,   end = NULL,   prefix = NULL,   reverse = FALSE,   align_start = FALSE,   show_plot = TRUE,   lineage_palette = \"Dark2\",   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunSlingshot — RunSlingshot","text":"dims","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunSlingshot — RunSlingshot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"PCA\", dims = 1:10)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:2), lineages_span = 0.1)   # 3D lineage pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-01 06:22:16.50018] Start Standard_SCP #> [2023-09-01 06:22:16.500357] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:22:17.534477] Finished checking. #> [2023-09-01 06:22:17.534685] Perform ScaleData on the data... #> [2023-09-01 06:22:17.737728] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:22:18.486699] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:22:18.604857] Reorder clusters... #> [2023-09-01 06:22:18.789856] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:22:28.141935] Standard_SCP done #> Elapsed time: 11.64 secs  pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"StandardpcaUMAP3D\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1, lineages_trim = c(0.05, 0.95))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with Symphony method — RunSymphonyMap","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"Single-cell reference mapping Symphony method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"","code":"RunSymphonyMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_harmony = NULL,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"vote_fun","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Harmony\") #> [2023-09-01 06:22:33.530518] Start Harmony_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Harmony\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunSymphonyMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Harmonypca\", ref_harmony = \"Harmony\", ref_umap = \"HarmonyUMAP2D\") #> Error: Cannot find 'Harmonypca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Run TriMap — RunTriMap","title":"Run TriMap — RunTriMap","text":"Run TriMap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run TriMap — RunTriMap","text":"","code":"RunTriMap(object, ...)  # S3 method for Seurat RunTriMap(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   n_inliers = 12,   n_outliers = 4,   n_random = 3,   distance_method = \"euclidean\",   lr = 0.1,   n_iters = 400,   triplets = NULL,   weights = NULL,   use_dist_matrix = FALSE,   knn_tuple = NULL,   apply_pca = TRUE,   opt_method = \"dbd\",   reduction.name = \"trimap\",   reduction.key = \"TriMap_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunTriMap(   object,   assay = NULL,   n_components = 2,   n_inliers = 12,   n_outliers = 4,   n_random = 3,   distance_method = \"euclidean\",   lr = 0.1,   n_iters = 400,   triplets = NULL,   weights = NULL,   use_dist_matrix = FALSE,   knn_tuple = NULL,   apply_pca = TRUE,   opt_method = \"dbd\",   reduction.key = \"TriMap_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run TriMap — RunTriMap","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":null,"dir":"Reference","previous_headings":"","what":"Run UMAP — RunUMAP2","title":"Run UMAP — RunUMAP2","text":"Run UMAP","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run UMAP — RunUMAP2","text":"","code":"RunUMAP2(object, ...)  # S3 method for Seurat RunUMAP2(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   neighbor = NULL,   graph = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   umap.method = \"uwot\",   reduction.model = NULL,   return.model = FALSE,   n.neighbors = 30L,   n.components = 2L,   metric = \"cosine\",   n.epochs = 200L,   spread = 1,   min.dist = 0.3,   set.op.mix.ratio = 1,   local.connectivity = 1L,   negative.sample.rate = 5L,   a = NULL,   b = NULL,   learning.rate = 1,   repulsion.strength = 1,   seed.use = 42L,   verbose = TRUE,   reduction.name = \"umap\",   reduction.key = \"UMAP_\",   ... )  # S3 method for default RunUMAP2(   object,   assay = NULL,   umap.method = \"uwot\",   reduction.model = NULL,   return.model = FALSE,   n.neighbors = 30L,   n.components = 2L,   metric = \"cosine\",   n.epochs = 200L,   spread = 1,   min.dist = 0.3,   set.op.mix.ratio = 1,   local.connectivity = 1L,   negative.sample.rate = 5L,   a = NULL,   b = NULL,   learning.rate = 1,   repulsion.strength = 1,   seed.use = 42L,   verbose = TRUE,   reduction.key = \"UMAP_\",   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run UMAP — RunUMAP2","text":"object  ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":null,"dir":"Reference","previous_headings":"","what":"Run WOT analysis — RunWOT","title":"Run WOT analysis — RunWOT","text":"Run WOT analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run WOT analysis — RunWOT","text":"","code":"RunWOT(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   palette = \"Paired\",   palcolor = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   n_pcs = 30,   n_neighbors = 30,   dm_n_components = 10,   dm_alpha = 0,   dm_n_eigs = NULL,   early_group = NULL,   terminal_groups = NULL,   early_cell = NULL,   terminal_cells = NULL,   num_waypoints = 1200,   scale_components = TRUE,   use_early_cell_as_start = TRUE,   adjust_early_cell = FALSE,   adjust_terminal_cells = FALSE,   max_iterations = 25,   n_jobs = 8,   point_size = 20,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run WOT analysis — RunWOT","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. n_pcs n_pcs. n_neighbors n_neighbors. n_jobs n_jobs. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run WOT analysis — RunWOT","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"SankeyPlot — SankeyPlot","title":"SankeyPlot — SankeyPlot","text":"SankeyPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SankeyPlot — SankeyPlot","text":"","code":"SankeyPlot(node, edge, node_group = NULL, group_list = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SankeyPlot — SankeyPlot","text":"group_list","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Scanorama_integrate — Scanorama_integrate","title":"Scanorama_integrate — Scanorama_integrate","text":"Scanorama_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scanorama_integrate — Scanorama_integrate","text":"","code":"Scanorama_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   Scanorama_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   return_corrected = FALSE,   scanorama_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scanorama_integrate — Scanorama_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Seurat_integrate — Seurat_integrate","title":"Seurat_integrate — Seurat_integrate","text":"Seurat_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Seurat_integrate — Seurat_integrate","text":"","code":"Seurat_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   FindIntegrationAnchors_params = list(),   IntegrateData_params = list(),   IntegrateEmbeddings_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Seurat_integrate — Seurat_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":null,"dir":"Reference","previous_headings":"","what":"Append a Seurat object to another — SrtAppend","title":"Append a Seurat object to another — SrtAppend","text":"Append Seurat object another","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Append a Seurat object to another — SrtAppend","text":"","code":"SrtAppend(   srt_raw,   srt_append,   slots = slotNames(srt_append),   pattern = NULL,   overwrite = FALSE,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Append a Seurat object to another — SrtAppend","text":"srt_raw Seurat object appended. srt_append New Seurat object append. slots slots names. pattern character string containing regular expression. data matching names considered appending. overwrite Whether overwrite. verbose Show messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":null,"dir":"Reference","previous_headings":"","what":"Reorder idents by the gene expression — SrtReorder","title":"Reorder idents by the gene expression — SrtReorder","text":"Reorder idents gene expression","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reorder idents by the gene expression — SrtReorder","text":"","code":"SrtReorder(   srt,   features = NULL,   reorder_by = NULL,   slot = \"data\",   assay = NULL,   log = TRUE,   distance_metric = \"euclidean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reorder idents by the gene expression — SrtReorder","text":"srt Seurat object. features Features used reorder idents. reorder_by Reorder groups instead idents. slot Specific slot get data . assay Specific assay get data . log Whether log1p transformation needs applied. Default TRUE. distance_metric Metric compute distance. Default \"euclidean\".","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":null,"dir":"Reference","previous_headings":"","what":"Standard_SCP — Standard_SCP","title":"Standard_SCP — Standard_SCP","text":"Single cell pipeline single dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Standard_SCP — Standard_SCP","text":"","code":"Standard_SCP(   srt,   prefix = \"Standard\",   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_method = \"vst\",   nHVF = 2000,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Standard_SCP — Standard_SCP","text":"srt Seurat object. prefix prefix used name result. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Standard_SCP — Standard_SCP","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Standard_SCP — Standard_SCP","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(srt = pancreas_sub) #> [2023-09-01 06:22:36.736677] Start Standard_SCP #> [2023-09-01 06:22:36.736918] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:22:37.764206] Finished checking. #> [2023-09-01 06:22:37.76443] Perform ScaleData on the data... #> [2023-09-01 06:22:37.89715] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:22:38.705229] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:22:38.82887] Reorder clusters... #> [2023-09-01 06:22:39.035958] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:22:50.379546] Standard_SCP done #> Elapsed time: 13.64 secs  CellDimPlot(pancreas_sub, group.by = \"SubCellType\")   # Use a combination of different linear or non-linear dimension reduction methods linear_reductions <- c(\"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\") pancreas_sub <- Standard_SCP(   srt = pancreas_sub,   linear_reduction = linear_reductions,   nonlinear_reduction = \"umap\" ) #> [2023-09-01 06:22:50.615363] Start Standard_SCP #> [2023-09-01 06:22:50.615553] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:22:51.531924] Finished checking. #> [2023-09-01 06:22:51.532145] Perform ScaleData on the data... #> [2023-09-01 06:22:51.719143] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:22:52.546866] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:22:52.684227] Reorder clusters... #> [2023-09-01 06:22:52.911672] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:23:01.923138] Perform linear dimension reduction (ica) on the data... #> [2023-09-01 06:23:03.708636] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:23:03.876306] Reorder clusters... #> [2023-09-01 06:23:04.125749] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input #> [2023-09-01 06:23:13.251146] Perform linear dimension reduction (nmf) on the data... #>  #> Attaching package: ‘Matrix’ #> The following object is masked from ‘package:S4Vectors’: #>  #>     expand #> [2023-09-01 06:23:27.482324] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:23:27.656842] Reorder clusters... #> [2023-09-01 06:23:27.981529] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input #> [2023-09-01 06:23:37.79272] Perform linear dimension reduction (mds) on the data... #> [2023-09-01 06:23:46.281587] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:23:46.472513] Reorder clusters... #> [2023-09-01 06:23:46.849372] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input #> [2023-09-01 06:23:58.179663] Perform linear dimension reduction (glmpca) on the data... #> [2023-09-01 06:25:16.17883] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:25:16.452858] Reorder clusters... #> [2023-09-01 06:25:17.119577] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input #> [2023-09-01 06:25:28.085716] Standard_SCP done #> Elapsed time: 2.62 mins  plist1 <- lapply(linear_reductions, function(lr) CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = paste0(\"Standard\", lr, \"UMAP2D\"), theme_use = \"theme_blank\")) patchwork::wrap_plots(plotlist = plist1)   nonlinear_reductions <- c(\"umap\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\", \"fr\") pancreas_sub <- Standard_SCP(   srt = pancreas_sub,   linear_reduction = \"pca\",   nonlinear_reduction = nonlinear_reductions ) #> [2023-09-01 06:25:30.155188] Start Standard_SCP #> [2023-09-01 06:25:30.155459] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-01 06:25:32.44742] Finished checking. #> [2023-09-01 06:25:32.447702] Perform ScaleData on the data... #> [2023-09-01 06:25:33.178162] Perform linear dimension reduction (pca) on the data... #> [2023-09-01 06:25:35.315243] Perform FindClusters (louvain) on the data... #> [2023-09-01 06:25:35.553905] Reorder clusters... #> [2023-09-01 06:25:36.032857] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:25:48.432316] Perform nonlinear dimension reduction (tsne) on the data... #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:25:59.227848] Perform nonlinear dimension reduction (dm) on the data... #> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input #> Warning: 'as(<dsCMatrix>, \"dsTMatrix\")' is deprecated. #> Use 'as(., \"TsparseMatrix\")' instead. #> See help(\"Deprecated\") and help(\"Matrix-deprecated\"). #> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:26:00.976073] Perform nonlinear dimension reduction (phate) on the data... #> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input #> Try to install phate ... #> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:26:33.457733] Perform nonlinear dimension reduction (pacmap) on the data... #> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input #> Try to install pacmap ... #> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:27:10.320249] Perform nonlinear dimension reduction (trimap) on the data... #> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input #> Try to install trimap ... #> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:27:35.979561] Perform nonlinear dimension reduction (largevis) on the data... #> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-01 06:35:01.141008] Perform nonlinear dimension reduction (fr) on the data... #> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input #> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input #> [2023-09-01 06:35:05.269222] Standard_SCP done #> Elapsed time: 9.59 mins  plist2 <- lapply(nonlinear_reductions, function(nr) CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = paste0(\"Standardpca\", toupper(nr), \"2D\"), theme_use = \"theme_blank\")) patchwork::wrap_plots(plotlist = plist2)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"StatPlot — StatPlot","title":"StatPlot — StatPlot","text":"StatPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"StatPlot — StatPlot","text":"","code":"StatPlot(   meta.data,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   flip = FALSE,   NA_color = \"grey\",   NA_stat = TRUE,   keep_empty = FALSE,   individual = FALSE,   stat_level = NULL,   plot_type = c(\"bar\", \"rose\", \"ring\", \"pie\", \"trend\", \"area\", \"dot\", \"sankey\", \"chord\",     \"venn\", \"upset\"),   stat_type = c(\"percent\", \"count\"),   position = c(\"stack\", \"dodge\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   label = FALSE,   label.size = 3.5,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"StatPlot — StatPlot","text":"meta.data  seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"StatPlot — StatPlot","text":"","code":"data(\"pancreas_sub\") head(pancreas_sub@meta.data) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1 StatPlot(pancreas_sub@meta.data, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\", label = TRUE)   head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes #> Mrpl15                        False #> Npbwr1                         <NA> #> 4732440D04Rik                 False #> Gm26901                       False #> Sntg1                          True #> Mybl1                         False StatPlot(pancreas_sub[[\"RNA\"]]@meta.features, stat.by = \"highly_variable_genes\", plot_type = \"ring\", label = TRUE) #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`).   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", IDtype = \"symbol\", db = \"GeneType\") #> Species: Mus_musculus #> Loading cached db: GeneType version:3.17.0 nterm:11 created:2023-09-01 05:04:27.254224 head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes       GeneType #> Mrpl15                        False protein-coding #> Npbwr1                         <NA> protein-coding #> 4732440D04Rik                 False           <NA> #> Gm26901                       False           <NA> #> Sntg1                          True protein-coding #> Mybl1                         False protein-coding StatPlot(pancreas_sub[[\"RNA\"]]@meta.features,   stat.by = \"highly_variable_genes\", group.by = \"GeneType\",   stat_type = \"count\", plot_type = \"bar\", position = \"dodge\", label = TRUE, NA_stat = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Uncorrected_integrate — Uncorrected_integrate","title":"Uncorrected_integrate — Uncorrected_integrate","text":"Uncorrected_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Uncorrected_integrate — Uncorrected_integrate","text":"","code":"Uncorrected_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Uncorrected_integrate — Uncorrected_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Velocity Plot — VelocityPlot","title":"Velocity Plot — VelocityPlot","text":"Velocity Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Velocity Plot — VelocityPlot","text":"","code":"VelocityPlot(   srt,   reduction,   dims = c(1, 2),   cells = NULL,   velocity = \"stochastic\",   plot_type = c(\"raw\", \"grid\", \"stream\"),   group_by = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   n_neighbors = ceiling(ncol(srt@assays[[1]])/50),   density = 1,   smooth = 0.5,   scale = 1,   min_mass = 1,   cutoff_perc = 5,   arrow_angle = 20,   arrow_color = \"black\",   streamline_L = 5,   streamline_minL = 1,   streamline_res = 1,   streamline_n = 15,   streamline_width = c(0, 0.8),   streamline_alpha = 1,   streamline_color = NULL,   streamline_palette = \"RdYlBu\",   streamline_palcolor = NULL,   streamline_bg_color = \"white\",   streamline_bg_stroke = 0.5,   aspect.ratio = 1,   title = \"Cell velocity\",   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Velocity Plot — VelocityPlot","text":"theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Velocity Plot — VelocityPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ VelocityPlot(pancreas_sub, reduction = \"UMAP\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", group_by = \"SubCellType\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"grid\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\", streamline_color = \"black\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\", streamline_color = \"black\", arrow_color = \"red\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"VolcanoPlot — VolcanoPlot","title":"VolcanoPlot — VolcanoPlot","text":"VolcanoPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"VolcanoPlot — VolcanoPlot","text":"","code":"VolcanoPlot(   srt,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"avg_log2FC > 0 & p_val_adj < 0.05\",   x_metric = \"diff_pct\",   palette = \"RdBu\",   palcolor = NULL,   pt.size = 1,   pt.alpha = 1,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   nlabel = 5,   features_label = NULL,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   label.size = 4,   aspect.ratio = NULL,   xlab = x_metric,   ylab = \"-log10(p-adjust)\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"VolcanoPlot — VolcanoPlot","text":"byrow","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"VolcanoPlot — VolcanoPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-01 06:35:52.518843] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:36:00.068345] DEtest done #> Elapsed time:7.55 secs VolcanoPlot(pancreas_sub, group_by = \"CellType\")  VolcanoPlot(pancreas_sub, group_by = \"CellType\", DE_threshold = \"abs(diff_pct) > 0.3 & p_val_adj < 0.05\")  VolcanoPlot(pancreas_sub, group_by = \"CellType\", x_metric = \"avg_log2FC\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"Convert anndata object seurat object using reticulate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"","code":"adata_to_srt(adata)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"adata connected python anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"","code":"data(\"pancreas_sub\") adata <- srt_to_adata(pancreas_sub) #> 'misc' slot is not converted. #> 'tools' slot is not converted. adata <- RunPAGA(adata = adata, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") srt <- adata_to_srt(adata) srt #> An object of class Seurat  #> 47874 features across 1000 samples within 3 assays  #> Active assay: RNA (15958 features, 0 variable features) #>  2 other assays present: spliced, unspliced #>  3 dimensional reductions calculated: PCA, UMAP, draw_graph_fr  ### Or convert a h5ad file to Seurat object # library(reticulate) # check_Python(\"scanpy\") # sc <- import(\"scanpy\") # adata <- sc$read_h5ad(\"pancreas.h5ad\") # srt <- adata_to_srt(adata) # srt"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a color with arbitrary transparency to a fixed color — adjcolors","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"Convert color arbitrary transparency fixed color","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"","code":"adjcolors(colors, alpha)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"colors Color vectors. alpha Alpha level [0,1]","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"","code":"colors <- c(\"red\", \"blue\", \"green\") adjcolors(colors, 0.5) #>        V1        V2        V3  #> \"#FF8080\" \"#8080FF\" \"#80FF80\"   library(scales) alpha(colors, 0.5) #> [1] \"#FF000080\" \"#0000FF80\" \"#00FF0080\"  show_palettes(list(colors, adjcolors(colors, 0.5), alpha(colors, 0.5)))  #> [1] \"1\" \"2\" \"3\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":null,"dir":"Reference","previous_headings":"","what":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"Attempts turn dgCMatrix dense matrix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"","code":"as_matrix(matrix)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"matrix dgCMatrix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":null,"dir":"Reference","previous_headings":"","what":"Blend colors — blendcolors","title":"Blend colors — blendcolors","text":"Blend colors","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blend colors — blendcolors","text":"","code":"blendcolors(colors, mode = c(\"blend\", \"average\", \"screen\", \"multiply\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blend colors — blendcolors","text":"colors Color vectors. mode Blend mode.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blend colors — blendcolors","text":"","code":"blend <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"blend\")) average <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"average\")) screen <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"screen\")) multiply <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"multiply\")) show_palettes(list(\"blend\" = blend, \"average\" = average, \"screen\" = screen, \"multiply\" = multiply))  #> [1] \"blend\"    \"average\"  \"screen\"   \"multiply\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":null,"dir":"Reference","previous_headings":"","what":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"Capitalizes characters Making first letter uppercase","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"","code":"capitalize(x, force_tolower = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"x vector character strings capitalized. force_tolower Whether force remaining letters lowercase.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"","code":"x <- c(\"dna methylation\", \"rRNA processing\", \"post-Transcriptional gene silencing\") capitalize(x) #> [1] \"Dna methylation\"                     \"rRNA processing\"                     \"Post-Transcriptional gene silencing\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and report the type of data — check_DataType","title":"Check and report the type of data — check_DataType","text":"Check report type data","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and report the type of data — check_DataType","text":"","code":"check_DataType(srt, data = NULL, slot = \"data\", assay = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and report the type of data — check_DataType","text":"srt Seurat object data Use data instead getting Seurat object. slot Specific slot get data . assay Specific assay get data .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and install python packages — check_Python","title":"Check and install python packages — check_Python","text":"Check install python packages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and install python packages — check_Python","text":"","code":"check_Python(   packages,   envname = NULL,   conda = \"auto\",   force = FALSE,   pip = TRUE,   pip_options = character(),   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and install python packages — check_Python","text":"packages character vector, indicating package names installed removed. Use ⁠<package>==<version>⁠ request installation specific version package. envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. force Whether force package installation. Default FALSE. pip Whether use pip package installation. default, packages installed active conda channels. pip_options optional character vector additional command line arguments passed pip. relevant pip = TRUE. ... arguments passed conda_install","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check and install python packages — check_Python","text":"","code":"check_Python(packages = c(\"bbknn\", \"scanorama\")) #> Try to install bbknn,scanorama ... if (FALSE) { check_Python(packages = \"scvi-tools==0.20.0\", envname = \"SCP_env\", pip_options = \"-i https://pypi.tuna.tsinghua.edu.cn/simple\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and install R packages — check_R","title":"Check and install R packages — check_R","text":"Check install R packages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and install R packages — check_R","text":"","code":"check_R(   packages,   package_names = NULL,   install_methods = c(\"BiocManager::install\", \"install.packages\",     \"devtools::install_github\"),   lib = .libPaths()[1],   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and install R packages — check_R","text":"packages Package installed. Package source can CRAN, Bioconductor Github, e.g. scmap, davidsjoberg/ggsankey. package_names name package corresponds packages parameter, used check package already installed. default, package name extracted according packages parameter. install_methods Functions used install R packages. lib location library directories install packages. force Whether force installation packages. Default FALSE.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and preprocess a list of seurat objects — check_srtList","title":"Check and preprocess a list of seurat objects — check_srtList","text":"Check preprocess list seurat objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and preprocess a list of seurat objects — check_srtList","text":"","code":"check_srtList(   srtList,   batch = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   vars_to_regress = NULL,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and preprocess a list of seurat objects — check_srtList","text":"srtList list Seurat object. batch Metadata column name containing batch information. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. vars_to_regress Variables regress . seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and preprocess a merged seurat object — check_srtMerge","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"Check preprocess merged seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"","code":"check_srtMerge(   srtMerge,   batch = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   vars_to_regress = NULL,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. vars_to_regress Variables regress . seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"Compute velocity grid original python code https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"","code":"compute_velocity_on_grid(   X_emb,   V_emb,   density = NULL,   smooth = NULL,   n_neighbors = NULL,   min_mass = NULL,   scale = 1,   adjust_for_stream = FALSE,   cutoff_perc = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"cutoff_perc","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":null,"dir":"Reference","previous_headings":"","what":"Installs a list of packages into a specified conda environment — conda_install","title":"Installs a list of packages into a specified conda environment — conda_install","text":"Installs list packages specified conda environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Installs a list of packages into a specified conda environment — conda_install","text":"","code":"conda_install(   envname = NULL,   packages,   forge = TRUE,   channel = character(),   pip = FALSE,   pip_options = character(),   pip_ignore_installed = FALSE,   conda = \"auto\",   python_version = NULL,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Installs a list of packages into a specified conda environment — conda_install","text":"envname name , path , conda environment. packages character vector, indicating package names installed removed. Use  <package>==<version> request installation specific version package. NULL value conda_remove() interpretted \"--\", removing entire environment. forge Boolean; include conda-forge repository? channel optional character vector conda channels include. specified, forge argument ignored. need specify multiple channels, including conda forge, can use c(\"conda-forge\", <channels>). pip Boolean; use pip package installation? default, packages installed active conda channels. pip_options optional character vector additional command line arguments passed pip. relevant pip = TRUE. pip_ignore_installed Ignore already-installed versions using pip? (defaults FALSE). Set TRUE specific package versions can installed even downgrades. FALSE option useful situations want pip install attempt overwrite conda binary package (e.g. SciPy Windows difficult install via pip due compilation requirements). conda path conda executable. Use \"auto\" allow reticulate automatically find appropriate conda binary. See Finding Conda conda_binary() details. python_version version Python installed. Set like change version Python associated particular conda environment. ... Optional arguments, reserved future expansion.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":null,"dir":"Reference","previous_headings":"","what":"Find the path to Python associated with a conda environment — conda_python","title":"Find the path to Python associated with a conda environment — conda_python","text":"Find path Python associated conda environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find the path to Python associated with a conda environment — conda_python","text":"","code":"conda_python(envname = NULL, conda = \"auto\", all = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Find the path to Python associated with a conda environment — conda_python","text":"envname name , path , conda environment. conda path conda executable. Use \"auto\" allow reticulate automatically find appropriate conda binary. See Finding Conda conda_binary() details. Boolean; report instances Python found?","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with DoubletDetection — db_DoubletDetection","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"Run doublet-calling DoubletDetection","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"","code":"db_DoubletDetection(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_DoubletDetection(pancreas_sub) #> Try to install doubletdetection ... CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.DoubletDetection_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.DoubletDetection_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with Scrublet — db_Scrublet","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"Run doublet-calling Scrublet","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"","code":"db_Scrublet(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_Scrublet(pancreas_sub) #> Try to install scrublet ... CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.Scrublet_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.Scrublet_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with scDblFinder — db_scDblFinder","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"Run doublet-calling scDblFinder","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"","code":"db_scDblFinder(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_scDblFinder(pancreas_sub) CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scDblFinder_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scDblFinder_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with scds — db_scds","title":"Run doublet-calling with scds — db_scds","text":"Run doublet-calling scds","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with scds — db_scds","text":"","code":"db_scds(   srt,   assay = \"RNA\",   db_rate = ncol(srt)/1000 * 0.01,   method = \"hybrid\",   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with scds — db_scds","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with scds — db_scds","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_scds(pancreas_sub, method = \"hybrid\") CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scds_hybrid_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scds_hybrid_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":null,"dir":"Reference","previous_headings":"","what":"Download File from the Internet — download","title":"Download File from the Internet — download","text":"Download File Internet","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Download File from the Internet — download","text":"","code":"download(   url,   destfile,   methods = c(\"auto\", \"wget\", \"libcurl\", \"curl\", \"wininet\", \"internal\"),   quiet = FALSE,   ...,   max_tries = 2 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Download File from the Internet — download","text":"url character string (longer vector e.g.,     \"libcurl\" method) naming URL resource     downloaded. destfile character string (vector, see url     argument) file path downloaded file     saved.  Tilde-expansion performed. methods Methods used downloading files. default try different download methods turn download successfully completed. quiet TRUE, suppress status messages (),     progress bar. ... arguments passed download.file max_tries Number tries download method.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Drop all data in the plot (only one observation is kept) — drop_data","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"Drop data plot (one observation kept)","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"","code":"drop_data(p)  # S3 method for ggplot drop_data(p)  # S3 method for patchwork drop_data(p)  # S3 method for default drop_data(p)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"p patchwork object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() +   scale_x_continuous(limits = c(10, 30)) +   scale_y_continuous(limits = c(1, 6)) +   theme_scp() object.size(p) #> 39064 bytes  p_drop <- drop_data(p) object.size(p_drop) #> 34016 bytes  p / p_drop #> Warning: Removed 4 rows containing missing values (`geom_point()`)."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":null,"dir":"Reference","previous_headings":"","what":"Check if a conda environment exists — env_exist","title":"Check if a conda environment exists — env_exist","text":"Check conda environment exists","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check if a conda environment exists — env_exist","text":"","code":"env_exist(conda = \"auto\", envname = NULL, envs_dir = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check if a conda environment exists — env_exist","text":"conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. envname name conda environment. envs_dir Directories conda environments located.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":null,"dir":"Reference","previous_headings":"","what":"Check if the python package exists in the environment — exist_Python_pkgs","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"Check python package exists environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"","code":"exist_Python_pkgs(packages, envname = NULL, conda = \"auto\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"packages character vector, indicating package names installed removed. Use ⁠<package>==<version>⁠ request installation specific version package. envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"fastMNN_integrate — fastMNN_integrate","title":"fastMNN_integrate — fastMNN_integrate","text":"fastMNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"fastMNN_integrate — fastMNN_integrate","text":"","code":"fastMNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   fastMNN_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   fastMNN_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"fastMNN_integrate — fastMNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/find_conda.html","id":null,"dir":"Reference","previous_headings":"","what":"Find an appropriate conda binary — find_conda","title":"Find an appropriate conda binary — find_conda","text":"Find appropriate conda binary","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/find_conda.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find an appropriate conda binary — find_conda","text":"","code":"find_conda()"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_alluvial — geom_alluvial","title":"geom_alluvial — geom_alluvial","text":"Creates alluvial plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_alluvial — geom_alluvial","text":"","code":"geom_alluvial(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   smooth = 8,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_alluvial — geom_alluvial","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction width width nodes smooth much smooth curve ? means steeper curve. inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_alluvial — geom_alluvial","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_alluvial_label — geom_alluvial_label","title":"geom_alluvial_label — geom_alluvial_label","text":"Creates centered labels text nodes alluvial plot. Needs exact aestethics call `geom_alluvial` work.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_alluvial_label — geom_alluvial_label","text":"","code":"geom_alluvial_text(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   inherit.aes = TRUE,   ... )  geom_alluvial_label(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_alluvial_label — geom_alluvial_label","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction width width nodes inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_alluvial_label — geom_alluvial_label","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"geom_alluvial_label — geom_alluvial_label","text":"important arguments ; `space` proves space nodes y-direction; `shift` shifts nodes y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"geom_sankey Creates sankey plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction. default row data frame counted calculate size flows. manual flow value can added `value` aesthetic.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"","code":"geom_sankey(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   smooth = 8,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction type either 'sankey' 'alluvial' width width nodes smooth much smooth curve ? means steeper curve. inherit.aes geom inherits aestethics ... arguments passed geom","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"aesthetics","dir":"Reference","previous_headings":"","what":"Aesthetics","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"geom_sankey understand following aesthetics (required aesthetics bold): - **x0** - **y0** - **** - **b** - **angle** - m1 - m2 - color - fill - size - linetype - alpha - lineend","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey_bump — geom_sankey_bump","title":"geom_sankey_bump — geom_sankey_bump","text":"Creates alluvial plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey_bump — geom_sankey_bump","text":"","code":"geom_sankey_bump(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   smooth = 8,   type = \"sankey\",   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey_bump — geom_sankey_bump","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot smooth much smooth curve ? means steeper curve. type either 'sankey' 'alluvial' inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey_bump — geom_sankey_bump","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"geom_sankey_bump — geom_sankey_bump","text":"important arguments ; `space` proves space nodes y-direction; `shift` shifts nodes y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey_label — geom_sankey_label","title":"geom_sankey_label — geom_sankey_label","text":"Creates centered labels text nodes sankey plot. Needs exact aestethics call `geom_sankey` work.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey_label — geom_sankey_label","text":"","code":"geom_sankey_label(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   inherit.aes = TRUE,   ... )  geom_sankey_text(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey_label — geom_sankey_label","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction type Either `sankey` centers aroudn x axis `alluvial` starts y = 0 moves upward. width width nodes inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey_label — geom_sankey_label","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":null,"dir":"Reference","previous_headings":"","what":"Get used vars in a ggplot object — get_vars","title":"Get used vars in a ggplot object — get_vars","text":"Get used vars ggplot object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get used vars in a ggplot object — get_vars","text":"","code":"get_vars(p, reverse, verbose = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get used vars in a ggplot object — get_vars","text":"p ggplot object. reverse TRUE return unused vars. verbose Whether print messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of 'ifnb' datasets — ifnb_sub","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"Human PBMC control/IFNB-stimulated dataset","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"","code":"ifnb_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"https://www.nature.com/articles/nbt.4042","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"","code":"if (FALSE) { if (interactive()) {   if (!require(\"SeuratData\", quietly = TRUE)) {     devtools::install_github(\"satijalab/seurat-data\")   }   library(SeuratData)   library(Seurat)   suppressWarnings(InstallData(\"ifnb\"))   data(\"ifnb\")   set.seed(11)   cells_sub <- unlist(lapply(split(colnames(ifnb), ifnb$stim), function(x) sample(x, size = 1000)))   ifnb_sub <- subset(ifnb, cells = cells_sub)   ifnb_sub <- ifnb_sub[rowSums(ifnb_sub@assays$RNA@counts) > 0, ]   ifnb_sub <- UpdateSeuratObject(ifnb_sub)   # usethis::use_data(ifnb_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":null,"dir":"Reference","previous_headings":"","what":"Show all the python packages in the environment — installed_Python_pkgs","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"Show python packages environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"","code":"installed_Python_pkgs(envname = NULL, conda = \"auto\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":null,"dir":"Reference","previous_headings":"","what":"Invoke a function with a list of arguments — invoke","title":"Invoke a function with a list of arguments — invoke","text":"Invoke function list arguments","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Invoke a function with a list of arguments — invoke","text":"","code":"invoke(.fn, .args = list(), ..., .env = caller_env())"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Invoke a function with a list of arguments — invoke","text":".fn function, function name string. .args list arguments. .env Environment evaluate call. useful .fn string, function side-effects. arguments passed function.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":null,"dir":"Reference","previous_headings":"","what":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"Detect outliers using MAD(Median Median Absolute Deviation) method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"","code":"isOutlier(   x,   nmads = 2.5,   constant = 1.4826,   type = c(\"both\", \"lower\", \"higher\") )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"type","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":null,"dir":"Reference","previous_headings":"","what":"Generate a iterator along chunks of a vector — iterchunks","title":"Generate a iterator along chunks of a vector — iterchunks","text":"Generate iterator along chunks vector","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Generate a iterator along chunks of a vector — iterchunks","text":"","code":"iterchunks(x, nchunks)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Generate a iterator along chunks of a vector — iterchunks","text":"x vector. nchunks Number chunks.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Generate a iterator along chunks of a vector — iterchunks","text":"","code":"if (FALSE) { library(BiocParallel) x <- 1:100 BPPARAM <- bpparam() bpprogressbar(BPPARAM) <- TRUE bpworkers(BPPARAM) <- 10 slow_fun <- function(x) {   out <- NULL   for (i in seq_along(x)) {     Sys.sleep(0.5)     out[[i]] <- x[[i]] + 3   }   return(out) } system.time({   res0 <- lapply(x, FUN = slow_fun) }) unlist(res0, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res1 <- bplapply(x, FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res1, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res2 <- bplapply(tochunks(x, nchunks = bpworkers(BPPARAM)), FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res2, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res3 <- bpiterate(ITER = iterchunks(x, nchunks = bpworkers(BPPARAM)), FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res3, recursive = FALSE, use.names = FALSE)[71:73] }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":null,"dir":"Reference","previous_headings":"","what":"make_long — make_long","title":"make_long — make_long","text":"Prepares 'wide' data frame format `geom_sankey` `geom_alluvial` understands. Useful show flows dimensions dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"make_long — make_long","text":"","code":"make_long(.df, ..., value = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"make_long — make_long","text":".df data frame ... unquoted columnnames df want include plot. value row weight weight kept providing column name weight.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"make_long — make_long","text":"longer data frame","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":null,"dir":"Reference","previous_headings":"","what":"Color palettes collected in SCP. — palette_scp","title":"Color palettes collected in SCP. — palette_scp","text":"Color palettes collected SCP.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Color palettes collected in SCP. — palette_scp","text":"","code":"palette_scp(   x,   n = 100,   palette = \"Paired\",   palcolor = NULL,   type = \"auto\",   matched = FALSE,   reverse = FALSE,   NA_keep = FALSE,   NA_color = \"grey80\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Color palettes collected in SCP. — palette_scp","text":"x vector character/factor numeric values. missing, numeric values 1:n used x. n number colors return numeric values. palette Palette name. available palette names can queried show_palettes(). palcolor Custom colors used create color palette. type Type x. Can one \"auto\", \"discrete\" \"continuous\". default \"auto\", automatically detects x numeric value. matched TRUE, return color vector length x. reverse Whether invert colors. NA_keep Whether keep color assignment NA x. NA_color Color assigned NA NA_keep TRUE.","code":""},{"path":[]},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Color palettes collected in SCP. — palette_scp","text":"","code":"x <- c(1:3, NA, 3:5) (pal1 <- palette_scp(x, palette = \"Spectral\")) #>    [1,1.04] (1.04,1.08] (1.08,1.12] (1.12,1.16]  (1.16,1.2]  (1.2,1.24] (1.24,1.28] (1.28,1.32] (1.32,1.36]  (1.36,1.4]  #>   \"#5E4FA2\"   \"#5954A4\"   \"#555AA7\"   \"#5060AA\"   \"#4C66AC\"   \"#476BAF\"   \"#4371B2\"   \"#3E77B5\"   \"#3A7DB7\"   \"#3682BA\"  #>  (1.4,1.44] (1.44,1.48] (1.48,1.52] (1.52,1.56]  (1.56,1.6]  (1.6,1.64] (1.64,1.68] (1.68,1.72] (1.72,1.76]  (1.76,1.8]  #>   \"#3288BC\"   \"#378EBA\"   \"#3D94B7\"   \"#429AB5\"   \"#47A0B3\"   \"#4CA5B0\"   \"#52ABAE\"   \"#57B1AB\"   \"#5CB7A9\"   \"#61BDA6\"  #>  (1.8,1.84] (1.84,1.88] (1.88,1.92] (1.92,1.96]    (1.96,2]    (2,2.04] (2.04,2.08] (2.08,2.12] (2.12,2.16]  (2.16,2.2]  #>   \"#67C2A4\"   \"#6EC5A4\"   \"#75C8A4\"   \"#7CCAA4\"   \"#83CDA4\"   \"#8AD0A4\"   \"#91D2A4\"   \"#98D5A4\"   \"#9FD8A4\"   \"#A6DBA4\"  #>  (2.2,2.24] (2.24,2.28] (2.28,2.32] (2.32,2.36]  (2.36,2.4]  (2.4,2.44] (2.44,2.48] (2.48,2.52] (2.52,2.56]  (2.56,2.6]  #>   \"#ACDDA3\"   \"#B2E0A2\"   \"#B8E2A1\"   \"#BEE5A0\"   \"#C4E79E\"   \"#CAE99D\"   \"#D0EC9C\"   \"#D6EE9B\"   \"#DCF199\"   \"#E2F398\"  #>  (2.6,2.64] (2.64,2.68] (2.68,2.72] (2.72,2.76]  (2.76,2.8]  (2.8,2.84] (2.84,2.88] (2.88,2.92] (2.92,2.96]    (2.96,3]  #>   \"#E7F599\"   \"#E9F69D\"   \"#ECF7A1\"   \"#EEF8A5\"   \"#F1F9A9\"   \"#F3FAAD\"   \"#F6FBB1\"   \"#F8FCB5\"   \"#FBFDB9\"   \"#FDFEBD\"  #>    (3,3.04] (3.04,3.08] (3.08,3.12] (3.12,3.16]  (3.16,3.2]  (3.2,3.24] (3.24,3.28] (3.28,3.32] (3.32,3.36]  (3.36,3.4]  #>   \"#FEFDBC\"   \"#FEFAB7\"   \"#FEF7B1\"   \"#FEF4AC\"   \"#FEF0A7\"   \"#FEEDA2\"   \"#FEEA9C\"   \"#FEE797\"   \"#FEE492\"   \"#FEE18D\"  #>  (3.4,3.44] (3.44,3.48] (3.48,3.52] (3.52,3.56]  (3.56,3.6]  (3.6,3.64] (3.64,3.68] (3.68,3.72] (3.72,3.76]  (3.76,3.8]  #>   \"#FDDC88\"   \"#FDD784\"   \"#FDD27F\"   \"#FDCD7B\"   \"#FDC877\"   \"#FDC373\"   \"#FDBE6F\"   \"#FDB96A\"   \"#FDB466\"   \"#FDAF62\"  #>  (3.8,3.84] (3.84,3.88] (3.88,3.92] (3.92,3.96]    (3.96,4]    (4,4.04] (4.04,4.08] (4.08,4.12] (4.12,4.16]  (4.16,4.2]  #>   \"#FCA95E\"   \"#FBA25B\"   \"#FA9C58\"   \"#F99555\"   \"#F88F52\"   \"#F7884F\"   \"#F6824C\"   \"#F67B49\"   \"#F57446\"   \"#F46E43\"  #>  (4.2,4.24] (4.24,4.28] (4.28,4.32] (4.32,4.36]  (4.36,4.4]  (4.4,4.44] (4.44,4.48] (4.48,4.52] (4.52,4.56]  (4.56,4.6]  #>   \"#F16943\"   \"#EE6445\"   \"#EB5F46\"   \"#E85A47\"   \"#E45648\"   \"#E1514A\"   \"#DE4C4B\"   \"#DB474C\"   \"#D8434D\"   \"#D53E4E\"  #>  (4.6,4.64] (4.64,4.68] (4.68,4.72] (4.72,4.76]  (4.76,4.8]  (4.8,4.84] (4.84,4.88] (4.88,4.92] (4.92,4.96]    (4.96,5]  #>   \"#CF384D\"   \"#CA324C\"   \"#C42C4B\"   \"#BF2549\"   \"#B91F48\"   \"#B41947\"   \"#AE1345\"   \"#A90D44\"   \"#A30743\"   \"#9E0142\"  (pal2 <- palette_scp(x, palcolor = c(\"red\", \"white\", \"blue\"))) #>    [1,1.04] (1.04,1.08] (1.08,1.12] (1.12,1.16]  (1.16,1.2]  (1.2,1.24] (1.24,1.28] (1.28,1.32] (1.32,1.36]  (1.36,1.4]  #>   \"#FF0000\"   \"#FF0505\"   \"#FF0A0A\"   \"#FF0F0F\"   \"#FF1414\"   \"#FF1919\"   \"#FF1E1E\"   \"#FF2424\"   \"#FF2929\"   \"#FF2E2E\"  #>  (1.4,1.44] (1.44,1.48] (1.48,1.52] (1.52,1.56]  (1.56,1.6]  (1.6,1.64] (1.64,1.68] (1.68,1.72] (1.72,1.76]  (1.76,1.8]  #>   \"#FF3333\"   \"#FF3838\"   \"#FF3D3D\"   \"#FF4242\"   \"#FF4848\"   \"#FF4D4D\"   \"#FF5252\"   \"#FF5757\"   \"#FF5C5C\"   \"#FF6161\"  #>  (1.8,1.84] (1.84,1.88] (1.88,1.92] (1.92,1.96]    (1.96,2]    (2,2.04] (2.04,2.08] (2.08,2.12] (2.12,2.16]  (2.16,2.2]  #>   \"#FF6767\"   \"#FF6C6C\"   \"#FF7171\"   \"#FF7676\"   \"#FF7B7B\"   \"#FF8080\"   \"#FF8585\"   \"#FF8B8B\"   \"#FF9090\"   \"#FF9595\"  #>  (2.2,2.24] (2.24,2.28] (2.28,2.32] (2.32,2.36]  (2.36,2.4]  (2.4,2.44] (2.44,2.48] (2.48,2.52] (2.52,2.56]  (2.56,2.6]  #>   \"#FF9A9A\"   \"#FF9F9F\"   \"#FFA4A4\"   \"#FFAAAA\"   \"#FFAFAF\"   \"#FFB4B4\"   \"#FFB9B9\"   \"#FFBEBE\"   \"#FFC3C3\"   \"#FFC8C8\"  #>  (2.6,2.64] (2.64,2.68] (2.68,2.72] (2.72,2.76]  (2.76,2.8]  (2.8,2.84] (2.84,2.88] (2.88,2.92] (2.92,2.96]    (2.96,3]  #>   \"#FFCECE\"   \"#FFD3D3\"   \"#FFD8D8\"   \"#FFDDDD\"   \"#FFE2E2\"   \"#FFE7E7\"   \"#FFECEC\"   \"#FFF2F2\"   \"#FFF7F7\"   \"#FFFCFC\"  #>    (3,3.04] (3.04,3.08] (3.08,3.12] (3.12,3.16]  (3.16,3.2]  (3.2,3.24] (3.24,3.28] (3.28,3.32] (3.32,3.36]  (3.36,3.4]  #>   \"#FCFCFF\"   \"#F7F7FF\"   \"#F2F2FF\"   \"#ECECFF\"   \"#E7E7FF\"   \"#E2E2FF\"   \"#DDDDFF\"   \"#D8D8FF\"   \"#D3D3FF\"   \"#CECEFF\"  #>  (3.4,3.44] (3.44,3.48] (3.48,3.52] (3.52,3.56]  (3.56,3.6]  (3.6,3.64] (3.64,3.68] (3.68,3.72] (3.72,3.76]  (3.76,3.8]  #>   \"#C8C8FF\"   \"#C3C3FF\"   \"#BEBEFF\"   \"#B9B9FF\"   \"#B4B4FF\"   \"#AFAFFF\"   \"#A9A9FF\"   \"#A4A4FF\"   \"#9F9FFF\"   \"#9A9AFF\"  #>  (3.8,3.84] (3.84,3.88] (3.88,3.92] (3.92,3.96]    (3.96,4]    (4,4.04] (4.04,4.08] (4.08,4.12] (4.12,4.16]  (4.16,4.2]  #>   \"#9595FF\"   \"#9090FF\"   \"#8B8BFF\"   \"#8585FF\"   \"#8080FF\"   \"#7B7BFF\"   \"#7676FF\"   \"#7171FF\"   \"#6C6CFF\"   \"#6767FF\"  #>  (4.2,4.24] (4.24,4.28] (4.28,4.32] (4.32,4.36]  (4.36,4.4]  (4.4,4.44] (4.44,4.48] (4.48,4.52] (4.52,4.56]  (4.56,4.6]  #>   \"#6161FF\"   \"#5C5CFF\"   \"#5757FF\"   \"#5252FF\"   \"#4D4DFF\"   \"#4848FF\"   \"#4242FF\"   \"#3D3DFF\"   \"#3838FF\"   \"#3333FF\"  #>  (4.6,4.64] (4.64,4.68] (4.68,4.72] (4.72,4.76]  (4.76,4.8]  (4.8,4.84] (4.84,4.88] (4.88,4.92] (4.92,4.96]    (4.96,5]  #>   \"#2E2EFF\"   \"#2929FF\"   \"#2424FF\"   \"#1E1EFF\"   \"#1919FF\"   \"#1414FF\"   \"#0F0FFF\"   \"#0A0AFF\"   \"#0505FF\"   \"#0000FF\"  (pal3 <- palette_scp(x, palette = \"Spectral\", n = 10)) #>   [1,1.4] (1.4,1.8] (1.8,2.2] (2.2,2.6]   (2.6,3]   (3,3.4] (3.4,3.8] (3.8,4.2] (4.2,4.6]   (4.6,5]  #> \"#5E4FA2\" \"#3288BD\" \"#66C2A5\" \"#ABDDA4\" \"#E6F598\" \"#FFFFBF\" \"#FEE08B\" \"#FDAE61\" \"#F46D43\" \"#D53E4F\"  (pal4 <- palette_scp(x, palette = \"Spectral\", n = 10, reverse = TRUE)) #>   (4.6,5] (4.2,4.6] (3.8,4.2] (3.4,3.8]   (3,3.4]   (2.6,3] (2.2,2.6] (1.8,2.2] (1.4,1.8]   [1,1.4]  #> \"#D53E4F\" \"#F46D43\" \"#FDAE61\" \"#FEE08B\" \"#FFFFBF\" \"#E6F598\" \"#ABDDA4\" \"#66C2A5\" \"#3288BD\" \"#5E4FA2\"  (pal5 <- palette_scp(x, palette = \"Spectral\", matched = TRUE)) #>  [1,1.04]  (1.96,2]  (2.96,3]      <NA>  (2.96,3]  (3.96,4]  (4.96,5]  #> \"#5E4FA2\" \"#83CDA4\" \"#FDFEBD\"        NA \"#FDFEBD\" \"#F88F52\" \"#9E0142\"  (pal6 <- palette_scp(x, palette = \"Spectral\", matched = TRUE, NA_keep = TRUE)) #>  [1,1.04]  (1.96,2]  (2.96,3]      <NA>  (2.96,3]  (3.96,4]  (4.96,5]  #> \"#5E4FA2\" \"#83CDA4\" \"#FDFEBD\"  \"grey80\" \"#FDFEBD\" \"#F88F52\" \"#9E0142\"  (pal7 <- palette_scp(x, palette = \"Paired\", type = \"discrete\")) #>         1         2         3         4         5  #> \"#A6CEE3\" \"#1F78B4\" \"#B2DF8A\" \"#33A02C\" \"#FDBF6F\"  show_palettes(list(pal1, pal2, pal3, pal4, pal5, pal6, pal7))  #> [1] \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\"  all_palettes <- show_palettes(return_palettes = TRUE)  names(all_palettes) #>   [1] \"BrBG\"                   \"PiYG\"                   \"PRGn\"                   \"PuOr\"                   #>   [5] \"RdBu\"                   \"RdGy\"                   \"RdYlBu\"                 \"RdYlGn\"                 #>   [9] \"Spectral\"               \"Accent\"                 \"Dark2\"                  \"Paired\"                 #>  [13] \"Pastel1\"                \"Pastel2\"                \"Set1\"                   \"Set2\"                   #>  [17] \"Set3\"                   \"Blues\"                  \"BuGn\"                   \"BuPu\"                   #>  [21] \"GnBu\"                   \"Greens\"                 \"Greys\"                  \"Oranges\"                #>  [25] \"OrRd\"                   \"PuBu\"                   \"PuBuGn\"                 \"PuRd\"                   #>  [29] \"Purples\"                \"RdPu\"                   \"Reds\"                   \"YlGn\"                   #>  [33] \"YlGnBu\"                 \"YlOrBr\"                 \"YlOrRd\"                 \"npg\"                    #>  [37] \"aaas\"                   \"nejm\"                   \"lancet\"                 \"jama\"                   #>  [41] \"jco\"                    \"ucscgb\"                 \"d3-category10\"          \"d3-category20\"          #>  [45] \"d3-category20b\"         \"d3-category20c\"         \"igv\"                    \"locuszoom\"              #>  [49] \"uchicago-default\"       \"uchicago-light\"         \"uchicago-dark\"          \"cosmic\"                 #>  [53] \"simpsons\"               \"futurama\"               \"rickandmorty\"           \"startrek\"               #>  [57] \"tron\"                   \"frontiers\"              \"flatui\"                 \"gsea\"                   #>  [61] \"material-red\"           \"material-pink\"          \"material-purple\"        \"material-deep-purple\"   #>  [65] \"material-indigo\"        \"material-blue\"          \"material-light-blue\"    \"material-cyan\"          #>  [69] \"material-teal\"          \"material-green\"         \"material-light-green\"   \"material-lime\"          #>  [73] \"material-yellow\"        \"material-amber\"         \"material-orange\"        \"material-deep-orange\"   #>  [77] \"material-brown\"         \"material-grey\"          \"material-blue-grey\"     \"dPBIYlBu\"               #>  [81] \"dPBIYlPu\"               \"dPBIPuGn\"               \"dPBIPuOr\"               \"dPBIRdBu\"               #>  [85] \"dPBIRdGy\"               \"dPBIRdGn\"               \"qMSOStd\"                \"qMSO12\"                 #>  [89] \"qMSO15\"                 \"qMSOBuWarm\"             \"qMSOBu\"                 \"qMSOBu2\"                #>  [93] \"qMSOBuGn\"               \"qMSOGn\"                 \"qMSOGnYl\"               \"qMSOYl\"                 #>  [97] \"qMSOYlOr\"               \"qMSOOr\"                 \"qMSOOrRd\"               \"qMSORdOr\"               #> [101] \"qMSORd\"                 \"qMSORdPu\"               \"qMSOPu\"                 \"qMSOPu2\"                #> [105] \"qMSOMed\"                \"qMSOPap\"                \"qMSOMrq\"                \"qMSOSlp\"                #> [109] \"qMSOAsp\"                \"qPBI\"                   \"sPBIGn\"                 \"sPBIGy1\"                #> [113] \"sPBIRd\"                 \"sPBIYl\"                 \"sPBIGy2\"                \"sPBIBu\"                 #> [117] \"sPBIOr\"                 \"sPBIPu\"                 \"sPBIYlGn\"               \"sPBIRdPu\"               #> [121] \"ag_GrnYl\"               \"ag_Sunset\"              \"ArmyRose\"               \"Earth\"                  #> [125] \"Fall\"                   \"Geyser\"                 \"TealRose\"               \"Temps\"                  #> [129] \"Tropic\"                 \"Antique\"                \"Bold\"                   \"Pastel\"                 #> [133] \"Prism\"                  \"Safe\"                   \"Vivid\"                  \"BluGrn\"                 #> [137] \"BluYl\"                  \"BrwnYl\"                 \"Burg\"                   \"BurgYl\"                 #> [141] \"DarkMint\"               \"Emrld\"                  \"Magenta\"                \"Mint\"                   #> [145] \"OrYel\"                  \"Peach\"                  \"PinkYl\"                 \"Purp\"                   #> [149] \"PurpOr\"                 \"RedOr\"                  \"Sunset\"                 \"SunsetDark\"             #> [153] \"Teal\"                   \"TealGrn\"                \"polarnight\"             \"snowstorm\"              #> [157] \"frost\"                  \"aurora\"                 \"lumina\"                 \"mountain_forms\"         #> [161] \"silver_mine\"            \"lake_superior\"          \"victory_bonds\"          \"halifax_harbor\"         #> [165] \"moose_pond\"             \"algoma_forest\"          \"rocky_mountain\"         \"red_mountain\"           #> [169] \"baie_mouton\"            \"afternoon_prarie\"       \"magma\"                  \"inferno\"                #> [173] \"plasma\"                 \"viridis\"                \"cividis\"                \"rocket\"                 #> [177] \"mako\"                   \"turbo\"                  \"ocean.algae\"            \"ocean.deep\"             #> [181] \"ocean.dense\"            \"ocean.gray\"             \"ocean.haline\"           \"ocean.ice\"              #> [185] \"ocean.matter\"           \"ocean.oxy\"              \"ocean.phase\"            \"ocean.solar\"            #> [189] \"ocean.thermal\"          \"ocean.turbid\"           \"ocean.balance\"          \"ocean.curl\"             #> [193] \"ocean.delta\"            \"ocean.amp\"              \"ocean.speed\"            \"ocean.tempo\"            #> [197] \"BrowntoBlue.10\"         \"BrowntoBlue.12\"         \"BluetoDarkOrange.12\"    \"BluetoDarkOrange.18\"    #> [201] \"DarkRedtoBlue.12\"       \"DarkRedtoBlue.18\"       \"BluetoGreen.14\"         \"BluetoGray.8\"           #> [205] \"BluetoOrangeRed.14\"     \"BluetoOrange.10\"        \"BluetoOrange.12\"        \"BluetoOrange.8\"         #> [209] \"LightBluetoDarkBlue.10\" \"LightBluetoDarkBlue.7\"  \"Categorical.12\"         \"GreentoMagenta.16\"      #> [213] \"SteppedSequential.5\"    \"jcolors-default\"        \"jcolors-pal2\"           \"jcolors-pal3\"           #> [217] \"jcolors-pal4\"           \"jcolors-pal5\"           \"jcolors-pal6\"           \"jcolors-pal7\"           #> [221] \"jcolors-pal8\"           \"jcolors-pal9\"           \"jcolors-pal10\"          \"jcolors-pal11\"          #> [225] \"jcolors-pal12\"          \"jcolors-rainbow\"        \"jet\"                    \"simspec\"                #> [229] \"GdRd\"                    if (FALSE) { if (interactive()) {   check_R(c(\"stringr\", \"RColorBrewer\", \"ggsci\", \"Redmonder\", \"rcartocolor\", \"nord\", \"viridis\", \"pals\", \"oompaBase\", \"dichromat\", \"jaredhuling/jcolors\"))   library(stringr)   library(RColorBrewer)   library(ggsci)   library(Redmonder)   library(rcartocolor)   library(nord)   library(viridis)   library(pals)   library(dichromat)   library(jcolors)   brewer.pal.info <- RColorBrewer::brewer.pal.info   ggsci_db <- ggsci:::ggsci_db   redmonder.pal.info <- Redmonder::redmonder.pal.info   metacartocolors <- rcartocolor::metacartocolors   rownames(metacartocolors) <- metacartocolors$Name   nord_palettes <- nord::nord_palettes   viridis_names <- c(\"magma\", \"inferno\", \"plasma\", \"viridis\", \"cividis\", \"rocket\", \"mako\", \"turbo\")   viridis_palettes <- lapply(setNames(viridis_names, viridis_names), function(x) viridis::viridis(100, option = x))   ocean_names <- names(pals:::syspals)[grep(\"ocean\", names(pals:::syspals))]   ocean_palettes <- pals:::syspals[ocean_names]   dichromat_palettes <- dichromat::colorschemes   jcolors_names <- paste0(\"jcolors-\", c(\"default\", \"pal2\", \"pal3\", \"pal4\", \"pal5\", \"pal6\", \"pal7\", \"pal8\", \"pal9\", \"pal10\", \"pal11\", \"pal12\", \"rainbow\"))   custom_names <- c(\"jet\", \"simspec\", \"GdRd\")   custom_palettes <- list(     oompaBase::jetColors(N = 100),     c(\"#c22b86\", \"#f769a1\", \"#fcc5c1\", \"#253777\", \"#1d92c0\", \"#9ec9e1\", \"#015b33\", \"#42aa5e\", \"#d9f0a2\", \"#E66F00\", \"#f18c28\", \"#FFBB61\"),     c(\"gold\", \"red3\")   )   names(custom_palettes) <- custom_names    palette_list <- list()   all_colors <- c(     rownames(brewer.pal.info), names(ggsci_db), rownames(redmonder.pal.info),     rownames(metacartocolors), names(nord_palettes), names(viridis_palettes),     ocean_names, names(dichromat_palettes), jcolors_names,     custom_names   )   for (pal in all_colors) {     if (!pal %in% all_colors) {       stop(paste0(\"Invalid pal Must be one of \", paste0(all_colors, collapse = \",\")))     }     if (pal %in% rownames(brewer.pal.info)) {       pal_n <- brewer.pal.info[pal, \"maxcolors\"]       pal_category <- brewer.pal.info[pal, \"category\"]       if (pal_category == \"div\") {         palcolor <- rev(brewer.pal(name = pal, n = pal_n))       } else {         if (pal == \"Paired\") {           palcolor <- brewer.pal(12, \"Paired\")[c(1:4, 7, 8, 5, 6, 9, 10, 11, 12)]         } else {           palcolor <- brewer.pal(name = pal, n = pal_n)         }       }       if (pal_category == \"qual\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% names(ggsci_db)) {       if (pal %in% c(\"d3\", \"uchicago\", \"material\")) {         for (subpal in names(ggsci_db[[pal]])) {           palcolor <- ggsci_db[[pal]][[subpal]]           if (pal == \"material\") {             attr(palcolor, \"type\") <- \"continuous\"           } else {             attr(palcolor, \"type\") <- \"discrete\"           }           palette_list[[paste0(pal, \"-\", subpal)]] <- palcolor         }         next       } else {         palcolor <- ggsci_db[[pal]][[1]]         if (pal == \"gsea\") {           attr(palcolor, \"type\") <- \"continuous\"         } else {           attr(palcolor, \"type\") <- \"discrete\"         }       }     } else if (pal %in% rownames(redmonder.pal.info)) {       pal_n <- redmonder.pal.info[pal, \"maxcolors\"]       pal_category <- redmonder.pal.info[pal, \"category\"]       if (pal_category == \"div\") {         palcolor <- rev(redmonder.pal(name = pal, n = pal_n))       } else {         palcolor <- redmonder.pal(name = pal, n = pal_n)       }       if (pal_category == \"qual\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% rownames(metacartocolors)) {       pal_n <- metacartocolors[pal, \"Max_n\"]       palcolor <- carto_pal(name = pal, n = pal_n)       if (pal_category == \"qualitative\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% names(nord_palettes)) {       palcolor <- nord_palettes[[pal]]       attr(palcolor, \"type\") <- \"discrete\"     } else if (pal %in% names(viridis_palettes)) {       palcolor <- viridis_palettes[[pal]]       attr(palcolor, \"type\") <- \"continuous\"     } else if (pal %in% names(ocean_palettes)) {       palcolor <- ocean_palettes[[pal]]       attr(palcolor, \"type\") <- \"continuous\"     } else if (pal %in% names(dichromat_palettes)) {       palcolor <- dichromat_palettes[[pal]]       if (pal %in% c(\"Categorical.12\", \"SteppedSequential.5\")) {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% jcolors_names) {       palcolor <- jcolors(palette = gsub(\"jcolors-\", \"\", pal))       if (pal %in% paste0(\"jcolors-\", c(\"pal10\", \"pal11\", \"pal12\", \"rainbow\"))) {         attr(palcolor, \"type\") <- \"continuous\"       } else {         attr(palcolor, \"type\") <- \"discrete\"       }     } else if (pal %in% custom_names) {       palcolor <- custom_palettes[[pal]]       if (pal %in% c(\"jet\")) {         attr(palcolor, \"type\") <- \"continuous\"       } else {         attr(palcolor, \"type\") <- \"discrete\"       }     }     palette_list[[pal]] <- palcolor   }   # usethis::use_data(palette_list, internal = TRUE) } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of human 'panc8' datasets — panc8_sub","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"Human pancreatic islet cell datasets produced across four technologies, CelSeq (GSE81076) CelSeq2 (GSE85241), Fluidigm C1 (GSE86469), SMART-Seq2 (E-MTAB-5061) SeuratData package. data set `panc8`, 200 cells downsampled form panc8_sub dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"","code":"panc8_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE81076 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-5061/ https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"","code":"if (FALSE) { if (interactive()) {   data(\"pancreas_sub\")   if (!require(\"SeuratData\", quietly = TRUE)) {     devtools::install_github(\"satijalab/seurat-data\")   }   library(SeuratData)   library(Seurat)   suppressWarnings(InstallData(\"panc8\"))   data(\"panc8\")   set.seed(11)   cells_sub <- unlist(lapply(split(colnames(panc8), panc8$dataset), function(x) sample(x, size = 200)))   panc8_sub <- subset(panc8, cells = cells_sub)   panc8_sub <- panc8_sub[rowSums(panc8_sub@assays$RNA@counts) > 0, ]   panc8_sub <- panc8_sub[toupper(rownames(panc8_sub)) %in% toupper(rownames(pancreas_sub)), ]   panc8_sub <- UpdateSeuratObject(panc8_sub)   # usethis::use_data(panc8_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"Mouse pancreatic endocrinogenesis dataset Bastidas-Ponce et al. (2019). total 1000 cells downsampled form pancreas_sub dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"","code":"pancreas_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"https://scvelo.readthedocs.io/scvelo.datasets.pancreas/ https://github.com/theislab/scvelo_notebooks/raw/master/data/Pancreas/endocrinogenesis_day15.h5ad","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"","code":"if (FALSE) { if (interactive()) {   library(Seurat)   library(reticulate)   check_Python(\"scvelo\")   scv <- import(\"scvelo\")   adata <- scv$datasets$pancreas()   pancreas <- adata_to_srt(adata)   set.seed(11)   pancreas_sub <- subset(pancreas, cells = sample(colnames(pancreas), size = 1000))   pancreas_sub <- pancreas_sub[rowSums(pancreas_sub@assays$RNA@counts) > 0, ]   pancreas_sub[[\"CellType\"]] <- pancreas_sub[[\"clusters_coarse\"]]   pancreas_sub[[\"SubCellType\"]] <- pancreas_sub[[\"clusters\"]]   pancreas_sub[[\"clusters_coarse\"]] <- pancreas_sub[[\"clusters\"]] <- NULL   pancreas_sub[[\"Phase\"]] <- ifelse(pancreas_sub$S_score > pancreas_sub$G2M_score, \"S\", \"G2M\")   pancreas_sub[[\"Phase\"]][apply(pancreas_sub[[]][, c(\"S_score\", \"G2M_score\")], 1, max) < 0, ] <- \"G1\"   pancreas_sub[[\"Phase\", drop = TRUE]] <- factor(pancreas_sub[[\"Phase\", drop = TRUE]], levels = c(\"G1\", \"S\", \"G2M\"))   pancreas_sub[[\"PCA\"]] <- pancreas_sub[[\"X_pca\"]]   pancreas_sub[[\"UMAP\"]] <- pancreas_sub[[\"X_umap\"]]   pancreas_sub[[\"X_umap\"]] <- pancreas_sub[[\"X_pca\"]] <- NULL   VariableFeatures(pancreas_sub) <- rownames(pancreas_sub[[\"RNA\"]])[which(pancreas_sub[[\"RNA\"]]@meta.features$highly_variable_genes == \"True\")]   # usethis::use_data(pancreas_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":null,"dir":"Reference","previous_headings":"","what":"Set the panel width/height of a plot object to a fixed value. — panel_fix","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"ggplot object, stored, can specify height width entire plot, panel. latter obviously important control final result plot. function can set panel width/height plot fixed value rasterize .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"","code":"panel_fix(   x = NULL,   panel_index = NULL,   respect = NULL,   width = NULL,   height = NULL,   margin = 1,   padding = 0,   units = \"in\",   raster = FALSE,   dpi = 300,   BPPARAM = BiocParallel::SerialParam(),   return_grob = FALSE,   bg_color = \"white\",   save = NULL,   verbose = FALSE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"x ggplot object, grob object, combined plot made patchwork cowplot package. panel_index Specify panel fixed. NULL, fix panels. respect logical, indicates whether row heights column widths respect . width width panel. height height panel. margin Margins around plot. units units height, width margin given. Can mm, cm, , etc. See unit. raster Whether rasterize panel. dpi Plot resolution. BPPARAM BiocParallelParam instance determining parallel back-end used building object made patchwork package. return_grob TRUE return grob object instead wrapped patchwork object. bg_color Plot background color. save NULL file name used save plot. verbose Whether print messages. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() +   facet_wrap(~gear, nrow = 2) # fix the size of panel panel_fix(p, width = 5, height = 3, units = \"cm\")  # rasterize the panel panel_fix(p, width = 5, height = 3, units = \"cm\", raster = TRUE, dpi = 30)   # panel_fix will build and render the plot when the input is a ggplot object. # so after panel_fix, the size of the object will be changed. object.size(p) #> 13984 bytes object.size(panel_fix(p, width = 5, height = 3, units = \"cm\")) #> 1398888 bytes  ## save the plot with appropriate size # p_fix <- panel_fix(p, width = 5, height = 3, units = \"cm\") # plot_size <- attr(p_fix, \"size\") # ggsave( #   filename = \"p_fix.png\", plot = p_fix, #   units = plot_size$units, width = plot_size$width, height = plot_size$height # ) ## or save the plot directly # p_fix <- panel_fix(p, width = 5, height = 3, units = \"cm\", save = \"p_fix.png\")  # fix the panel of the plot combined by patchwork data(\"pancreas_sub\") p1 <- CellDimPlot(pancreas_sub, \"Phase\", aspect.ratio = 1) # ggplot object p2 <- FeatureDimPlot(pancreas_sub, \"Ins1\", aspect.ratio = 0.5) # ggplot object p <- p1 / p2 # plot is combined by patchwork # fix the panel size for each plot, the width will be calculated automatically based on aspect.ratio panel_fix(p, height = 1)   # fix the panel of the plot combined by plot_grid library(cowplot) #>  #> Attaching package: ‘cowplot’ #> The following object is masked from ‘package:ggpubr’: #>  #>     get_legend p1 <- CellDimPlot(pancreas_sub, c(\"Phase\", \"SubCellType\"), label = TRUE) # plot is combined by patchwork p2 <- FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\"), label = TRUE) # plot is combined by patchwork p <- plot_grid(p1, p2, nrow = 2) # plot is combined by plot_grid # fix the size of panel for each plot panel_fix(p, height = 1)  # rasterize the panel while keeping all labels and text in vector format panel_fix(p, height = 1, raster = TRUE, dpi = 30)   # fix the panel of the heatmap ht1 <- GroupHeatmap(pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. # the size of the heatmap is not fixed and can be resized by zooming the viewport. ht1$plot  # fix the size of the heatmap according the current viewport panel_fix(ht1$plot)  # rasterize the heatmap body panel_fix(ht1$plot, raster = TRUE, dpi = 30)  # fix the size of overall heatmap including annotation and legend panel_fix(ht1$plot, height = 4, width = 6)   ht2 <- GroupHeatmap(pancreas_sub,   features = pancreas_sub[[\"RNA\"]]@var.features,   group.by = \"SubCellType\",   n_split = 5, nlabel = 20,   db = \"GO_BP\", species = \"Mus_musculus\", anno_terms = TRUE,   height = 4, width = 1 # Heatmap body size for two groups ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-01 06:38:50.540295] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-01 05:12:05.52538 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-01 06:39:55.273562] Enrichment done #> Elapsed time:1.08 mins #> The size of the heatmap will be fixed as some elements are not scalable. # the size of the heatmap is already fixed ht2$plot  # when no height/width is specified, panel_fix does not change the size of the heatmap. panel_fix(ht2$plot)  # rasterize the heatmap body panel_fix(ht2$plot, raster = TRUE, dpi = 30)  # however, gene labels on the left and enrichment annotations on the right cannot be adjusted panel_fix(ht2$plot, height = 5, width = 10)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":null,"dir":"Reference","previous_headings":"","what":"Fix the width/height of panels in a single plot object. — panel_fix_single","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"Fix width/height panels single plot object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"","code":"panel_fix_single(   x,   panel_index = NULL,   respect = NULL,   width = NULL,   height = NULL,   margin = 1,   units = \"in\",   raster = FALSE,   dpi = 300,   BPPARAM = BiocParallel::SerialParam(),   return_grob = FALSE,   bg_color = \"white\",   save = NULL,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"x ggplot object, grob object, combined plot made patchwork cowplot package. panel_index Specify panel fixed. NULL, fix panels. respect logical, indicates whether row heights column widths respect . width width panel. height height panel. margin Margins around plot. units units height, width margin given. Can mm, cm, , etc. See unit. raster Whether rasterize panel. dpi Plot resolution. BPPARAM BiocParallelParam instance determining parallel back-end used building object made patchwork package. return_grob TRUE return grob object instead wrapped patchwork object. bg_color Plot background color. save NULL file name used save plot. verbose Whether print messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"scVI_integrate — scVI_integrate","title":"scVI_integrate — scVI_integrate","text":"scVI_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"scVI_integrate — scVI_integrate","text":"","code":"scVI_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   scVI_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   model = \"SCVI\",   SCVI_params = list(),   PEAKVI_params = list(),   num_threads = 8,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"scVI_integrate — scVI_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":null,"dir":"Reference","previous_headings":"","what":"Shorten and offset the segment — segementsDf","title":"Shorten and offset the segment — segementsDf","text":"Shorten offset segment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Shorten and offset the segment — segementsDf","text":"","code":"segementsDf(data, shorten_start, shorten_end, offset)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Shorten and offset the segment — segementsDf","text":"offset","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Shorten and offset the segment — segementsDf","text":"","code":"library(ggplot2) tempNodes <- data.frame(\"x\" = c(10, 40), \"y\" = c(10, 30)) data <- data.frame(\"x\" = c(10, 40), \"y\" = c(10, 30), \"xend\" = c(40, 10), \"yend\" = c(30, 10)) ggplot(tempNodes, aes(x = x, y = y)) +   geom_point(size = 12) +   xlim(0, 50) +   ylim(0, 50) +   geom_segment(data = data, aes(x = x, xend = xend, y = y, yend = yend))   ggplot(tempNodes, aes(x = x, y = y)) +   geom_point(size = 12) +   xlim(0, 50) +   ylim(0, 50) +   geom_segment(     data = segementsDf(data, shorten_start = 2, shorten_end = 3, offset = 1),     aes(x = x, xend = xend, y = y, yend = yend)   )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":null,"dir":"Reference","previous_headings":"","what":"Show the color palettes — show_palettes","title":"Show the color palettes — show_palettes","text":"Show color palettes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Show the color palettes — show_palettes","text":"","code":"show_palettes(   palettes = NULL,   type = c(\"discrete\", \"continuous\"),   index = NULL,   palette_names = NULL,   return_names = TRUE,   return_palettes = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Show the color palettes — show_palettes","text":"palettes list custom color palettes shown. type Specifies type color palettes collected SCP. index index palette SCP palette list. NULL, show palettes collected SCP. palette_names Specifies name color palettes collected SCP. return_names Whether return palette names. return_palettes Whether return palettes.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Show the color palettes — show_palettes","text":"","code":"show_palettes(palettes = list(c(\"red\", \"blue\", \"green\"), c(\"yellow\", \"purple\", \"orange\")))  #> [1] \"1\" \"2\" all_palettes <- show_palettes(return_palettes = TRUE)  names(all_palettes) #>   [1] \"BrBG\"                   \"PiYG\"                   \"PRGn\"                   \"PuOr\"                   #>   [5] \"RdBu\"                   \"RdGy\"                   \"RdYlBu\"                 \"RdYlGn\"                 #>   [9] \"Spectral\"               \"Accent\"                 \"Dark2\"                  \"Paired\"                 #>  [13] \"Pastel1\"                \"Pastel2\"                \"Set1\"                   \"Set2\"                   #>  [17] \"Set3\"                   \"Blues\"                  \"BuGn\"                   \"BuPu\"                   #>  [21] \"GnBu\"                   \"Greens\"                 \"Greys\"                  \"Oranges\"                #>  [25] \"OrRd\"                   \"PuBu\"                   \"PuBuGn\"                 \"PuRd\"                   #>  [29] \"Purples\"                \"RdPu\"                   \"Reds\"                   \"YlGn\"                   #>  [33] \"YlGnBu\"                 \"YlOrBr\"                 \"YlOrRd\"                 \"npg\"                    #>  [37] \"aaas\"                   \"nejm\"                   \"lancet\"                 \"jama\"                   #>  [41] \"jco\"                    \"ucscgb\"                 \"d3-category10\"          \"d3-category20\"          #>  [45] \"d3-category20b\"         \"d3-category20c\"         \"igv\"                    \"locuszoom\"              #>  [49] \"uchicago-default\"       \"uchicago-light\"         \"uchicago-dark\"          \"cosmic\"                 #>  [53] \"simpsons\"               \"futurama\"               \"rickandmorty\"           \"startrek\"               #>  [57] \"tron\"                   \"frontiers\"              \"flatui\"                 \"gsea\"                   #>  [61] \"material-red\"           \"material-pink\"          \"material-purple\"        \"material-deep-purple\"   #>  [65] \"material-indigo\"        \"material-blue\"          \"material-light-blue\"    \"material-cyan\"          #>  [69] \"material-teal\"          \"material-green\"         \"material-light-green\"   \"material-lime\"          #>  [73] \"material-yellow\"        \"material-amber\"         \"material-orange\"        \"material-deep-orange\"   #>  [77] \"material-brown\"         \"material-grey\"          \"material-blue-grey\"     \"dPBIYlBu\"               #>  [81] \"dPBIYlPu\"               \"dPBIPuGn\"               \"dPBIPuOr\"               \"dPBIRdBu\"               #>  [85] \"dPBIRdGy\"               \"dPBIRdGn\"               \"qMSOStd\"                \"qMSO12\"                 #>  [89] \"qMSO15\"                 \"qMSOBuWarm\"             \"qMSOBu\"                 \"qMSOBu2\"                #>  [93] \"qMSOBuGn\"               \"qMSOGn\"                 \"qMSOGnYl\"               \"qMSOYl\"                 #>  [97] \"qMSOYlOr\"               \"qMSOOr\"                 \"qMSOOrRd\"               \"qMSORdOr\"               #> [101] \"qMSORd\"                 \"qMSORdPu\"               \"qMSOPu\"                 \"qMSOPu2\"                #> [105] \"qMSOMed\"                \"qMSOPap\"                \"qMSOMrq\"                \"qMSOSlp\"                #> [109] \"qMSOAsp\"                \"qPBI\"                   \"sPBIGn\"                 \"sPBIGy1\"                #> [113] \"sPBIRd\"                 \"sPBIYl\"                 \"sPBIGy2\"                \"sPBIBu\"                 #> [117] \"sPBIOr\"                 \"sPBIPu\"                 \"sPBIYlGn\"               \"sPBIRdPu\"               #> [121] \"ag_GrnYl\"               \"ag_Sunset\"              \"ArmyRose\"               \"Earth\"                  #> [125] \"Fall\"                   \"Geyser\"                 \"TealRose\"               \"Temps\"                  #> [129] \"Tropic\"                 \"Antique\"                \"Bold\"                   \"Pastel\"                 #> [133] \"Prism\"                  \"Safe\"                   \"Vivid\"                  \"BluGrn\"                 #> [137] \"BluYl\"                  \"BrwnYl\"                 \"Burg\"                   \"BurgYl\"                 #> [141] \"DarkMint\"               \"Emrld\"                  \"Magenta\"                \"Mint\"                   #> [145] \"OrYel\"                  \"Peach\"                  \"PinkYl\"                 \"Purp\"                   #> [149] \"PurpOr\"                 \"RedOr\"                  \"Sunset\"                 \"SunsetDark\"             #> [153] \"Teal\"                   \"TealGrn\"                \"polarnight\"             \"snowstorm\"              #> [157] \"frost\"                  \"aurora\"                 \"lumina\"                 \"mountain_forms\"         #> [161] \"silver_mine\"            \"lake_superior\"          \"victory_bonds\"          \"halifax_harbor\"         #> [165] \"moose_pond\"             \"algoma_forest\"          \"rocky_mountain\"         \"red_mountain\"           #> [169] \"baie_mouton\"            \"afternoon_prarie\"       \"magma\"                  \"inferno\"                #> [173] \"plasma\"                 \"viridis\"                \"cividis\"                \"rocket\"                 #> [177] \"mako\"                   \"turbo\"                  \"ocean.algae\"            \"ocean.deep\"             #> [181] \"ocean.dense\"            \"ocean.gray\"             \"ocean.haline\"           \"ocean.ice\"              #> [185] \"ocean.matter\"           \"ocean.oxy\"              \"ocean.phase\"            \"ocean.solar\"            #> [189] \"ocean.thermal\"          \"ocean.turbid\"           \"ocean.balance\"          \"ocean.curl\"             #> [193] \"ocean.delta\"            \"ocean.amp\"              \"ocean.speed\"            \"ocean.tempo\"            #> [197] \"BrowntoBlue.10\"         \"BrowntoBlue.12\"         \"BluetoDarkOrange.12\"    \"BluetoDarkOrange.18\"    #> [201] \"DarkRedtoBlue.12\"       \"DarkRedtoBlue.18\"       \"BluetoGreen.14\"         \"BluetoGray.8\"           #> [205] \"BluetoOrangeRed.14\"     \"BluetoOrange.10\"        \"BluetoOrange.12\"        \"BluetoOrange.8\"         #> [209] \"LightBluetoDarkBlue.10\" \"LightBluetoDarkBlue.7\"  \"Categorical.12\"         \"GreentoMagenta.16\"      #> [213] \"SteppedSequential.5\"    \"jcolors-default\"        \"jcolors-pal2\"           \"jcolors-pal3\"           #> [217] \"jcolors-pal4\"           \"jcolors-pal5\"           \"jcolors-pal6\"           \"jcolors-pal7\"           #> [221] \"jcolors-pal8\"           \"jcolors-pal9\"           \"jcolors-pal10\"          \"jcolors-pal11\"          #> [225] \"jcolors-pal12\"          \"jcolors-rainbow\"        \"jet\"                    \"simspec\"                #> [229] \"GdRd\"                   all_palettes[[\"simspec\"]] #>  [1] \"#c22b86\" \"#f769a1\" \"#fcc5c1\" \"#253777\" \"#1d92c0\" \"#9ec9e1\" \"#015b33\" \"#42aa5e\" \"#d9f0a2\" \"#E66F00\" \"#f18c28\" #> [12] \"#FFBB61\" #> attr(,\"type\") #> [1] \"discrete\" show_palettes(index = 1:10)  #>  [1] \"BrBG\"     \"PiYG\"     \"PRGn\"     \"PuOr\"     \"RdBu\"     \"RdGy\"     \"RdYlBu\"   \"RdYlGn\"   \"Spectral\" \"Accent\"   show_palettes(type = \"discrete\", index = 1:10)  #>  [1] \"Accent\"  \"Dark2\"   \"Paired\"  \"Pastel1\" \"Pastel2\" \"Set1\"    \"Set2\"    \"Set3\"    \"npg\"     \"aaas\"    show_palettes(type = \"continuous\", index = 1:10)  #>  [1] \"BrBG\"     \"PiYG\"     \"PRGn\"     \"PuOr\"     \"RdBu\"     \"RdGy\"     \"RdYlBu\"   \"RdYlGn\"   \"Spectral\" \"Blues\"    show_palettes(palette_names = c(\"Paired\", \"nejm\", \"simspec\", \"Spectral\", \"jet\"), return_palettes = TRUE)  #> $Paired #>  [1] \"#A6CEE3\" \"#1F78B4\" \"#B2DF8A\" \"#33A02C\" \"#FDBF6F\" \"#FF7F00\" \"#FB9A99\" \"#E31A1C\" \"#CAB2D6\" \"#6A3D9A\" \"#FFFF99\" #> [12] \"#B15928\" #> attr(,\"type\") #> [1] \"discrete\" #>  #> $nejm #>      TallPoppy   DeepCerulean           Zest     Eucalyptus WildBlueYonder         Gothic        Salomie     FrenchRose  #>      \"#BC3C29\"      \"#0072B5\"      \"#E18727\"      \"#20854E\"      \"#7876B1\"      \"#6F99AD\"      \"#FFDC91\"      \"#EE4C97\"  #> attr(,\"type\") #> [1] \"discrete\" #>  #> $simspec #>  [1] \"#c22b86\" \"#f769a1\" \"#fcc5c1\" \"#253777\" \"#1d92c0\" \"#9ec9e1\" \"#015b33\" \"#42aa5e\" \"#d9f0a2\" \"#E66F00\" \"#f18c28\" #> [12] \"#FFBB61\" #> attr(,\"type\") #> [1] \"discrete\" #>  #> $Spectral #>  [1] \"#5E4FA2\" \"#3288BD\" \"#66C2A5\" \"#ABDDA4\" \"#E6F598\" \"#FFFFBF\" \"#FEE08B\" \"#FDAE61\" \"#F46D43\" \"#D53E4F\" \"#9E0142\" #> attr(,\"type\") #> [1] \"continuous\" #>  #> $jet #>   [1] \"#00007A\" \"#000085\" \"#00008F\" \"#000099\" \"#0000A3\" \"#0000AD\" \"#0000B8\" \"#0000C2\" \"#0000CC\" \"#0000D6\" \"#0000E0\" #>  [12] \"#0000EB\" \"#0000F5\" \"#0000FF\" \"#000AFF\" \"#0014FF\" \"#001FFF\" \"#0029FF\" \"#0033FF\" \"#003DFF\" \"#0047FF\" \"#0052FF\" #>  [23] \"#005CFF\" \"#0066FF\" \"#0070FF\" \"#007AFF\" \"#0085FF\" \"#008FFF\" \"#0099FF\" \"#00A3FF\" \"#00ADFF\" \"#00B8FF\" \"#00C2FF\" #>  [34] \"#00CCFF\" \"#00D6FF\" \"#00E0FF\" \"#00EBFF\" \"#00F5FF\" \"#00FFFF\" \"#0AFFF5\" \"#14FFEB\" \"#1FFFE0\" \"#29FFD6\" \"#33FFCC\" #>  [45] \"#3DFFC2\" \"#47FFB8\" \"#52FFAD\" \"#5CFFA3\" \"#66FF99\" \"#70FF8F\" \"#7AFF85\" \"#85FF7A\" \"#8FFF70\" \"#99FF66\" \"#A3FF5C\" #>  [56] \"#ADFF52\" \"#B8FF47\" \"#C2FF3D\" \"#CCFF33\" \"#D6FF29\" \"#E0FF1F\" \"#EBFF14\" \"#F5FF0A\" \"#FFFF00\" \"#FFF500\" \"#FFEB00\" #>  [67] \"#FFE000\" \"#FFD600\" \"#FFCC00\" \"#FFC200\" \"#FFB800\" \"#FFAD00\" \"#FFA300\" \"#FF9900\" \"#FF8F00\" \"#FF8500\" \"#FF7A00\" #>  [78] \"#FF7000\" \"#FF6600\" \"#FF5C00\" \"#FF5200\" \"#FF4700\" \"#FF3D00\" \"#FF3300\" \"#FF2900\" \"#FF1F00\" \"#FF1400\" \"#FF0A00\" #>  [89] \"#FF0000\" \"#F50000\" \"#EB0000\" \"#E00000\" \"#D60000\" \"#CC0000\" \"#C20000\" \"#B80000\" \"#AD0000\" \"#A30000\" \"#990000\" #> [100] \"#8F0000\" #> attr(,\"type\") #> [1] \"continuous\" #>"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Drop unused data from the plot to reduce the object size — slim_data","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"Drop unused data plot reduce object size","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"","code":"slim_data(p)  # S3 method for ggplot slim_data(p)  # S3 method for patchwork slim_data(p)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"p patchwork object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() object.size(p) #> 13984 bytes colnames(p$data) #>  [1] \"mpg\"  \"cyl\"  \"disp\" \"hp\"   \"drat\" \"wt\"   \"qsec\" \"vs\"   \"am\"   \"gear\" \"carb\"  p_slim <- slim_data(p) object.size(p_slim) #> 10912 bytes colnames(p_slim$data) #> [1] \"mpg\" \"cyl\" \"wt\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"Convert seurat object anndata object using reticulate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"","code":"srt_to_adata(   srt,   features = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   convert_tools = FALSE,   convert_misc = FALSE,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"srt Seurat object. assay_X Assays convert X(main data matrix) anndata object. assay_layers Assays convert layers anndata object. verbose","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"","code":"data(\"pancreas_sub\") adata <- srt_to_adata(pancreas_sub) #> 'misc' slot is not converted. #> 'tools' slot is not converted. adata #> AnnData object with n_obs × n_vars = 1000 × 15958 #>     obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'S_score', 'G2M_score', 'nCount_spliced', 'nFeature_spliced', 'nCount_unspliced', 'nFeature_unspliced', 'CellType', 'SubCellType', 'Phase' #>     var: 'features', 'highly_variable_genes', 'highly_variable' #>     obsm: 'PCA', 'UMAP' #>     layers: 'spliced', 'unspliced'  ### Or save as an h5ad file or a loom file # adata$write_h5ad(\"pancreas_sub.h5ad\") # adata$write_loom(\"pancreas_sub.loom\", write_obsm_varm = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":null,"dir":"Reference","previous_headings":"","what":"Blank theme — theme_blank","title":"Blank theme — theme_blank","text":"Blank theme","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blank theme — theme_blank","text":"","code":"theme_blank(   add_coord = TRUE,   xlen_npc = 0.15,   ylen_npc = 0.15,   xlab = \"\",   ylab = \"\",   lab_size = 12,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blank theme — theme_blank","text":"add_coord Whether add coordinate arrows. Default TRUE. xlen_npc length x-axis arrow \"npc\". ylen_npc length y-axis arrow \"npc\". xlab x-axis label. ylab y-axis label. lab_size Label size. ... Arguments passed theme.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blank theme — theme_blank","text":"","code":"library(ggplot2) p <- ggplot(mtcars, aes(x = wt, y = mpg, colour = factor(cyl))) +   geom_point() p + theme_blank()  p + theme_blank(xlab = \"x-axis\", ylab = \"y-axis\", lab_size = 16)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":null,"dir":"Reference","previous_headings":"","what":"sankey_themes — theme_sankey","title":"sankey_themes — theme_sankey","text":"Minimal themes sankey, alluvial sankey bump plots","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"sankey_themes — theme_sankey","text":"","code":"theme_sankey(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )  theme_alluvial(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )  theme_sankey_bump(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"sankey_themes — theme_sankey","text":"base_size base font size, given pts. base_family base font family base_line_size base size line elements base_rect_size base size rect elements","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":null,"dir":"Reference","previous_headings":"","what":"SCP theme — theme_scp","title":"SCP theme — theme_scp","text":"default theme SCP plot function.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SCP theme — theme_scp","text":"","code":"theme_scp(aspect.ratio = NULL, base_size = 12, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SCP theme — theme_scp","text":"aspect.ratio Aspect ratio panel. base_size Base font size ... Arguments passed theme.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"SCP theme — theme_scp","text":"","code":"library(ggplot2) p <- ggplot(mtcars, aes(x = wt, y = mpg, colour = factor(cyl))) +   geom_point() p + theme_scp()"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":null,"dir":"Reference","previous_headings":"","what":"Split a vector into the chunks — tochunks","title":"Split a vector into the chunks — tochunks","text":"Split vector chunks","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split a vector into the chunks — tochunks","text":"","code":"tochunks(x, nchunks)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split a vector into the chunks — tochunks","text":"x vector. nchunks Number chunks.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split a vector into the chunks — tochunks","text":"","code":"x <- 1:10 names(x) <- letters[1:10] tochunks(x, nchunks = 3) #> $`1` #> a b c d  #> 1 2 3 4  #>  #> $`2` #> e f g  #> 5 6 7  #>  #> $`3` #>  h  i  j  #>  8  9 10  #>"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":null,"dir":"Reference","previous_headings":"","what":"Implement similar functions to the unnest function in the tidyr package — unnest","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"Implement similar functions unnest function tidyr package","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"","code":"unnest(data, cols, keep_empty = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"data data frame. cols Columns unnest. keep_empty default, get one row output element list unchopping/unnesting. means size-0 element (like NULL empty data frame), entire row dropped output. want preserve rows, use keep_empty = TRUE replace size-0 elements single row missing values.","code":""}]
+[{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 3, 29 June 2007Copyright © 2007 Free Software Foundation, Inc. <http://fsf.org/> Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"GNU General Public License free, copyleft license software kinds works. licenses software practical works designed take away freedom share change works. contrast, GNU General Public License intended guarantee freedom share change versions program–make sure remains free software users. , Free Software Foundation, use GNU General Public License software; applies also work released way authors. can apply programs, . speak free software, referring freedom, price. General Public Licenses designed make sure freedom distribute copies free software (charge wish), receive source code can get want , can change software use pieces new free programs, know can things. protect rights, need prevent others denying rights asking surrender rights. Therefore, certain responsibilities distribute copies software, modify : responsibilities respect freedom others. example, distribute copies program, whether gratis fee, must pass recipients freedoms received. must make sure , , receive can get source code. must show terms know rights. 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States allow patents restrict development use software general-purpose computers, , wish avoid special danger patents applied free program make effectively proprietary. prevent , GPL assures patents used render program non-free. precise terms conditions copying, distribution modification follow.","code":""},{"path":[]},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_0-definitions","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"0. Definitions","title":"GNU General Public License","text":"“License” refers version 3 GNU General Public License. “Copyright” also means copyright-like laws apply kinds works, semiconductor masks. “Program” refers copyrightable work licensed License. licensee addressed “”. “Licensees” “recipients” may individuals organizations. “modify” work means copy adapt part work fashion requiring copyright permission, making exact copy. resulting work called “modified version” earlier work work “based ” earlier work. “covered work” means either unmodified Program work based Program. “propagate” work means anything , without permission, make directly secondarily liable infringement applicable copyright law, except executing computer modifying private copy. Propagation includes copying, distribution (without modification), making available public, countries activities well. “convey” work means kind propagation enables parties make receive copies. 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Source Code","title":"GNU General Public License","text":"“source code” work means preferred form work making modifications . “Object code” means non-source form work. “Standard Interface” means interface either official standard defined recognized standards body, , case interfaces specified particular programming language, one widely used among developers working language. “System Libraries” executable work include anything, work whole, () included normal form packaging Major Component, part Major Component, (b) serves enable use work Major Component, implement Standard Interface implementation available public source code form. “Major Component”, context, means major essential component (kernel, window system, ) specific operating system () executable work runs, compiler used produce work, object code interpreter used run . “Corresponding Source” work object code form means source code needed generate, install, (executable work) run object code modify work, including scripts control activities. 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Protecting Users’ Legal Rights From Anti-Circumvention Law","title":"GNU General Public License","text":"covered work shall deemed part effective technological measure applicable law fulfilling obligations article 11 WIPO copyright treaty adopted 20 December 1996, similar laws prohibiting restricting circumvention measures. convey covered work, waive legal power forbid circumvention technological measures extent circumvention effected exercising rights License respect covered work, disclaim intention limit operation modification work means enforcing, work’s users, third parties’ legal rights forbid circumvention technological measures.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"id_4-conveying-verbatim-copies","dir":"","previous_headings":"TERMS AND CONDITIONS","what":"4. 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Interpretation of Sections 15 and 16","title":"GNU General Public License","text":"disclaimer warranty limitation liability provided given local legal effect according terms, reviewing courts shall apply local law closely approximates absolute waiver civil liability connection Program, unless warranty assumption liability accompanies copy Program return fee. END TERMS CONDITIONS","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/LICENSE.html","id":"how-to-apply-these-terms-to-your-new-programs","dir":"","previous_headings":"","what":"How to Apply These Terms to Your New Programs","title":"GNU General Public License","text":"develop new program, want greatest possible use public, best way achieve make free software everyone can redistribute change terms. , attach following notices program. safest attach start source file effectively state exclusion warranty; file least “copyright” line pointer full notice found. 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If not, see <http://www.gnu.org/licenses/>. <program>  Copyright (C) <year>  <name of author> This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'. This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"https://zhanghao-njmu.github.io/SCP/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Hao Zhang. Maintainer.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Zhang H (2023). SCP: Single Cell Pipeline. R package version 0.5.1, https://github.com/zhanghao-njmu/SCP.","code":"@Manual{,   title = {SCP: Single Cell Pipeline},   author = {Hao Zhang},   year = {2023},   note = {R package version 0.5.1},   url = {https://github.com/zhanghao-njmu/SCP}, }"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"scp-single-cell-pipeline","dir":"","previous_headings":"","what":"Single Cell Pipeline","title":"Single Cell Pipeline","text":"SCP provides comprehensive set tools single-cell data processing downstream analysis. package includes following facilities: Integrated single-cell quality control methods. Pipelines embedded multiple methods normalization, feature reduction, cell population identification (standard Seurat workflow). Pipelines embedded multiple integration methods scRNA-seq scATAC-seq data, including Uncorrected, Seurat, scVI, MNN, fastMNN, Harmony, Scanorama, BBKNN, CSS, LIGER, Conos, ComBat. Multiple single-cell downstream analyses identification differential features, enrichment analysis, GSEA analysis, identification dynamic features, PAGA, RNA velocity, Palantir, Monocle2, Monocle3, etc. Multiple methods automatic annotation single-cell data methods projection single-cell datasets. High-quality data visualization methods. Fast deployment single-cell data SCExplorer, shiny app provides interactive visualization interface. functions SCP package developed around Seurat object compatible Seurat functions.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"r-version-requirement","dir":"","previous_headings":"","what":"R version requirement","title":"Single Cell Pipeline","text":"R >= 4.1.0","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"installation-in-the-global-r-environment","dir":"","previous_headings":"","what":"Installation in the global R environment","title":"Single Cell Pipeline","text":"can install latest version SCP GitHub :","code":"if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"zhanghao-njmu/SCP\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"create-scp-python-environment","dir":"","previous_headings":"Installation in the global R environment","what":"Create SCP python environment","title":"Single Cell Pipeline","text":"run functions RunPAGA RunSCVELO, SCP requires conda create separate python environment. default environment name \"SCP_env\". can specify environment name SCP setting options(SCP_env_name=\"new_name\") Now, can run PrepareEnv() create python environment SCP. conda binary found, automatically download install miniconda. force SCP use specific conda binary, recommended set reticulate.conda_binary R option: download miniconda pip packages slow, can specify miniconda repo PyPI mirror according network region. Available miniconda repositories: https://repo.anaconda.com/miniconda (default) http://mirrors.aliyun.com/anaconda/miniconda https://mirrors.bfsu.edu.cn/anaconda/miniconda https://mirrors.pku.edu.cn/anaconda/miniconda https://mirror.nju.edu.cn/anaconda/miniconda https://mirrors.sustech.edu.cn/anaconda/miniconda https://mirrors.xjtu.edu.cn/anaconda/miniconda https://mirrors.hit.edu.cn/anaconda/miniconda Available PyPI mirrors: https://pypi.python.org/simple (default) https://mirrors.aliyun.com/pypi/simple https://pypi.tuna.tsinghua.edu.cn/simple https://mirrors.pku.edu.cn/pypi/simple https://mirror.nju.edu.cn/pypi/web/simple https://mirrors.sustech.edu.cn/pypi/simple https://mirrors.xjtu.edu.cn/pypi/simple https://mirrors.hit.edu.cn/pypi/web/simple","code":"SCP::PrepareEnv() options(reticulate.conda_binary = \"/path/to/conda\") SCP::PrepareEnv() SCP::PrepareEnv(   miniconda_repo = \"https://mirrors.bfsu.edu.cn/anaconda/miniconda\",   pip_options = \"-i https://pypi.tuna.tsinghua.edu.cn/simple\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"installation-in-an-isolated-r-environment-using-renv","dir":"","previous_headings":"","what":"Installation in an isolated R environment using renv","title":"Single Cell Pipeline","text":"want change current R environment require reproducibility, can use renv package install SCP isolated R environment.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"create-an-isolated-r-environment","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Create an isolated R environment","title":"Single Cell Pipeline","text":"Option 1: Install SCP GitHub create SCP python environment Option 2: SCP already installed global environment, copy SCP local library","code":"if (!require(\"renv\", quietly = TRUE)) {   install.packages(\"renv\") } dir.create(\"~/SCP_env\", recursive = TRUE) # It cannot be the home directory \"~\" ! renv::init(project = \"~/SCP_env\", bare = TRUE, restart = TRUE) renv::activate(project = \"~/SCP_env\") renv::install(\"BiocManager\") renv::install(\"zhanghao-njmu/SCP\", repos = BiocManager::repositories()) SCP::PrepareEnv() renv::activate(project = \"~/SCP_env\") renv::hydrate(\"SCP\") SCP::PrepareEnv()"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"activate-scp-environment-first-before-use","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Activate SCP environment first before use","title":"Single Cell Pipeline","text":"","code":"renv::activate(project = \"~/SCP_env\")  library(SCP) data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"draw_graph_fr\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"save-and-restore-the-state-of-scp-environment","dir":"","previous_headings":"Installation in an isolated R environment using renv","what":"Save and restore the state of SCP environment","title":"Single Cell Pipeline","text":"","code":"renv::snapshot(project = \"~/SCP_env\") renv::restore(project = \"~/SCP_env\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"quick-start","dir":"","previous_headings":"","what":"Quick Start","title":"Single Cell Pipeline","text":"Data exploration CellQC Standard pipeline Integration pipeline Cell projection single-cell datasets Cell annotation using bulk RNA-seq datasets Cell annotation using single-cell datasets PAGA analysis Velocity analysis Differential expression analysis Enrichment analysis(-representation) Enrichment analysis(GSEA) Trajectory inference Dynamic features Interactive data visualization SCExplorer visualization examples","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"data-exploration","dir":"","previous_headings":"Quick Start","what":"Data exploration","title":"Single Cell Pipeline","text":"analysis based subsetted version mouse pancreas data.","code":"library(SCP) library(BiocParallel) register(MulticoreParam(workers = 8, progressbar = TRUE))  data(\"pancreas_sub\") print(pancreas_sub) #> An object of class Seurat  #> 47874 features across 1000 samples within 3 assays  #> Active assay: RNA (15958 features, 3467 variable features) #>  2 other assays present: spliced, unspliced #>  2 dimensional reductions calculated: PCA, UMAP CellDimPlot(   srt = pancreas_sub, group.by = c(\"CellType\", \"SubCellType\"),   reduction = \"UMAP\", theme_use = \"theme_blank\" ) CellDimPlot(   srt = pancreas_sub, group.by = \"SubCellType\", stat.by = \"Phase\",   reduction = \"UMAP\", theme_use = \"theme_blank\" ) FeatureDimPlot(   srt = pancreas_sub, features = c(\"Sox9\", \"Neurog3\", \"Fev\", \"Rbp4\"),   reduction = \"UMAP\", theme_use = \"theme_blank\" ) FeatureDimPlot(   srt = pancreas_sub, features = c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"),   compare_features = TRUE, label = TRUE, label_insitu = TRUE,   reduction = \"UMAP\", theme_use = \"theme_blank\" ) ht <- GroupHeatmap(   srt = pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Cdh2\"),   cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   show_row_names = TRUE, row_names_side = \"left\",   add_dot = TRUE, add_reticle = TRUE ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cellqc","dir":"","previous_headings":"Quick Start","what":"CellQC","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunCellQC(srt = pancreas_sub) CellDimPlot(srt = pancreas_sub, group.by = \"CellQC\", reduction = \"UMAP\") CellStatPlot(srt = pancreas_sub, stat.by = \"CellQC\", group.by = \"CellType\", label = TRUE) CellStatPlot(   srt = pancreas_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"standard-pipeline","dir":"","previous_headings":"Quick Start","what":"Standard pipeline","title":"Single Cell Pipeline","text":"CellDimPlot3D FeatureDimPlot3D","code":"pancreas_sub <- Standard_SCP(srt = pancreas_sub) CellDimPlot(   srt = pancreas_sub, group.by = c(\"CellType\", \"SubCellType\"),   reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\" ) CellDimPlot3D(srt = pancreas_sub, group.by = \"SubCellType\") FeatureDimPlot3D(srt = pancreas_sub, features = c(\"Sox9\", \"Neurog3\", \"Fev\", \"Rbp4\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"integration-pipeline","dir":"","previous_headings":"Quick Start","what":"Integration pipeline","title":"Single Cell Pipeline","text":"Example data integration subsetted version panc8(eight human pancreas datasets)  UMAP embeddings based different integration methods SCP: Integration-","code":"data(\"panc8_sub\") panc8_sub <- Integration_SCP(srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\") CellDimPlot(   srt = panc8_sub, group.by = c(\"celltype\", \"tech\"), reduction = \"SeuratUMAP2D\",   title = \"Seurat\", theme_use = \"theme_blank\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-projection-between-single-cell-datasets","dir":"","previous_headings":"Quick Start","what":"Cell projection between single-cell datasets","title":"Single Cell Pipeline","text":"","code":"panc8_rename <- RenameFeatures(srt = panc8_sub, newnames = make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)), assays = \"RNA\") srt_query <- RunKNNMap(srt_query = pancreas_sub, srt_ref = panc8_rename, ref_umap = \"SeuratUMAP2D\") ProjectionPlot(   srt_query = srt_query, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-annotation-using-bulk-rna-seq-datasets","dir":"","previous_headings":"Quick Start","what":"Cell annotation using bulk RNA-seq datasets","title":"Single Cell Pipeline","text":"","code":"data(\"ref_scMCA\") pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA, filter_lowfreq = 20) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"cell-annotation-using-single-cell-datasets","dir":"","previous_headings":"Quick Start","what":"Cell annotation using single-cell datasets","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_rename,   ref_group = \"celltype\", filter_lowfreq = 20 ) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE) pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\",   return_full_distance_matrix = TRUE ) CellDimPlot(srt = pancreas_sub, group.by = \"KNNPredict_classification\", reduction = \"UMAP\", label = TRUE) ht <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_rename,   query_group = \"SubCellType\", ref_group = \"celltype\",   nlabel = 3, label_by = \"row\",   show_row_names = TRUE, show_column_names = TRUE ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"paga-analysis","dir":"","previous_headings":"Quick Start","what":"PAGA analysis","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunPAGA(   srt = pancreas_sub, group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\" ) PAGAPlot(srt = pancreas_sub, reduction = \"UMAP\", label = TRUE, label_insitu = TRUE, label_repel = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"velocity-analysis","dir":"","previous_headings":"Quick Start","what":"Velocity analysis","title":"Single Cell Pipeline","text":"estimate cell velocity, need “spliced” “unspliced” assays Seurat object. can generate matrices using velocyto, bustools, alevin.","code":"pancreas_sub <- RunSCVELO(   srt = pancreas_sub, group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\" ) VelocityPlot(srt = pancreas_sub, reduction = \"UMAP\", group_by = \"SubCellType\") VelocityPlot(srt = pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"differential-expression-analysis","dir":"","previous_headings":"Quick Start","what":"Differential expression analysis","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunDEtest(srt = pancreas_sub, group_by = \"CellType\", fc.threshold = 1, only.pos = FALSE) VolcanoPlot(srt = pancreas_sub, group_by = \"CellType\") DEGs <- pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox DEGs <- DEGs[with(DEGs, avg_log2FC > 1 & p_val_adj < 0.05), ] # Annotate features with transcription factors and surface proteins pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) ht <- FeatureHeatmap(   srt = pancreas_sub, group.by = \"CellType\", features = DEGs$gene, feature_split = DEGs$group1,   species = \"Mus_musculus\", db = c(\"GO_BP\", \"KEGG\", \"WikiPathway\"), anno_terms = TRUE,   feature_annotation = c(\"TF\", \"CSPA\"), feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   height = 5, width = 4 ) print(ht$plot)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"enrichment-analysisover-representation","dir":"","previous_headings":"Quick Start","what":"Enrichment analysis(over-representation)","title":"Single Cell Pipeline","text":"ensure labels visible, can adjust size viewer panel Rstudio IDE.","code":"pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\",   DE_threshold = \"avg_log2FC > log2(1.5) & p_val_adj < 0.05\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"bar\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"wordcloud\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"wordcloud\", word_type = \"feature\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = \"Ductal\",   plot_type = \"network\" ) EnrichmentPlot(   srt = pancreas_sub, group_by = \"CellType\", group_use = \"Ductal\",   plot_type = \"enrichmap\" ) EnrichmentPlot(srt = pancreas_sub, group_by = \"CellType\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"enrichment-analysisgsea","dir":"","previous_headings":"Quick Start","what":"Enrichment analysis(GSEA)","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunGSEA(   srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\",   DE_threshold = \"p_val_adj < 0.05\" ) GSEAPlot(srt = pancreas_sub, group_by = \"CellType\", group_use = \"Endocrine\", id_use = \"GO:0007186\") GSEAPlot(srt = pancreas_sub, group_by = \"CellType\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"trajectory-inference","dir":"","previous_headings":"Quick Start","what":"Trajectory inference","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunSlingshot(srt = pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") FeatureDimPlot(pancreas_sub, features = paste0(\"Lineage\", 1:3), reduction = \"UMAP\", theme_use = \"theme_blank\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"dynamic-features","dir":"","previous_headings":"Quick Start","what":"Dynamic features","title":"Single Cell Pipeline","text":"","code":"pancreas_sub <- RunDynamicFeatures(srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) ht <- DynamicHeatmap(   srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"),   use_fitted = TRUE, n_split = 6, reverse_ht = \"Lineage1\",   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE,   heatmap_palette = \"viridis\", cell_annotation = \"SubCellType\",   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")), separate_annotation_palette = c(\"Paired\", \"Set1\"),   feature_annotation = c(\"TF\", \"CSPA\"), feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25, pseudotime_label_color = \"red\",   height = 5, width = 2 ) print(ht$plot) DynamicPlot(   srt = pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), group.by = \"SubCellType\",   features = c(\"Plk1\", \"Hes1\", \"Neurod2\", \"Ghrl\", \"Gcg\", \"Ins2\"),   compare_lineages = TRUE, compare_features = FALSE ) FeatureStatPlot(   srt = pancreas_sub, group.by = \"SubCellType\", bg.by = \"CellType\",   stat.by = c(\"Sox9\", \"Neurod2\", \"Isl1\", \"Rbp4\"), add_box = TRUE,   comparisons = list(     c(\"Ductal\", \"Ngn3 low EP\"),     c(\"Ngn3 high EP\", \"Pre-endocrine\"),     c(\"Alpha\", \"Beta\")   ) )"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"interactive-data-visualization-with-scexplorer","dir":"","previous_headings":"Quick Start","what":"Interactive data visualization with SCExplorer","title":"Single Cell Pipeline","text":"","code":"PrepareSCExplorer(list(mouse_pancreas = pancreas_sub, human_pancreas = panc8_sub), base_dir = \"./SCExplorer\") app <- RunSCExplorer(base_dir = \"./SCExplorer\") list.files(\"./SCExplorer\") # This directory can be used as site directory for Shiny Server.  if (interactive()) {   shiny::runApp(app) }"},{"path":"https://zhanghao-njmu.github.io/SCP/index.html","id":"other-visualization-examples","dir":"","previous_headings":"Quick Start","what":"Other visualization examples","title":"Single Cell Pipeline","text":"CellDimPlotCellStatPlotFeatureStatPlotGroupHeatmap can also find examples documentation function: Integration_SCP, RunKNNMap, RunMonocle3, RunPalantir, etc.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"AnnotateFeatures — AnnotateFeatures","title":"AnnotateFeatures — AnnotateFeatures","text":"AnnotateFeatures","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"AnnotateFeatures — AnnotateFeatures","text":"","code":"AnnotateFeatures(   srt,   species = \"Homo_sapiens\",   IDtype = c(\"symbol\", \"ensembl_id\", \"entrez_id\"),   db = NULL,   db_update = FALSE,   db_version = \"latest\",   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   gtf = NULL,   merge_gtf_by = \"gene_name\",   columns = c(\"seqname\", \"feature\", \"start\", \"end\", \"strand\", \"gene_id\", \"gene_name\",     \"gene_type\"),   assays = \"RNA\",   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"AnnotateFeatures — AnnotateFeatures","text":"convert_species","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/AnnotateFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"AnnotateFeatures — AnnotateFeatures","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- AnnotateFeatures(pancreas_sub,   species = \"Mus_musculus\", IDtype = \"symbol\",   db = c(\"Chromosome\", \"GeneType\", \"Enzyme\", \"TF\", \"CSPA\", \"VerSeDa\") ) #> Species: Mus_musculus #> Preparing database: Chromosome #> Preparing database: GeneType #> Preparing database: Enzyme #> Preparing database: TF #> Install package: \"openxlsx\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing package(s) 'BiocVersion', 'openxlsx' #> Preparing database: CSPA #> Preparing database: VerSeDa #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 11269 genes mapped with ensembl_peptide_id #> ============================== #> 11269 genes mapped #> 1197 genes unmapped #> ============================== #> Convert ID types for the database: Chromosome #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 27650 genes mapped with entrez_id #> ============================== #> 27650 genes mapped #> 44558 genes unmapped #> ============================== #> Convert ID types for the database: GeneType #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 27650 genes mapped with entrez_id #> ============================== #> 27650 genes mapped #> 45394 genes unmapped #> ============================== #> Convert ID types for the database: Enzyme #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 2263 genes mapped with entrez_id #> ============================== #> 2263 genes mapped #> 20 genes unmapped #> ============================== head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes Chromosome       GeneType Enzyme   TF CSPA          VerSeDa #> Mrpl15                        False       chr1 protein-coding   <NA> <NA> <NA> SecretoryProtein #> Npbwr1                         <NA>       chr1 protein-coding   <NA> <NA> <NA>             <NA> #> 4732440D04Rik                 False       <NA>           <NA>   <NA> <NA> <NA>             <NA> #> Gm26901                       False       <NA>           <NA>   <NA> <NA> <NA>             <NA> #> Sntg1                          True       chr1 protein-coding   <NA> <NA> <NA> SecretoryProtein #> Mybl1                         False       chr1 protein-coding   <NA>   TF <NA>             <NA>  ## Annotate features using a GTF file # pancreas_sub <- AnnotateFeatures(pancreas_sub, gtf = \"/data/reference/CellRanger/refdata-gex-mm10-2020-A/genes/genes.gtf\") # head(pancreas_sub[[\"RNA\"]]@meta.features)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"BBKNN_integrate — BBKNN_integrate","title":"BBKNN_integrate — BBKNN_integrate","text":"BBKNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"BBKNN_integrate — BBKNN_integrate","text":"","code":"BBKNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   bbknn_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/BBKNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"BBKNN_integrate — BBKNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":null,"dir":"Reference","previous_headings":"","what":"Prefetch cycle gene — CC_GenePrefetch","title":"Prefetch cycle gene — CC_GenePrefetch","text":"Based human cell cycle genes, cell cycle genes corresponding species captured homologous gene conversion.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prefetch cycle gene — CC_GenePrefetch","text":"","code":"CC_GenePrefetch(   species = \"Homo_sapiens\",   Ensembl_version = 103,   mirror = NULL,   max_tries = 5,   use_cached_gene = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prefetch cycle gene — CC_GenePrefetch","text":"species Latin names animals,.e., \"Homo_sapiens\", \"Mus_musculus\" Ensembl_version Ensembl database version. NULL, use current release version. mirror Specify Ensembl mirror connect . valid options 'www', 'uswest', 'useast', 'asia'. max_tries Number max_tries connect biomart service. use_cached_gene Whether use previously cached cell cycle gene conversion results species.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Prefetch cycle gene — CC_GenePrefetch","text":"list S-phase G2M-phase genes.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CC_GenePrefetch.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prefetch cycle gene — CC_GenePrefetch","text":"","code":"ccgenes <- CC_GenePrefetch(\"Homo_sapiens\") str(ccgenes) #> List of 3 #>  $ res         : NULL #>  $ cc_S_genes  : chr [1:43] \"MCM5\" \"PCNA\" \"TYMS\" \"FEN1\" ... #>  $ cc_G2M_genes: chr [1:54] \"HMGB2\" \"CDK1\" \"NUSAP1\" \"UBE2C\" ... ccgenes <- CC_GenePrefetch(\"Mus_musculus\") #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset hsapiens ... #> Connecting to the dataset hsapiens_gene_ensembl ... #> Converting the geneIDs... #> 97 genes mapped with ensembl_symbol #> ============================== #> 97 genes mapped #> 0 genes unmapped #> ============================== str(ccgenes) #> List of 3 #>  $ res         :List of 7 #>   ..$ geneID_res     :'data.frame':\t99 obs. of  4 variables: #>   .. ..$ from_IDtype: chr [1:99] \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" ... #>   .. ..$ from_geneID: chr [1:99] \"NCAPD2\" \"ANLN\" \"UBR7\" \"TACC3\" ... #>   .. ..$ to_IDtype  : chr [1:99] \"symbol\" \"symbol\" \"symbol\" \"symbol\" ... #>   .. ..$ to_geneID  : chr [1:99] \"Ncapd2\" \"Anln\" \"Ubr7\" \"Tacc3\" ... #>   ..$ geneID_collapse:'data.frame':\t94 obs. of  2 variables: #>   .. ..$ from_geneID: chr [1:94] \"ANLN\" \"ANP32E\" \"AURKA\" \"AURKB\" ... #>   .. ..$ symbol     :List of 94 #>   .. .. ..$ : chr \"Anln\" #>   .. .. ..$ : chr \"Anp32e\" #>   .. .. ..$ : chr \"Aurka\" #>   .. .. ..$ : chr \"Aurkb\" #>   .. .. ..$ : chr \"Birc5\" #>   .. .. ..$ : chr \"Blm\" #>   .. .. ..$ : chr \"Bub1\" #>   .. .. ..$ : chr \"Casp8ap2\" #>   .. .. ..$ : chr \"Cbx5\" #>   .. .. ..$ : chr \"Ccnb2\" #>   .. .. ..$ : chr \"Ccne2\" #>   .. .. ..$ : chr \"Cdc20\" #>   .. .. ..$ : chr \"Cdc25c\" #>   .. .. ..$ : chr \"Cdc45\" #>   .. .. ..$ : chr \"Cdc6\" #>   .. .. ..$ : chr \"Cdca2\" #>   .. .. ..$ : chr \"Cdca3\" #>   .. .. ..$ : chr \"Cdca7\" #>   .. .. ..$ : chr \"Cdca8\" #>   .. .. ..$ : chr \"Cdk1\" #>   .. .. ..$ : chr \"Cenpa\" #>   .. .. ..$ : chr \"Cenpe\" #>   .. .. ..$ : chr \"Cenpf\" #>   .. .. ..$ : chr \"Cenpu\" #>   .. .. ..$ : chr \"Chaf1b\" #>   .. .. ..$ : chr \"Ckap2\" #>   .. .. ..$ : chr \"Ckap2l\" #>   .. .. ..$ : chr \"Ckap5\" #>   .. .. ..$ : chr \"Cks1b\" #>   .. .. ..$ : chr \"Cks2\" #>   .. .. ..$ : chr \"Clspn\" #>   .. .. ..$ : chr \"Ctcf\" #>   .. .. ..$ : chr \"Dlgap5\" #>   .. .. ..$ : chr \"Dscc1\" #>   .. .. ..$ : chr \"Dtl\" #>   .. .. ..$ : chr \"E2f8\" #>   .. .. ..$ : chr \"Ect2\" #>   .. .. ..$ : chr \"Exo1\" #>   .. .. ..$ : chr \"Fen1\" #>   .. .. ..$ : chr \"G2e3\" #>   .. .. ..$ : chr \"Gas2l3\" #>   .. .. ..$ : chr \"Gins2\" #>   .. .. ..$ : chr \"Gmnn\" #>   .. .. ..$ : chr \"Gtse1\" #>   .. .. ..$ : chr \"Hells\" #>   .. .. ..$ : chr \"Hjurp\" #>   .. .. ..$ : chr \"Hmgb2\" #>   .. .. ..$ : chr \"Hmmr\" #>   .. .. ..$ : chr \"Kif11\" #>   .. .. ..$ : chr \"Kif20b\" #>   .. .. ..$ : chr \"Kif23\" #>   .. .. ..$ : chr \"Kif2c\" #>   .. .. ..$ : chr \"Lbr\" #>   .. .. ..$ : chr \"Mcm4\" #>   .. .. ..$ : chr \"Mcm5\" #>   .. .. ..$ : chr \"Mcm6\" #>   .. .. ..$ : chr \"Mcm7\" #>   .. .. ..$ : chr \"Mki67\" #>   .. .. ..$ : chr \"Mrpl36\" #>   .. .. ..$ : chr \"Msh2\" #>   .. .. ..$ : chr \"Nasp\" #>   .. .. ..$ : chr \"Ncapd2\" #>   .. .. ..$ : chr \"Ndc80\" #>   .. .. ..$ : chr \"Nek2\" #>   .. .. ..$ : chr \"Nuf2\" #>   .. .. ..$ : chr \"Nusap1\" #>   .. .. ..$ : chr \"Pcna\" #>   .. .. ..$ : chr \"Pimreg\" #>   .. .. ..$ : chr \"Pola1\" #>   .. .. ..$ : chr \"Polr1b\" #>   .. .. ..$ : chr \"Prim1\" #>   .. .. ..$ : chr \"Psrc1\" #>   .. .. ..$ : chr \"Rad51\" #>   .. .. ..$ : chr \"Rad51ap1\" #>   .. .. ..$ : chr \"Rangap1\" #>   .. .. ..$ : chr \"Rfc2\" #>   .. .. ..$ : chr \"Rrm1\" #>   .. .. ..$ : chr \"Rrm2\" #>   .. .. ..$ : chr \"Slbp\" #>   .. .. ..$ : chr \"Smc4\" #>   .. .. ..$ : chr \"Tacc3\" #>   .. .. ..$ : chr \"Tipin\" #>   .. .. ..$ : chr \"Tmpo\" #>   .. .. ..$ : chr \"Top2a\" #>   .. .. ..$ : chr \"Tpx2\" #>   .. .. ..$ : chr \"Ttk\" #>   .. .. ..$ : chr \"Tubb4b\" #>   .. .. ..$ : chr \"Tyms\" #>   .. .. ..$ : chr \"Ube2c\" #>   .. .. ..$ : chr \"Ubr7\" #>   .. .. ..$ : chr \"Uhrf1\" #>   .. .. ..$ : chr \"Ung\" #>   .. .. ..$ : chr \"Usp1\" #>   .. .. ..$ : chr \"Wdr76\" #>   .. .. ..- attr(*, \"class\")= chr \"AsIs\" #>   ..$ geneID_expand  :'data.frame':\t94 obs. of  2 variables: #>   .. ..$ from_geneID: chr [1:94] \"ANLN\" \"ANP32E\" \"AURKA\" \"AURKB\" ... #>   .. ..$ symbol     : chr [1:94] \"Anln\" \"Anp32e\" \"Aurka\" \"Aurkb\" ... #>   ..$ Ensembl_version: chr \"103\" #>   ..$ Datasets       :'data.frame':\t202 obs. of  3 variables: #>   .. ..$ dataset    : 'AsIs' chr [1:202] \"abrachyrhynchus_gene_ensembl\" \"acalliptera_gene_ensembl\" \"acarolinensis_gene_ensembl\" \"acchrysaetos_gene_ensembl\" ... #>   .. ..$ description: 'AsIs' chr [1:202] \"Pink-footed goose genes (ASM259213v1)\" \"Eastern happy genes (fAstCal1.2)\" \"Anole lizard genes (AnoCar2.0)\" \"Golden eagle genes (bAquChr1.2)\" ... #>   .. ..$ version    : 'AsIs' chr [1:202] \"ASM259213v1\" \"fAstCal1.2\" \"AnoCar2.0\" \"bAquChr1.2\" ... #>   ..$ Attributes     :'data.frame':\t3183 obs. of  3 variables: #>   .. ..$ name       : chr [1:3183] \"ensembl_gene_id\" \"ensembl_gene_id_version\" \"ensembl_transcript_id\" \"ensembl_transcript_id_version\" ... #>   .. ..$ description: chr [1:3183] \"Gene stable ID\" \"Gene stable ID version\" \"Transcript stable ID\" \"Transcript stable ID version\" ... #>   .. ..$ page       : chr [1:3183] \"feature_page\" \"feature_page\" \"feature_page\" \"feature_page\" ... #>   ..$ geneID_unmapped: chr(0)  #>  $ cc_S_genes  : chr [1:41] \"Mcm5\" \"Pcna\" \"Tyms\" \"Fen1\" ... #>  $ cc_G2M_genes: chr [1:53] \"Hmgb2\" \"Cdk1\" \"Nusap1\" \"Ube2c\" ..."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"CSS_integrate — CSS_integrate","title":"CSS_integrate — CSS_integrate","text":"CSS_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CSS_integrate — CSS_integrate","text":"","code":"CSS_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   CSS_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   CSS_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CSS_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CSS_integrate — CSS_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"CellCorHeatmap — CellCorHeatmap","title":"CellCorHeatmap — CellCorHeatmap","text":"CellCorHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellCorHeatmap — CellCorHeatmap","text":"","code":"CellCorHeatmap(   srt_query,   srt_ref = NULL,   bulk_ref = NULL,   query_group = NULL,   ref_group = NULL,   query_assay = NULL,   ref_assay = NULL,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   query_collapsing = !is.null(query_group),   ref_collapsing = TRUE,   features = NULL,   features_type = c(\"HVF\", \"DE\"),   feature_source = \"both\",   nfeatures = 2000,   DEtest_param = list(max.cells.per.ident = 200, test.use = \"wilcox\"),   DE_threshold = \"p_val_adj < 0.05\",   distance_metric = \"cosine\",   k = 30,   filter_lowfreq = 0,   prefix = \"KNNPredict\",   legend_title = NULL,   border = TRUE,   flip = FALSE,   limits = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = \"left\",   column_names_side = \"top\",   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 90,   column_title_rot = 0,   nlabel = 0,   label_cutoff = 0,   label_by = \"row\",   label_size = 10,   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   query_group_palette = \"Paired\",   query_group_palcolor = NULL,   ref_group_palette = \"simspec\",   ref_group_palcolor = NULL,   query_cell_annotation = NULL,   query_cell_annotation_palette = \"Paired\",   query_cell_annotation_palcolor = NULL,   query_cell_annotation_params = if (flip) list(height = grid::unit(1, \"cm\")) else     list(width = grid::unit(1, \"cm\")),   ref_cell_annotation = NULL,   ref_cell_annotation_palette = \"Paired\",   ref_cell_annotation_palcolor = NULL,   ref_cell_annotation_params = if (flip) list(width = grid::unit(1, \"cm\")) else     list(height = grid::unit(1, \"cm\")),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellCorHeatmap — CellCorHeatmap","text":"raster_by_magick","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellCorHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellCorHeatmap — CellCorHeatmap","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 15:21:32.574213] Start Standard_SCP #> [2023-09-08 15:21:32.575756] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:21:33.795092] Finished checking. #> [2023-09-08 15:21:33.795317] Perform ScaleData on the data... #> [2023-09-08 15:21:34.013223] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 15:21:35.10613] Perform FindClusters (louvain) on the data... #> [2023-09-08 15:21:35.247365] Reorder clusters... #> [2023-09-08 15:21:35.62372] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 15:21:44.18708] Standard_SCP done #> Elapsed time: 11.61 secs  ht1 <- CellCorHeatmap(srt_query = pancreas_sub, query_group = \"SubCellType\") #> Use the HVF to calculate distance metric. #> Use 2000 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht1$plot   data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-08 15:21:47.99782] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 15:21:48.735453] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:21:53.922425] Finished checking.  ht2 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub, nlabel = 3, label_cutoff = 0.6,   query_group = \"SubCellType\", ref_group = \"celltype\",   query_cell_annotation = \"Phase\", query_cell_annotation_palette = \"Set2\",   ref_cell_annotation = \"tech\", ref_cell_annotation_palette = \"Set3\",   width = 3, height = 2 ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot   ht3 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", query_collapsing = FALSE, cluster_rows = TRUE,   ref_group = \"celltype\", ref_collapsing = FALSE, cluster_columns = TRUE ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht3$plot   ht4 <- CellCorHeatmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   show_row_names = TRUE, show_column_names = TRUE,   query_group = \"SubCellType\", ref_group = \"celltype\",   query_cell_annotation = c(\"Sox9\", \"Rbp4\", \"Gcg\"),   ref_cell_annotation = c(\"Sox9\", \"Rbp4\", \"Gcg\") ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... ht4$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"CellDensityPlot — CellDensityPlot","title":"CellDensityPlot — CellDensityPlot","text":"CellDensityPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellDensityPlot — CellDensityPlot","text":"","code":"CellDensityPlot(   srt,   features,   group.by,   split.by = NULL,   assay = NULL,   slot = \"data\",   flip = FALSE,   reverse = FALSE,   x_order = c(\"value\", \"rank\"),   decreasing = NULL,   palette = \"Paired\",   palcolor = NULL,   cells = NULL,   keep_empty = FALSE,   y.nbreaks = 4,   y.min = NULL,   y.max = NULL,   same.y.lims = FALSE,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellDensityPlot — CellDensityPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDensityPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellDensityPlot — CellDensityPlot","text":"","code":"data(\"pancreas_sub\") CellDensityPlot(pancreas_sub, features = \"Sox9\", group.by = \"SubCellType\") #> Picking joint bandwidth of 0.453   pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDensityPlot(pancreas_sub, features = \"Lineage1\", group.by = \"SubCellType\", aspect.ratio = 1) #> Picking joint bandwidth of 0.663  CellDensityPlot(pancreas_sub, features = \"Lineage1\", group.by = \"SubCellType\", flip = TRUE) #> Picking joint bandwidth of 0.663"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"Plotting cell points reduced 2D plane coloring according groups.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"","code":"CellDimPlot(   srt,   group.by,   reduction = NULL,   dims = c(1, 2),   split.by = NULL,   cells = NULL,   show_na = FALSE,   show_stat = TRUE,   pt.size = NULL,   pt.alpha = 1,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   label = FALSE,   label.size = 4,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   add_density = FALSE,   density_color = \"grey80\",   density_filled = FALSE,   density_filled_palette = \"Greys\",   density_filled_palcolor = NULL,   lineages = NULL,   lineages_weights = NULL,   lineages_trim = c(0.01, 0.99),   lineages_span = 0.75,   lineages_palette = \"Dark2\",   lineages_palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   lineages_linewidth = 1,   lineages_line_bg = \"white\",   lineages_line_bg_stroke = 0.5,   lineages_whiskers = FALSE,   lineages_whiskers_linewidth = 0.5,   lineages_whiskers_alpha = 0.5,   stat.by = NULL,   stat_type = \"percent\",   stat_plot_type = \"pie\",   stat_plot_position = c(\"stack\", \"dodge\"),   stat_plot_size = 0.15,   stat_plot_palette = \"Set1\",   stat_palcolor = NULL,   stat_plot_alpha = 1,   stat_plot_label = FALSE,   stat_plot_label_size = 3,   graph = NULL,   edge_size = c(0.05, 0.5),   edge_alpha = 0.1,   edge_color = \"grey40\",   paga = NULL,   paga_type = \"connectivities\",   paga_node_size = 4,   paga_edge_threshold = 0.01,   paga_edge_size = c(0.2, 1),   paga_edge_color = \"grey40\",   paga_edge_alpha = 0.5,   paga_transition_threshold = 0.01,   paga_transition_size = c(0.2, 1),   paga_transition_color = \"black\",   paga_transition_alpha = 1,   paga_show_transition = FALSE,   velocity = NULL,   velocity_plot_type = \"raw\",   velocity_n_neighbors = ceiling(ncol(srt@assays[[1]])/50),   velocity_density = 1,   velocity_smooth = 0.5,   velocity_scale = 1,   velocity_min_mass = 1,   velocity_cutoff_perc = 5,   velocity_arrow_color = \"black\",   velocity_arrow_angle = 20,   streamline_L = 5,   streamline_minL = 1,   streamline_res = 1,   streamline_n = 15,   streamline_width = c(0, 0.8),   streamline_alpha = 1,   streamline_color = NULL,   streamline_palette = \"RdYlBu\",   streamline_palcolor = NULL,   streamline_bg_color = \"white\",   streamline_bg_stroke = 0.5,   hex = FALSE,   hex.linewidth = 0.5,   hex.count = TRUE,   hex.bins = 50,   hex.binwidth = NULL,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"srt Seurat object. group.Name one meta.data columns group (color) cells (example, orig.ident). reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions split.Name column meta.data column split plot . cells Subset cells plot. show_na Whether assign color color palette NA group. FALSE, cell points NA level colored bg_color. show_stat Whether show statistical information plot. pt.size Point size. pt.alpha Point transparency. palette Name color palette name collected SCP. Default \"Paired\". palcolor Custom colors used create color palette. bg_color Color value background(NA) points. label Whether label cell groups. label.size Size labels. label.fg Foreground color label. label.bg Background color label. label.bg.r Background ratio label. label_insitu Whether place raw labels (group names) center cells corresponding group. Default FALSE, using numbers instead raw labels. label_repel Logical value indicating whether label repel away center points. label_repulsion Force repulsion overlapping text labels. Defaults 20. label_point_size Size center points. label_point_color Color center points. label_segment_color Color line segment labels. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. sizes.highlight Size highlighted cell points. alpha.highlight Transparency highlighted cell points. stroke.highlight Border width highlighted cell points. add_density Whether add density layer plot. density_color Color density contours lines. density_filled Whether add filled contour bands instead contour lines. density_filled_palette Color palette used fill contour bands. density_filled_palcolor Custom colors used fill contour bands. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. lineages_trim Trim leading trailing data lineages. lineages_span parameter α controls degree smoothing loess method. lineages_palette Color palette used lineages. lineages_palcolor Custom colors used lineages. lineages_arrow Set arrows lineages. See arrow. lineages_linewidth Width fitted curve lines lineages. lineages_line_bg Background color curve lines lineages. lineages_line_bg_stroke Border width curve lines background. lineages_whiskers Whether add whiskers lineages. lineages_whiskers_linewidth Width whiskers lineages. lineages_whiskers_alpha Transparency whiskers lineages. stat.name metadata column stat. stat_type Set stat types (\"percent\" \"count\"). stat_plot_type Set statistical plot type. stat_plot_position Position adjustment statistical plot. stat_plot_size Set statistical plot size. Defaults 0.1 stat_plot_palette Color palette used statistical plot stat_palcolor Custom colors used statistical plot stat_plot_alpha Transparency statistical plot. stat_plot_label Whether add labels statistical plot. stat_plot_label_size Label size statistical plot. graph Specify graph name add edges cell neighbors plot. edge_size Size edges. edge_alpha Transparency edges. edge_color Color edges. paga Specify calculated paga results add PAGA graph layer plot. paga_type PAGA plot type. \"connectivities\" \"connectivities_tree\". paga_node_size Size nodes PAGA plot. paga_edge_threshold Threshold edge connectivities PAGA plot. paga_edge_size Size edges PAGA plot. paga_edge_color Color edges PAGA plot. paga_edge_alpha Transparency edges PAGA plot. paga_transition_threshold Threshold transition edges PAGA plot. paga_transition_size Size transition edges PAGA plot. paga_transition_color Color transition edges PAGA plot. paga_transition_alpha Transparency transition edges PAGA plot. paga_show_transition Whether show transitions edges. velocity Specify calculated RNA velocity mode add velocity layer plot. velocity_plot_type Set velocity plot type. velocity_n_neighbors Set number neighbors used velocity plot. velocity_density Set density value used velocity plot. velocity_smooth Set smooth value used velocity plot. velocity_scale Set scale value used velocity plot. velocity_min_mass Set min_mass value used velocity plot. velocity_cutoff_perc Set cutoff_perc value used velocity plot. velocity_arrow_color Color arrows velocity plot. velocity_arrow_angle Angle arrows velocity plot. streamline_L Typical length streamline x y units streamline_minL Minimum length segments show. streamline_res Resolution parameter (higher numbers increases resolution). streamline_n Number points draw. streamline_width Size streamline. streamline_alpha Transparency streamline. streamline_color Color streamline. streamline_palette Color palette used streamline. streamline_palcolor Custom colors used streamline. streamline_bg_color Background color streamline. streamline_bg_stroke Border width streamline background. hex Whether chane plot type point hexagonal bin. hex.linewidth Border width hexagonal bins. hex.count Whether show cell counts hexagonal bin. hex.bins Number hexagonal bins. hex.binwidth Hexagonal bin width. raster Convert points raster format, default NULL automatically rasterizes plotting 100,000 cells raster.dpi Pixel resolution rasterized plots, passed geom_scattermore(). Default c(512, 512). aspect.ratio Aspect ratio panel. title text title. subtitle text subtitle plot displayed title. xlab x-axis label. ylab y-axis label. legend.position position legends (\"none\", \"left\", \"right\", \"bottom\", \"top\"). legend.direction Layout items legends (\"horizontal\" \"vertical\") theme_use Theme used. Can character string theme function. example, \"theme_blank\" ggplot2::theme_classic. theme_args arguments passed theme_use. combine Combine plots single patchwork object. FALSE, return list ggplot objects. nrow Number rows combined plot. ncol Number columns combined plot. byrow Logical value indicating plots arrange row (default) column. force Whether force drawing regardless maximum levels cell group greater 100. seed Random seed set reproducibility","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"single ggplot/patchwork object combine = TRUE; otherwise, list ggplot objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize cell groups on a 2-dimensional reduction plot — CellDimPlot","text":"","code":"library(dplyr) #>  #> Attaching package: ‘dplyr’ #> The following object is masked from ‘package:AnnotationDbi’: #>  #>     select #> The following objects are masked from ‘package:IRanges’: #>  #>     collapse, desc, intersect, setdiff, slice, union #> The following objects are masked from ‘package:S4Vectors’: #>  #>     first, intersect, rename, setdiff, setequal, union #> The following object is masked from ‘package:Biobase’: #>  #>     combine #> The following objects are masked from ‘package:BiocGenerics’: #>  #>     combine, intersect, setdiff, union #> The following objects are masked from ‘package:stats’: #>  #>     filter, lag #> The following objects are masked from ‘package:base’: #>  #>     intersect, setdiff, setequal, union data(\"pancreas_sub\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", theme_use = \"theme_blank\", show_stat = FALSE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", theme_use = ggplot2::theme_classic, theme_args = list(base_size = 16))  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") %>% panel_fix(height = 2, raster = TRUE, dpi = 30)   # Label and highlight cell points CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, label_insitu = TRUE,   cells.highlight = colnames(pancreas_sub)[pancreas_sub$SubCellType == \"Epsilon\"] )  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", split.by = \"Phase\", reduction = \"UMAP\", show_stat = FALSE,   cells.highlight = TRUE, theme_use = \"theme_blank\", legend.position = \"none\" )   # Add a density layer CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, add_density = TRUE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", label = TRUE, add_density = TRUE, density_filled = TRUE) #> Warning: Removed 396 rows containing missing values (`geom_raster()`).   # Add statistical charts CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\")  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\", stat_plot_type = \"ring\", stat_plot_label = TRUE, stat_plot_size = 0.15) #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", stat.by = \"Phase\", stat_plot_type = \"bar\", stat_type = \"count\", stat_plot_position = \"dodge\")   # Chane the plot type from point to the hexagonal bin CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE) #> Warning: Removed 5 rows containing missing values (`geom_hex()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE, hex.bins = 20) #> Warning: Removed 4 rows containing missing values (`geom_hex()`).  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", hex = TRUE, hex.count = FALSE) #> Warning: Removed 5 rows containing missing values (`geom_hex()`).   # Show neighbors graphs on the plot pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 15:23:05.591646] Start Standard_SCP #> [2023-09-08 15:23:05.591854] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:23:06.606901] Finished checking. #> [2023-09-08 15:23:06.607123] Perform ScaleData on the data... #> [2023-09-08 15:23:06.742355] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 15:23:07.604861] Perform FindClusters (louvain) on the data... #> [2023-09-08 15:23:07.734326] Reorder clusters... #> [2023-09-08 15:23:07.999694] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 15:23:17.532895] Standard_SCP done #> Elapsed time: 11.94 secs  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", graph = \"Standardpca_SNN\")  CellDimPlot(pancreas_sub, group.by = \"CellType\", reduction = \"UMAP\", graph = \"Standardpca_SNN\", edge_color = \"grey80\")   # Show lineages on the plot based on the pseudotime pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", show_plot = FALSE) FeatureDimPlot(pancreas_sub, features = paste0(\"Lineage\", 1:3), reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3)) #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_whiskers = TRUE) #> Warning: Removed 8 rows containing missing values (`geom_segment()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)   # Show PAGA results on the plot pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> Warning: SCP_env python environment does not exist. Create it with the PrepareEnv function... #> + /usr/share/miniconda/bin/conda 'create' '--yes' '--name' 'SCP_env' 'python=3.8' '--quiet' '-c' 'conda-forge' #> Try to install numpy==1.21.6,numba==0.55.2,scikit-learn==1.1.2,pandas==1.3.5,python-igraph==0.10.2,matplotlib==3.6.3,palantir==1.0.1,wot==1.0.8.post2,scipy,versioned-hdf5,leidenalg,scanpy,scvelo ... #> ====================== SCP conda environment ====================== #> conda: /usr/share/miniconda/bin/conda #> environment: /usr/share/miniconda/envs/SCP_env #> ======================== SCP python config ======================== #> python:         /usr/share/miniconda/envs/SCP_env/bin/python3.8 #> libpython:      /usr/share/miniconda/envs/SCP_env/lib/libpython3.8.so #> pythonhome:     /usr/share/miniconda/envs/SCP_env:/usr/share/miniconda/envs/SCP_env #> version:        3.8.17 | packaged by conda-forge | (default, Jun 16 2023, 07:06:00)  [GCC 11.4.0] #> numpy:          /usr/share/miniconda/envs/SCP_env/lib/python3.8/site-packages/numpy #> numpy_version:  1.21.6 #>  #> NOTE: Python version was forced by use_python() function #> =================================================================== #> 'misc' slot is not converted. #> 'tools' slot is not converted. CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga, paga_type = \"connectivities_tree\")  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2,   label = TRUE, label_repel = TRUE, label_insitu = TRUE, label_segment_color = \"transparent\",   paga = pancreas_sub@misc$paga, paga_edge_threshold = 0.1, paga_edge_color = \"black\", paga_edge_alpha = 1,   show_stat = FALSE, legend.position = \"none\", theme_use = \"theme_blank\" )   # Show RNA velocity results on the plot pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", mode = \"stochastic\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga, paga_show_transition = TRUE)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = NA, velocity = \"stochastic\") #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 4 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"grid\") #> Warning: Removed 14 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"grid\", velocity_scale = 1.5) #> Warning: Removed 14 rows containing missing values (`geom_segment()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2, velocity = \"stochastic\", velocity_plot_type = \"stream\")  CellDimPlot(pancreas_sub,   group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = 5, pt.alpha = 0.2,   label = TRUE, label_insitu = TRUE,   velocity = \"stochastic\", velocity_plot_type = \"stream\", velocity_arrow_color = \"yellow\",   velocity_density = 2, velocity_smooth = 1, streamline_n = 20, streamline_color = \"black\",   show_stat = FALSE, legend.position = \"none\", theme_use = \"theme_blank\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":null,"dir":"Reference","previous_headings":"","what":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"Plotting cell points reduced 3D space coloring according groups cells.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"","code":"CellDimPlot3D(   srt,   group.by,   reduction = NULL,   dims = c(1, 2, 3),   axis_labs = NULL,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   pt.size = 1.5,   cells.highlight = NULL,   cols.highlight = \"black\",   shape.highlight = \"circle-open\",   sizes.highlight = 2,   lineages = NULL,   lineage_palette = \"Dark2\",   span = 0.75,   arrow_reverse = FALSE,   width = NULL,   height = NULL,   save = NULL,   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"srt Seurat object. group.Name one meta.data columns group (color) cells (example, orig.ident). reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions palette Name color palette name collected SCP. Default \"Paired\". palcolor Custom colors used create color palette. bg_color Color value background(NA) points. pt.size Point size. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. shape.highlight Shape cell highlight. See scattergl-marker-symbol sizes.highlight Size highlighted cell points. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. width Width pixels, defaults automatic sizing. height Height pixels, defaults automatic sizing. force Whether force drawing regardless maximum levels cell group greater 100.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellDimPlot3D.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"3D-Dimensional reduction plot for cell classification visualization. — CellDimPlot3D","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 15:26:46.628599] Start Standard_SCP #> [2023-09-08 15:26:46.628834] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:26:47.919085] Finished checking. #> [2023-09-08 15:26:47.919318] Perform ScaleData on the data... #> [2023-09-08 15:26:48.06459] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 15:26:48.932478] Perform FindClusters (louvain) on the data... #> [2023-09-08 15:26:49.063243] Reorder clusters... #> [2023-09-08 15:26:49.290613] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 15:26:57.870892] Standard_SCP done #> Elapsed time: 11.24 secs  CellDimPlot3D(pancreas_sub, group.by = \"SubCellType\", reduction = \"StandardpcaUMAP3D\")  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/>color:Beta\",\"Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta\",\"Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta\",\"Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta\",\"Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta\",\"Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta\",\"Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta\",\"Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta\",\"Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta\",\"Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta\",\"Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta\",\"Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta\",\"Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta\",\"Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta\",\"Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta\",\"Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta\",\"Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta\",\"Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta\",\"Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta\",\"Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta\",\"Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta\",\"Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta\",\"Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta\",\"Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CACCACTCACGAAATA<br />group.by:Alpha<br 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/>color:Ductal\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br 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/>color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br 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/>group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTCGTACAGAGGTTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br 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EP\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low 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/>group.by:Delta<br />color:Delta\",\"Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta\",\"Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta\",\"Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta\",\"Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta\",\"Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta\",\"Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta\",\"Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta\",\"Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta\",\"Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta\",\"Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta\",\"Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta\",\"Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta\",\"Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta\",\"Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta\",\"Cell:TCAGATGCACGACGAA<br />group.by:Delta<br 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/>color:Epsilon\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\"],\"type\":\"scatter3d\",\"mode\":\"markers\",\"marker\":{\"color\":\"rgba(227,26,28,1)\",\"size\":1.5,\"line\":{\"color\":\"rgba(227,26,28,1)\"}},\"showlegend\":true,\"visible\":true,\"name\":\"Epsilon\",\"textfont\":{\"color\":\"rgba(227,26,28,1)\"},\"error_y\":{\"color\":\"rgba(227,26,28,1)\"},\"error_x\":{\"color\":\"rgba(227,26,28,1)\"},\"line\":{\"color\":\"rgba(227,26,28,1)\"},\"frame\":null}],\"highlight\":{\"on\":\"plotly_click\",\"persistent\":false,\"dynamic\":false,\"selectize\":false,\"opacityDim\":0.20000000000000001,\"selected\":{\"opacity\":1},\"debounce\":0},\"shinyEvents\":[\"plotly_hover\",\"plotly_click\",\"plotly_selected\",\"plotly_relayout\",\"plotly_brushed\",\"plotly_brushing\",\"plotly_clickannotation\",\"plotly_doubleclick\",\"plotly_deselect\",\"plotly_afterplot\",\"plotly_sunburstclick\"],\"base_url\":\"https://plot.ly\"},\"evals\":[],\"jsHooks\":[]} pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = 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/>color:Beta\",\"Cell:TACTCGCTCTTCGGTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCTGCTTTCCTCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTGTCTAGAGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTCTCAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAGCACTCTAACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGTAAGTGCAAGC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TGTCCCAGTCTCGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTGGCTCAGCCACCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGTCTGGTAAACCTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGGACTGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:GGTGCGTTCTGGTATG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTTATCCGATATG<br />group.by:Beta<br />color:Beta\",\"Cell:ACGGGTCTCTATCGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACGTACATCGATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGTAGATCTTTACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAAGTAGAGAGTGAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATTCTGCTGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGACAAGTCATAACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCTTGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGACAGGCTGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGACAGAAGTGGAGAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACTACAAGCGTGTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTGTAGAGCTG<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCTCGCAAGTCTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAATGTTCTTCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:CCGTGGACATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAATGGAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGGTCGTCGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTTCACTTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGTCCTAGGTGGGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACTTCCACAACGTT<br />group.by:Beta<br />color:Beta\",\"Cell:AAACGGGTCCGCGCAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTAGTGACATTGAGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCCTAGAGAGTGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCAGTTATCTTGAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATCAAGCGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGCGAAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCGGGAGGCCCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGGACGCAGCTGCAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACGCATCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGGTTGGACCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGACACTCTATCCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTAATCATTATCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAAGTTAAGATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTTCTGTCCCTGACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCGAGTTGGACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCACAACCGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGCATTCCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGACAGATGAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCAAGAAGATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACAAAGTCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACGTTGTCAGTTAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGGTCTAGGTGATTA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TCAGGATTCCAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CATTATCGTCATATCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCGCAACAGTGTACCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCATACAATAGCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTACTGGTTCGTTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTAGTCAGTCCGACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCTACACGTTCTCATT<br />group.by:Delta<br />color:Delta\",\"Cell:AGCTCTCTCAACACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAACTTGTAGGAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGAGCCGTGACTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAGGCCGTTACCAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCATATCAGAGCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTGTCATACTG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGTCGACCAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAGTGCTCCAAATGC<br />group.by:Beta<br />color:Beta\",\"Cell:TAAGTGCAGGGTTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGAGGTAGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCTCTCTGTCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAACGTTCCCTTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTAGTCAGTACTCAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGAGAGGTACCGTTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTACAAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCACAAGCACCGAAAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGGACGTCATCGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCCAGAGGAACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTTCACAGTAGAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTATCCAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACCACTCAATCTACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCGATGTCCGAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CATTATCTCTGAAAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCGATTCGCGTAGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTACATTCACCGTTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCATTTGCATTGGCGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGATGAGTCTGCGGT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCGCAGTCTGCCAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGCGTATTCTCGTATT<br />group.by:Delta<br />color:Delta\",\"Cell:GTCTCGTAGATCTGCT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAATCGTGTAAGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTTTAGGTCATCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGCATATCAGAGACG<br />group.by:Beta<br />color:Beta\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACGTCTGATCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCGACAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTGAACAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTCTCTGTCAGAGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ATTTCTGAGAAGATTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATTCACCATAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGCTAGTCT<br />group.by:Delta<br />color:Delta\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCACAGCTGTCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTCAACTGCTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCAGAGAGCTGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTTCACAGATCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTTCTGGTGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTCATACTCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTATCTGTCAGGACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACTCGATAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGAGGCCCGTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGGTGCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCCTCCTAGACCCACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGGGTCCATAAAGGT<br />group.by:Delta<br />color:Delta\",\"Cell:CTGAAACTCAAACCAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTTCTCGGTTTGTGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACATCAGTCCGTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCCACCTCCTTTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCCGAGCCAACAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGACCTAGTAGGCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTCTTCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGTATCACGAGGTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGACAGAAGGCCGAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGTCCCACGTAAGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCCACACCAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTCAGTATAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACCTGTCGCTTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGAGTCGCTTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCTGGCAGTGAGTG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GATGAAACAGGCTGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTTAGTCGCAGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGAAACAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTATCTTCTGCTGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGTGGTAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATGTAAGAGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCAGAGTTCGCTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATTCGGTGCTAGCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCACTACTCTTTAGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGGTGAAATCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTACTCAATACGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAAGTCTAGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTGTTACGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGAAACACTAGTAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGCTCGTCCTAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCCATGTCTAACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACCATACGCTA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACCAGCCAGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTATCCGTATAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTTCAGTTCGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGTAGTCCACATGACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGAGGTCTGTTGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCATAAGCAGATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGATCAGGATCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCAGCCCAAGTCATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATTACCAGCTAGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTGGGTCGTACTTCTT<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCAAGTTCGATC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCCAAATGTAAACACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTTACTGTTTGGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTACTCACCGTTGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGAGAGAGGACCACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGACCTGTGGCTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCCACAGTCGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTTCCGGTCAGCTAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTTCGCACTCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTACGGAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCAGCCGTCGCATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCCAAGTCTAAGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:ACTATCTTCATGTAGC<br />group.by:Beta<br />color:Beta\",\"Cell:ATGCGATGTTACTGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTAGTATCGAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCAGGTACAGTCACTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATCTCACATTGTGCA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTAGCGAGACTGTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGATGTGTCGCGGTT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTGGTTCCCAGGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGATGTTAGTAAGTAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGAATCCACAAGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACTGGTCACTGGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCCAATCCGAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTTCCTCAGTGTCCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TATTACCGTTGAGTTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTTTCATCAGAGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAAGTGCTCGCCTGAG<br />group.by:Beta<br />color:Beta\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTCATTCGACA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGTGTTACATGTTGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTCTGACATCGGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCTACGCACTAAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGGTGAAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGAGGCAGTTAACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGTTGTCTAACTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTAGGGTATCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTTCTTGAGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCACATAAGCAATATG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGAGATAGTGACATA<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAGTCGATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGAGACAGTAGAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CACATTTTCGAGGTAG<br />group.by:Beta<br />color:Beta\",\"Cell:AGACGTTCAATGGTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATGTTAAAGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTGTAGGTCCAAATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGCAGTCTCTTATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACACGTTCGGAATCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGATGGTCGACTGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGTAACAGCCACCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGCTGTGTTGTGGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCAGTAGCGTAATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGAAGAGCAGGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCGGTCACCGAATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCGTGCAGACA<br />group.by:Beta<br />color:Beta\",\"Cell:ATGTGTGAGTTTGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTATTGCAGTAAGCG<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGCAATCGGATGGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCAGGAGTCATCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTTCAGCTTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTAGTATCGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGCTAGACTTGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCGATAGAAAGTGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGGGTTCCAGGGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGATGTCGCATGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCATACTCGTGGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACTAACCATGAGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTTCACATGCA<br />group.by:Delta<br />color:Delta\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGGCATGT<br />group.by:Delta<br />color:Delta\",\"Cell:GCATGTAAGAATCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTACAGTCTAGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCGGGAGTCACGCC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGAGGTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTATGCTTCGTTTAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCATGCGCAAATTGCC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTCTGATCATGTCTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGAGCTCTTCTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCAGAATCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGTTCCATGAGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCAACACGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCAGCAGAGGTACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATGGGTTCTCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGTGCGGTCTCCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCATGATCATGCATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGTATCCCATTTA<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTCGAAGCTAGGCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTGGTGTCGAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGCAACGATGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCAGTTTCAGCACAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGCCAAACATGACATC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTAAGACGTACTCTCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGATGGCTCAGTGTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGAGGAGCCAGGAT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AGAGCGACACAACTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTTGCGGTCGAATCT<br />group.by:Beta<br />color:Beta\",\"Cell:TTTGGTTTCCTTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAAGTCCGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGATCTGTCCGT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCACATATCACGGTTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACCAGATGGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCCCTATCATAAAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCACTTCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACAGAGCAGTCAGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCATCTTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AATCGGTGTCACACGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACGGATAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGTGCGCAGCGATCC<br />group.by:Beta<br />color:Beta\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCTCGACAGCTATTG<br />group.by:Beta<br />color:Beta\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCCGATTCAGAGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACCTATCTAAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTGCGGTCGCCATG<br />group.by:Beta<br />color:Beta\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAATGGCATGGTTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGAGGATCAATCTCT<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTTCGTACGGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCCCAGAGGATTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCAATTCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCGGTAGTGAATTG<br />group.by:Beta<br />color:Beta\",\"Cell:TACCTATGTCCAACTA<br />group.by:Delta<br />color:Delta\",\"Cell:TACTTGTAGACAAAGG<br />group.by:Beta<br />color:Beta\",\"Cell:GTCCTCACACCACGTG<br />group.by:Beta<br />color:Beta\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTGTCGACTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCAGCTCAGGCTATCT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCATTCCTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCAGGTTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGTATCTTTCCTC<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGCGAGCGTTGCC<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTCGGTCTGCTTGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCACGGCATACTACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCAATTGTCCATCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCAGTAGTCATGCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATCACGAGTGCACCAC<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTGACTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAGTTCTGCGGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGACCTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTCAAACAACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGAGCTGTACATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGGCGAGAGTCTGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCGTTGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATCGGAGCTGCAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGTCACATAGTAAG<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTACGGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGTGAAGGTGCAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CTACACCCAGGGCATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AAGCCGCGTTATCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCTCTTGCATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTTCGTCCAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AAGTCTGGTCTCCATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTGTGTAAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTATCAGGTGATAT<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCTTAGCTAACAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGTGCGGTAGTACCT<br />group.by:Beta<br />color:Beta\",\"Cell:GGGTCTGCAGCAGTTT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGTAGGCCAACACCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCAATCACAGCTGCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACACGTAGTAATCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GATCTAGCATCACCCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGCTCGACAGCTTCGG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTAGTTAGAACA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAAGCCAGTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGGTAAGTAGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GGACAGAGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCATGCGCAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTACTCCGTAGCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:CTGTGCTCAGCTCCGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTCTTCGAGCGTGAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAACCAAAGCGTTCCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCAGAAGTGGTAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCGACAATCGGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTATGCTTCCAGTATG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTCTTAGTCGGCGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGAGGATGGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTAAGCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCAGGCAATCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGACGCAGCGTCTAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCGTATTCGTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCACGGAAGATCCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGAAGTTCTTTAGGG<br />group.by:Beta<br />color:Beta\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTAGTCAGCGTTCCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGAGCCCACCTTGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGTGGAGGTTCCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTGTTTGTATATCCG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTAGACGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTCAGTGTGATAAGT<br />group.by:Delta<br />color:Delta\",\"Cell:AGATTGCCACAAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGTGCTCCGGCACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGTGGTCTTTACGT<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGATCATCGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTGGCTCATCCCACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACGTCGCGAAA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTTTCTATCAACGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATGCTACAAGCGCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTTACAGTCTTGAGAC<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGACCTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTAAGTGGTCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGATCAGTCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAGGAGAAACCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGATCTTCAACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCACCTCATGCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGACCTTCACACAGAG<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCAGTGTACGCACC<br />group.by:Beta<br />color:Beta\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTACTCCTCTCTTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CACATAGTCATTGCGA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACGTATGGTTC<br />group.by:Delta<br />color:Delta\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTTCTTCTTCGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTGAAACGTAGCGCAA<br />group.by:Beta<br />color:Beta\",\"Cell:TTGGAACGTCCGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATTATCAGCTCCCAG<br />group.by:Delta<br />color:Delta\",\"Cell:CGGAGTCCATAACCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGCAGCTCGTTTATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACCTCAGCGTGAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AACTGGTGTACCGTTA<br />group.by:Delta<br />color:Delta\",\"Cell:CGATTGAAGTTAGCGG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCGTGTCACCAGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCAGGTCGGAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGACAGGTCATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCAAACTTCGGAATCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGACCTGTTGGACCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCATCGGAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGGTTAGCAGTCGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCTAATAGTTATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGTTGCTCCCAGGTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAATCACTCCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTCTTTGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCGACGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAATGCCAGACTAAGT<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTCATTTGCCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCTGGTCGCCGTGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATAGAGGGAAACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGCATCGTCGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAGGCAGCAGTACACT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGGTTCCTCAACCATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTTAGAGTTTCCTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTTCTCTAGTACTTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACATTTGTATAGTAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCTAAGTGGCAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGATACTCGCGCCAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATAAGCACGAAATA<br />group.by:Beta<br />color:Beta\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTGGGGTTTAAGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTTCTGTCACAATGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGACCTGTCAGCTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATGCGATAGAAACGAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCACCTATCGGAAACG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGATGGCCAACTGGCC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCCGAGTAGCCTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAAAGTGGTGTAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGATTCCAAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTTGCGCAGCAACGGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCTACACCATTATCTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGAAACTCTGTTTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCATGTCTCCGCATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACGGCGTCAGGACA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGATGCACATGACT<br />group.by:Beta<br />color:Beta\",\"Cell:ATCATCTGTAGGACAC<br />group.by:Delta<br />color:Delta\",\"Cell:ATCTGCCGTCATATGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACACGAAGATCCCAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATCCACGTTACGACT<br />group.by:Beta<br />color:Beta\",\"Cell:AGATCTGCACCAGGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCAGCCGTCGAACAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTCAATGAAAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGCTTCTCACGACTA<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGTACAGGCGATA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCGAAGAACAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACACCCATCAGTCA<br />group.by:Beta<br />color:Beta\",\"Cell:AACACGTGTCGGCTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAGACCAGTGATCGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GACACGCAGTATGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGGGTCCATGATCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTCTACTCAGTCCCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTATGCTCACTACAGT<br />group.by:Beta<br />color:Beta\",\"Cell:GATCAGTTCCCGGATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAAGTAGGTCAGATAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCGTACGTTGGTTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCAGCGTCAACTGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGGTCTAGAGG<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CCCAGTTGTGCGCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:ATTCTACGTTTAGGAA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTTCATTCACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GATGCTATCCCTCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCACGCCAGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GTGCGGTTCTGATTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTATTGGTCTAGCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TCACGAACAGGCGATA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGACACTAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGAGAAGTGGGTATG<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTCTCAAAGTACGCGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGAGGTCTGTTGAG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACATACGAGCTATGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATACAGTCATCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACGCAGCGTTCATGGT<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTAACTCCACGAGAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGGCTAGAGGCACATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAAATCGCAAACT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTAGGCAGTTAAGAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:AGCATACCAATGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATCAAGGTGGTCTCG<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTGTCTCGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCTCCAACC<br />group.by:Beta<br />color:Beta\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTGTAACATGGTCTA<br />group.by:Beta<br />color:Beta\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCATCACCAGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTACTTTCATGGTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGCAAAGCGATGAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCACAAGTCTGGTTCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TAGACCATCTTATCTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGACGTTAGCCGATTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAACCTACAGCGATCC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGGTACAGTTC<br />group.by:Beta<br />color:Beta\",\"Cell:CAGGTGCGTACAAGTA<br />group.by:Beta<br />color:Beta\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATCAGGCACCAGTTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTACCCATAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATTCAGAGTACGTTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGCATCCCATC<br />group.by:Beta<br />color:Beta\",\"Cell:GCGCCAACACCTCGGA<br />group.by:Beta<br />color:Beta\",\"Cell:AGGTCATTCTGCGTAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTCCCACACGGTAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGTGTGAGGAATTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TACAGTGAGCGTTTAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTCTCTCAGCATACT<br />group.by:Beta<br />color:Beta\",\"Cell:GCTTGAACATTTGCTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTAGGTTCCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTACTTTAGATATGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGTCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGATGGTAGATTAG<br />group.by:Beta<br />color:Beta\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAAGACTCACTCCTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACCTCATTGTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TATTACCAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATTTCAGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTGTGAATA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCGGTAACAGGGTACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GTGGGTCGTAGGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAACGGAAGACGCTTT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGTAAGTAGGTGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCATGTATCACGATGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTAGGACAGATGGGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGCGTTTGTATTACCG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACTGCTCAGGTGTTAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GCTGCAGCATTCTCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGAAGTCAACGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGGACGCAGATTACCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTAGCGTCC<br />group.by:Beta<br />color:Beta\",\"Cell:TGGACGCTCTTGTTTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGTCAGGCAAACGCGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGACCACACGTTGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CCATGTCGTTTGCATG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCCAAAAGCGCTTAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACTCAGAGGTAGCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACAGCCGAGAGAACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGACTGCAGCCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGACGTCGTCAGAAGC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGTCCGAGTTACCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTATCCAGGCAGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGCGTGTTCTCGTATT<br />group.by:Beta<br />color:Beta\",\"Cell:CGGACGTAGACAGACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGTTGGTTCACATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTGGGTCGTCCAGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TATGCCCAGGGTATCG<br />group.by:Beta<br />color:Beta\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGTGGCACCTCGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCCACTTCTGAGGGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATTACCTCGTTGCCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCGCAGGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGACAACTCGCACTCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGTGGGAGTGGTCCGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGCTAAGCGATAGC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCATGGCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAGATGTTAAAGAC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:AACTTTCGTGACCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGAAGCACTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:AACTCCCAGTACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTAGATCTGCT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCATTCGCAAGCCATT<br />group.by:Beta<br />color:Beta\",\"Cell:GTATCTTGTACTCAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCTACCCAGGGCATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGAACTTAGGTTACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACGTTCAGTAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGGCGCATCACATAGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTTTGCGAGGAATGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATTATCCCAACTGCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGGCCACCAACTGCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAACGGGCAAAGAATC<br />group.by:Beta<br />color:Beta\",\"Cell:AGTCTTTAGTCTCGGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGGAAGTCATCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:AAATGCCCACCAACCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATTCGCTCGCTTGTC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGTGTTACACCTCGGA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CTCGAGGCAAGTCTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGGACTGTCGGACAAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACCAGTAGTTCGTTGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCATAGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTTGGTTCAAATTGCC<br />group.by:Beta<br />color:Beta\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCCTCTAAGAGTTGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGCTAGGTAACGACG<br />group.by:Beta<br />color:Beta\",\"Cell:AAAGATGAGTCATGCT<br />group.by:Beta<br />color:Beta\",\"Cell:GTACTCCCACGTCTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TTGAACGAGGAATCGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGAGCCGTCGATAGAA<br />group.by:Beta<br />color:Beta\",\"Cell:CTCTAATTCAGCGACC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCAGAACAATC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AACCATGGTTGAACTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCATAGTAATAGCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGGGAGTTCCTCAATT<br />group.by:Beta<br />color:Beta\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCACGATCACGGTTA<br />group.by:Beta<br />color:Beta\",\"Cell:GAGCAGAGTTTGCATG<br />group.by:Beta<br />color:Beta\",\"Cell:TGCACCTAGATAGTCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCCTAGTACACCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCACACTCACGATGT<br />group.by:Beta<br />color:Beta\",\"Cell:TCAGATGCACGACGAA<br />group.by:Delta<br />color:Delta\",\"Cell:CAGCTGGGTCTAACGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTAGGACATCTATGG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCTACTGTGAACCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGATGTAGTGGTACAG<br />group.by:Beta<br />color:Beta\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCTGAGTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCTCCATGAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGCTAAGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCGTAAAGGTGATTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGGAAGGTCATGCAT<br />group.by:Beta<br />color:Beta\",\"Cell:CGCGGTACATTAGGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:GAATGAAAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CATGCCTGTTCGTCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGGTCTTCGTTACAG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TCTCTAAAGCTGGAAC<br />group.by:Beta<br />color:Beta\",\"Cell:CGGTTAAAGTAGCGGT<br />group.by:Delta<br />color:Delta\",\"Cell:GAACGGAAGGAGCGAG<br />group.by:Beta<br />color:Beta\",\"Cell:CCTTACGCAAGGTGTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGCCACCACGAAGCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:CAACCTCGTCTAAACC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AGCGGTCGTACCGAGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTCGTCATCTTCTGGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGCAGTATAAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGCCGATGTCAAACTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TTCTACAGTGTTGAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AAAGTAGAGCGCCTTG<br />group.by:Beta<br />color:Beta\",\"Cell:GATCGATCAGTCGATT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TTGGCAACATCATCCC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCAGGCATTGG<br />group.by:Beta<br />color:Beta\",\"Cell:GCCTCTAGTGACTACT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ACGGGTCAGATGGCGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TACGGTAGTGTGCCTG<br />group.by:Beta<br />color:Beta\",\"Cell:ACTGCTCAGATATGCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTTCGTGGGAA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:AAGCCGCAGGAGTTGC<br />group.by:Beta<br />color:Beta\",\"Cell:CTGAAACAGGAGTAGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CATGGCGAGCCCTAAT<br />group.by:Beta<br />color:Beta\",\"Cell:ACATGGTCAAGGACTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGTGTGTCCGACGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTAGCCACCTG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGTGTGCATGGGACA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTGAGCTCACAGGCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTGAACGTCATCGATG<br />group.by:Beta<br />color:Beta\",\"Cell:AAGACCTAGGTGTGGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TCAGGTACACGGCCAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGCATCAGTAC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GGGATGAAGGGCATGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGGACATGGTTGT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATCTGCCGTCAGAAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:CGTTCTGAGAGCAATT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGGCATTCGTTGCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTCTAATCAAAGACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACACCCTGTCAGATAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGATCTGTCGATCCCT<br />group.by:Beta<br />color:Beta\",\"Cell:TCTGAGATCTTGCAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGACTAGCAAAGGTGC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGAGCTTCTCGCTTG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTACGTCAGTCTCGGC<br />group.by:Beta<br />color:Beta\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATACAGATCTGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CACACCTCACTGCCAG<br />group.by:Alpha<br />color:Alpha\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACACCAAAGTAGGCCA<br />group.by:Beta<br />color:Beta\",\"Cell:TACACGAGTGCAACTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTGCGAAGTATTGGA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AGACGTTTCGAGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CAGAGAGGTGTGAATA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GCACTCTGTCTGCAAT<br />group.by:Beta<br />color:Beta\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTCACGACGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TATGCCCTCTTACCTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTCTTTCACGGACAA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTCGGGTGTGCAACTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCTACGTTTCCACC<br />group.by:Beta<br />color:Beta\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTCTCAGACATAAC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAGGAGTGGAGAA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGGTTGTTTGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGAGCACGTCCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACAGTCATGCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGGAGAGAATGTGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GACCAATAGAATGTGT<br />group.by:Beta<br />color:Beta\",\"Cell:CAGCGACCATATGGTC<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCTGCTGTCCGTCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGATGCACTCGACG<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TATCAGGGTCGAATCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGGTCGGCTCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAGTTGGAGTCAAGCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACCTATTCGTTACGA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTCACTCAAAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGAAGCCGGTAA<br />group.by:Beta<br />color:Beta\",\"Cell:CGTGTCTTCCTTTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGATTTCAGTGGAGTC<br />group.by:Beta<br />color:Beta\",\"Cell:CTAACTTAGATCACGG<br />group.by:Beta<br />color:Beta\",\"Cell:CATCAGAGTCCGAATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGATCGTCCGTT<br />group.by:Alpha<br />color:Alpha\",\"Cell:TGCGGGTTCCACTCCA<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:GTTCGGGAGGCAATTA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GCGCCAATCGGACAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGTGGGATCAACTCTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACTTCGTTGATTCG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCAGTGTAACGACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGAGCCGTCTCTGAGA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TTTGCGCTCTTCCTTC<br />group.by:Epsilon<br />color:Epsilon\",\"Cell:ACTGATGGTTCCTCCA<br />group.by:Alpha<br />color:Alpha\",\"Cell:AAGGAGCAGTACATGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:CAGCTAAAGCGCTTAT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TACTTACGTGTGGCTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:ATGCGATTCGCGTAGC<br />group.by:Alpha<br />color:Alpha\",\"Cell:ATTGGACAGTCAAGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGTCCGCTGTT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TGCGGGTAGACGCACA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ATGAGGGGTTCTGGTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CGACCTTAGCTGCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTAACGTGTGCCTGCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCTCTGTAGCTGAACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GTATTCTAGGTGCTTT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTGGAATCGGTGTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTTAAGACGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGCCGTAGAGGACGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ATGAGGGCAAGGTTTC<br />group.by:Beta<br />color:Beta\",\"Cell:GTGCGGTCAAAGCAAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CATCGGGTCATTTGGG<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACATACGGTAAACACA<br />group.by:Beta<br />color:Beta\",\"Cell:CTGCTGTGTTATCACG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAGAGCTAGTGCCATT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACGGAGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCATTCGCATGAAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATTCGCTCTGCTGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:ACGATGTTCTGCTGCT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GCGCAGTCACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAGTTGGGTACCGTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAACCAACACCTA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:CCAGCGAGTACCGTAT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AGCGTATCATCTCCCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:AATCGGTTCCAAACTG<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGCAGCCATTCTCAT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GAATGAATCCTGTAGA<br />group.by:Beta<br />color:Beta\",\"Cell:GGAAAGCTCTCGGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGGTCCGACGT<br />group.by:Beta<br />color:Beta\",\"Cell:GTAACGTCAGCCTATA<br />group.by:Beta<br />color:Beta\",\"Cell:GGGAGATAGCGTTCCG<br />group.by:Beta<br />color:Beta\",\"Cell:TACGGATTCTAACTCT<br />group.by:Beta<br />color:Beta\",\"Cell:GAAATGACATCTACGA<br />group.by:Alpha<br />color:Alpha\",\"Cell:GTGTGCGTCTCTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTCATAGTTACCAGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:ACGTCAACACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGTCTAGAGTC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:TGTATTCCAATGACCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGGGAGTAGCTAGCCC<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACAGAGCTGGT<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:GGCAATTTCCGAATGT<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:GATCGTAGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATCAAGCCGCT<br />group.by:Alpha<br />color:Alpha\",\"Cell:AACTGGTGTACAGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGTTTAGCAGGCTA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CCACTACGTTAAGAAC<br />group.by:Alpha<br />color:Alpha\",\"Cell:GGAAAGCAGGCATGGT<br />group.by:Beta<br />color:Beta\",\"Cell:ACAGCTATCGAGCCCA<br />group.by:Pre-endocrine<br />color:Pre-endocrine\",\"Cell:CTCGAAAGTAAAGTCA<br />group.by:Ngn3 high EP<br />color:Ngn3 high EP\",\"Cell:TAAACCGAGTCGTACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGGAGTCATCGCTC<br />group.by:Beta<br />color:Beta\",\"Cell:CACCACTCACGAAATA<br />group.by:Alpha<br 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/>color:Ductal\",\"Cell:AGGCCACCACCTATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATATGGCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTTCTGTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTGTCAGTTGTTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGACAGCTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCAGCCCAGGAATGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGCACGAAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCACAATGTTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTCTTCTTGTCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAAAGTCATGCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAATGACACATGACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTAGGCTAGGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCTCGCAGCTGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGCCTCGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCGTCCGAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCCCGATGTAAGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGCGAGCTGAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACCGTAATCTATCCCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGATCACAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCTAACAACACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGATCATCTCGATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCCAAAGAGGTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACTGTCAGTGCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATGAAAAGACAGACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCGTGGTCCGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGTACCCATATACGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCGTTGATTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGTCAACAGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTTGCGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAACTTGTCGAACAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGATCTAGCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTAGCGTCACTATTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AAACGGGCACTGTGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTCTGTCCGCGGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGATGAGTGCAAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGTCCGCAATTGCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTCCTCTCTGAAAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCATTTGTCTCAACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTAACCACTCGACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATAAGTCTGATACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGGTGCAGACTTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCGCAGTGTATGGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTTCGTCCTACAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCCCTACAATCACAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCACAAGAGCCACTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGTTCCAGGAATGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCGCGTCTGGAGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTACTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAACGACACCATCCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCCATCATGGTAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAGCCTGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACCAATGTACGAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTATTCTTCAGGTAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACCTATGTAACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAGCGACAGCGATCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGACATCCTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGTCCAGGTTCCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCACGGAGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCCACCAGGCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCAGGGTACCTACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTGGAAGGGCATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TAAACCGCATTCCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTAGTTCCTCCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGCACACATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGCCACACGCTTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGGGACAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCGACCACAGGAGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACAGATCCTGCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTTTCCACTGCCAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCACCTAGTACGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAACGGACAAGGTGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAGCACTCTACCTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAAGATGTTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTTTCAAGGATATAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCAGTGTATAATGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCGTATCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAATGTAGTTCCACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGATCTGACCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCGTACTGTTCCACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTTACCGCAAAGTCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGTTAATCGTCTGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTCATCGGTCTAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATCTAGTGATCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAGGTGAGTGACAAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTTTCCGTTATGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCAGTTAGGTGCTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAACAATCGAAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACTACACATATGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCTTCTCCAAACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTAGTCGGGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGAGCAGTCTCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGCCAGGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACGTCCAGTATCTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGACTAGCACGGTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGAGGTCAACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCTTAGCTGCGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTCTGTAGTGAAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCCGAACACGGTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TACGGGCAGATTACCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCGCAGTGTCCTAGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCATAAGAATGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGACATTAGAAACCAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGACACATCCGCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGGGTCAGGGTGTTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGTCCGTGCGATAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTCAGTCTGGTTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGCGGGTTCTCAAACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCCGAAGTAGGTGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCAGCAATCCAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGCTTCATCAGTTCGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GATCTAGGTGCCTTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGGCAATCGAACGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCGAAGTTACGCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCAAGTCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGAATGCACATTTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCTAAAGAGCCCAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTGCAGCGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACGTTGCATGGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCGCGAGTCAACGCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGAACATTCACAAACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTATTGTCACATAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGAGCATTCGGGAGTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGTAGGCATACTCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTAACGTGTCACTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGTGCGTGTCCGAGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTTCCCCAAAGTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGAGCTCAACT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTTCATTAGGGTCTCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCAATCCAGAGTAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCCTATCTCACATT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTACCCAGTCAAACTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGGCCAGAGCTACCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGATTGAAGTCTTGCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCGGTCGTCACAAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GTCTCGTCACGTGAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCTTGTTAAAGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTCTGTTCGCTTAGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATCCTCAGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTATCTTAGAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAGGCAGTAGCGTAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAACAGTACATGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAAAGCGTACGCACC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCCTCCTGTCTAACGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GCTGCTTGTCTTCAAG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATAAGAGTCCACGTTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACCACTGTCGGCTCA<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACGAGCCCACTCTGTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACAGTATCAGAGGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTGAACGGTGATGCCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATCATGGTCCAGAGGA<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGCTTGACAGTAAGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTCACTGTCAGGACA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGGAGCTGTTCTGAAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAACTAGAGCTTCGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAAAGCGTCTTGATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCCACAGTCACGCC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCAGGTACACTGTCGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCATCCATGACATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGCGTCATTTCAGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTGGTGTCCAGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGGCACTTCTAACTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTCTCAACAGTTTACG<br />group.by:Ductal<br />color:Ductal\",\"Cell:GGAATAACACGACGAA<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTTAGAAGTATCTCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTATTACAAACGTGG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGATTGCAGCTAGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ATTGGTGGTACTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCAGAATCTGGCGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CAGCCGAAGTGACTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAATGAATCTGGTATG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATGCCTAGCGATGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCAGAATCAACACTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGAAGTAGATGT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTAGCCTGTCTCTTAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:AACTGGTTCGTGACAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:ACTGAGTGTTTCGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:AGAGCGATCTCTTGAT<br />group.by:Ductal<br />color:Ductal\",\"Cell:GAAGCAGTCAAGGCTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACTCAGGCGCTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTTATGCTCCATTCTA<br />group.by:Ductal<br />color:Ductal\",\"Cell:GACGTGCTCCTCTAGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TTAACTCCAAAGAATC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CGTGTAATCCATGCTC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTACGTTCCGTCT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CACACAACACACTGCG<br />group.by:Ductal<br />color:Ductal\",\"Cell:CATCCACTCTTCTGGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTCGTACCAATGGATA<br />group.by:Ductal<br />color:Ductal\",\"Cell:TGTGGTACAAGACGTG<br />group.by:Ductal<br />color:Ductal\",\"Cell:AATCGGTCATGTTGAC<br />group.by:Ductal<br />color:Ductal\",\"Cell:TCTGAGATCGTAGGTT<br />group.by:Ductal<br />color:Ductal\",\"Cell:CCTAGCTCAGACTCGC<br />group.by:Ductal<br />color:Ductal\",\"Cell:CTGATAGTCGGCTACG<br />group.by:Ductal<br 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EP\",\"Cell:AAGGCAGTCCGAGCCA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGCGACTCACCAGGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCAAGAAGT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CGCTGGACACGGTAAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAGTAACCATGCCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CTTAACTGTCGGGTCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTACACAGATCCGAG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCACTCTTCCGGCACA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CAAGGCCTCGTACCGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GGGCACTTCACGAAGG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:ACTGATGTCCCTAACC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GATCAGTTCGGCGCAT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TAAGCGTAGATCGATA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TATGCCCTCTTCCTTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCTTCGATCCTGCTTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GCTGGGTCACGAGGTA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AACACGTTCCGCGCAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TCTTTCCTCGTCTGCT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GAGGTGAGTCCGAGTC<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGTCCCAAGTTTAGGA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGGGAGTCACCGAATT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:TGCGTGGAGGTAAACT<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:AGAGTGGGTCACCTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:GACCAATAGCCGGTAA<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CCGGGATGTACCGCTG<br />group.by:Ngn3 low EP<br />color:Ngn3 low EP\",\"Cell:CATATGGTCAACACAC<br />group.by:Ngn3 low EP<br />color:Ngn3 low 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— CellScoring","title":"CellScoring — CellScoring","text":"CellScoring","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CellScoring — CellScoring","text":"","code":"CellScoring(   srt,   features = NULL,   slot = \"data\",   assay = NULL,   split.by = NULL,   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   termnames = NULL,   db_update = FALSE,   db_version = \"latest\",   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   minGSSize = 10,   maxGSSize = 500,   method = \"Seurat\",   classification = TRUE,   name = \"\",   new_assay = FALSE,   BPPARAM = BiocParallel::bpparam(),   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CellScoring — CellScoring","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellScoring.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"CellScoring — CellScoring","text":"","code":"data(\"pancreas_sub\") ccgenes <- CC_GenePrefetch(\"Mus_musculus\") #> Using cached conversion results for Mus_musculus pancreas_sub <- CellScoring(   srt = pancreas_sub,   features = list(S = ccgenes$cc_S_genes, G2M = ccgenes$cc_G2M_genes),   method = \"Seurat\", name = \"CC\" ) #> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ... #> Number of feature lists to be scored: 2 #> [2023-09-08 15:27:02.040479] Start CellScoring #> Workers: 1 #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:27:02.308371] CellScoring done #> Elapsed time:0.27 secs CellDimPlot(pancreas_sub, \"CC_classification\")  FeatureDimPlot(pancreas_sub, \"CC_G2M\")   if (FALSE) { data(\"panc8_sub\") panc8_sub <- Integration_SCP(panc8_sub,   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))  panc8_sub <- CellScoring(   srt = panc8_sub, slot = \"data\", assay = \"RNA\",   db = \"GO_BP\", species = \"Homo_sapiens\",   minGSSize = 10, maxGSSize = 100,   method = \"Seurat\", name = \"GO\", new_assay = TRUE ) panc8_sub <- Integration_SCP(panc8_sub,   assay = \"GO\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))  pancreas_sub <- CellScoring(   srt = pancreas_sub, slot = \"data\", assay = \"RNA\",   db = \"GO_BP\", species = \"Mus_musculus\",   termnames = panc8_sub[[\"GO\"]]@meta.features[, \"termnames\"],   method = \"Seurat\", name = \"GO\", new_assay = TRUE ) pancreas_sub <- Standard_SCP(pancreas_sub, assay = \"GO\") CellDimPlot(pancreas_sub, \"SubCellType\")  pancreas_sub[[\"tech\"]] <- \"Mouse\" panc_merge <- Integration_SCP(   srtList = list(panc8_sub, pancreas_sub),   assay = \"GO\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc_merge, group.by = c(\"tech\", \"celltype\", \"SubCellType\", \"Phase\"))  genenames <- make.unique(capitalize(rownames(panc8_sub[[\"RNA\"]]), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames, assay = \"RNA\") head(rownames(panc8_sub)) panc_merge <- Integration_SCP(   srtList = list(panc8_sub, pancreas_sub),   assay = \"RNA\",   batch = \"tech\", integration_method = \"Seurat\" ) CellDimPlot(panc_merge, group.by = c(\"tech\", \"celltype\", \"SubCellType\", \"Phase\")) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Statistical plot of cells — CellStatPlot","title":"Statistical plot of cells — CellStatPlot","text":"Statistical plot cells","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Statistical plot of cells — CellStatPlot","text":"","code":"CellStatPlot(   srt,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   cells = NULL,   flip = FALSE,   NA_color = \"grey\",   NA_stat = TRUE,   keep_empty = FALSE,   individual = FALSE,   stat_level = NULL,   plot_type = c(\"bar\", \"rose\", \"ring\", \"pie\", \"trend\", \"area\", \"dot\", \"sankey\", \"chord\",     \"venn\", \"upset\"),   stat_type = c(\"percent\", \"count\"),   position = c(\"stack\", \"dodge\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   label = FALSE,   label.size = 3.5,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Statistical plot of cells — CellStatPlot","text":"srt Seurat object. stat.name metadata column counted. seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CellStatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Statistical plot of cells — CellStatPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", label = TRUE) %>% panel_fix(height = 2, width = 3)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", stat_type = \"count\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"SubCellType\", bg.by = \"CellType\", palette = \"Set1\", stat_type = \"count\", position = \"dodge\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"pie\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", plot_type = \"dot\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"area\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"dot\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"trend\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\", individual = TRUE)   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"bar\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"rose\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"ring\") #> Warning: Removed 1 rows containing missing values (`position_stack()`).  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"area\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"dot\")  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"trend\")   CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"bar\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"rose\", position = \"dodge\", label = TRUE)  CellStatPlot(pancreas_sub, stat.by = \"Phase\", group.by = \"CellType\", stat_type = \"count\", plot_type = \"ring\", position = \"dodge\", label = TRUE) #> Warning: Removed 1 rows containing missing values (`geom_col()`). #> Warning: Removed 1 rows containing missing values (`geom_text_repel()`).   CellStatPlot(pancreas_sub, stat.by = c(\"CellType\", \"Phase\"), plot_type = \"sankey\")  CellStatPlot(pancreas_sub, stat.by = c(\"CellType\", \"Phase\"), plot_type = \"chord\")   CellStatPlot(pancreas_sub,   stat.by = c(\"CellType\", \"Phase\"), plot_type = \"venn\",   stat_level = list(CellType = c(\"Ductal\", \"Ngn3 low EP\"), Phase = \"S\") )  pancreas_sub$Progenitor <- pancreas_sub$CellType %in% c(\"Ngn3 low EP\", \"Ngn3 high EP\") pancreas_sub$G2M <- pancreas_sub$Phase == \"G2M\" pancreas_sub$Sox9_Expressed <- pancreas_sub[[\"RNA\"]]@counts[\"Sox9\", ] > 0 pancreas_sub$Neurog3_Expressed <- pancreas_sub[[\"RNA\"]]@counts[\"Neurog3\", ] > 0 CellStatPlot(pancreas_sub, stat.by = c(\"Progenitor\", \"G2M\", \"Sox9_Expressed\", \"Neurog3_Expressed\"), plot_type = \"venn\", stat_level = \"TRUE\")  CellStatPlot(pancreas_sub, stat.by = c(\"Progenitor\", \"G2M\", \"Sox9_Expressed\", \"Neurog3_Expressed\"), plot_type = \"upset\", stat_level = \"TRUE\")  sum(pancreas_sub$Progenitor == \"FALSE\" &   pancreas_sub$G2M == \"FALSE\" &   pancreas_sub$Sox9_Expressed == \"TRUE\" &   pancreas_sub$Neurog3_Expressed == \"FALSE\") #> [1] 218"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Combat_integrate — ComBat_integrate","title":"Combat_integrate — ComBat_integrate","text":"Combat_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Combat_integrate — ComBat_integrate","text":"","code":"ComBat_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   ComBat_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ComBat_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Combat_integrate — ComBat_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Conos_integrate — Conos_integrate","title":"Conos_integrate — Conos_integrate","text":"Conos_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Conos_integrate — Conos_integrate","text":"","code":"Conos_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   buildGraph_params = list(),   num_threads = 2,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Conos_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Conos_integrate — Conos_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":null,"dir":"Reference","previous_headings":"","what":"CreateDataFile — CreateDataFile","title":"CreateDataFile — CreateDataFile","text":"CreateDataFile","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CreateDataFile — CreateDataFile","text":"","code":"CreateDataFile(   srt,   DataFile,   name = NULL,   assays = \"RNA\",   slots = \"data\",   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateDataFile.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CreateDataFile — CreateDataFile","text":"srt  overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":null,"dir":"Reference","previous_headings":"","what":"CreateMetaFile — CreateMetaFile","title":"CreateMetaFile — CreateMetaFile","text":"CreateMetaFile","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"CreateMetaFile — CreateMetaFile","text":"","code":"CreateMetaFile(   srt,   MetaFile,   name = NULL,   write_tools = FALSE,   write_misc = FALSE,   ignore_nlevel = 100,   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/CreateMetaFile.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"CreateMetaFile — CreateMetaFile","text":"srt  overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":null,"dir":"Reference","previous_headings":"","what":"Find the default reduction name in a Seurat object. — DefaultReduction","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"Find default reduction name Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"","code":"DefaultReduction(srt, pattern = NULL, min_dim = 2, max_distance = 0.1)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"srt Seurat object. pattern Character string containing regular expression search . min_dim Minimum dimension threshold. max_distance Maximum distance allowed match.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"Default reduction name.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DefaultReduction.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Find the default reduction name in a Seurat object. — DefaultReduction","text":"","code":"data(\"pancreas_sub\") names(pancreas_sub@reductions) #> [1] \"PCA\"  \"UMAP\" DefaultReduction(pancreas_sub) #> [1] \"UMAP\"  # Searches for matches to \"pca\" DefaultReduction(pancreas_sub, pattern = \"pca\") #> [1] \"PCA\"  # Searches for approximate matches to \"pc\" DefaultReduction(pancreas_sub, pattern = \"pc\") #> [1] \"PCA\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"Heatmap plot dynamic features along lineages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"","code":"DynamicHeatmap(   srt,   lineages,   features = NULL,   num_intersections = NULL,   use_fitted = FALSE,   border = TRUE,   flip = FALSE,   min_expcells = 20,   r.sq = 0.2,   dev.expl = 0.2,   padjust = 0.05,   cell_density = 1,   cell_bins = 100,   order_by = c(\"peaktime\", \"valleytime\"),   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   family = NULL,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_row_slices = FALSE,   cluster_columns = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"mfuzz\", \"kmeans\", \"kmeans-peaktime\", \"hclust\", \"hclust-peaktime\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 20,   features_label = NULL,   label_size = 10,   label_color = \"black\",   pseudotime_label = NULL,   pseudotime_label_color = \"black\",   pseudotime_label_linetype = 2,   pseudotime_label_linewidth = 3,   heatmap_palette = \"viridis\",   heatmap_palcolor = NULL,   pseudotime_palette = \"cividis\",   pseudotime_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = list(),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   separate_annotation = NULL,   separate_annotation_palette = \"Paired\",   separate_annotation_palcolor = NULL,   separate_annotation_params = if (flip) list(width = grid::unit(2, \"cm\")) else     list(height = grid::unit(2, \"cm\")),   reverse_ht = NULL,   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"db_combine","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Heatmap plot for dynamic features along lineages — DynamicHeatmap","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) #> [2023-09-08 15:27:39.774287] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 225 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:28:11.166975] RunDynamicFeatures done #> Elapsed time:31.39 secs ht1 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   n_split = 5,   split_method = \"kmeans-peaktime\",   cell_annotation = \"SubCellType\" ) #> 151 features from Lineage1 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht1$plot  panel_fix(ht1$plot, raster = TRUE, dpi = 50)   ht2 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   features = c(\"Sox9\", \"Neurod2\", \"Isl1\", \"Rbp4\", \"Pyy\", \"S_score\", \"G2M_score\"),   cell_annotation = \"SubCellType\" ) #> [2023-09-08 15:28:15.617787] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 2 #> Warning: Negative values detected! #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:28:17.649245] RunDynamicFeatures done #> Elapsed time:2.03 secs #> Some features were missing in at least one lineage:  #> Isl1,Neurod2,Pyy,Rbp4,Sox9... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot  panel_fix(ht2$plot, height = 5, width = 5, raster = TRUE, dpi = 50)   ht3 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   n_split = 5,   split_method = \"kmeans\",   cluster_rows = TRUE,   cell_annotation = \"SubCellType\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713 ht4 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   use_fitted = TRUE,   n_split = 6,   split_method = \"mfuzz\",   heatmap_palette = \"viridis\",   cell_annotation = c(\"SubCellType\", \"Phase\", \"G2M_score\"),   cell_annotation_palette = c(\"Paired\", \"simspec\", \"Purples\"),   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")),   separate_annotation_palette = c(\"Paired\", \"Set1\"),   separate_annotation_params = list(height = grid::unit(2, \"cm\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25,   pseudotime_label_color = \"red\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> Warning: no DISPLAY variable so Tk is not available #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 ht4$plot   ht5 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   use_fitted = TRUE,   n_split = 6,   split_method = \"mfuzz\",   heatmap_palette = \"viridis\",   cell_annotation = c(\"SubCellType\", \"Phase\", \"G2M_score\"),   cell_annotation_palette = c(\"Paired\", \"simspec\", \"Purples\"),   separate_annotation = list(\"SubCellType\", c(\"Nnat\", \"Irx1\")),   separate_annotation_palette = c(\"Paired\", \"Set1\"),   separate_annotation_params = list(width = grid::unit(2, \"cm\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   pseudotime_label = 25,   pseudotime_label_color = \"red\",   flip = TRUE, column_title_rot = 45 ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 #> Picking joint bandwidth of 20.1 #> Picking joint bandwidth of 18.6 ht5$plot   ht6 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   reverse_ht = \"Lineage1\",   cell_annotation = \"SubCellType\",   n_split = 5, split_method = \"mfuzz\",   species = \"Mus_musculus\", db = \"GO_BP\",   anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-08 15:28:48.751482] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Preparing database: GO_BP #> Convert ID types for the database: GO_BP #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 22192 genes mapped with entrez_id #> ============================== #> 22192 genes mapped #> 6372 genes unmapped #> ============================== #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:31:42.619675] Enrichment done #> Elapsed time:2.9 mins #> The size of the heatmap will be fixed as some elements are not scalable. ht6$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot for dynamic features along lineages. — DynamicPlot","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"Plot dynamic features along lineages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"","code":"DynamicPlot(   srt,   features,   lineages,   group.by = NULL,   cells = NULL,   slot = \"counts\",   assay = NULL,   family = NULL,   exp_method = c(\"log1p\", \"raw\", \"zscore\", \"fc\", \"log2fc\"),   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   compare_lineages = TRUE,   compare_features = FALSE,   add_line = TRUE,   add_interval = TRUE,   line.size = 1,   line_palette = \"Dark2\",   line_palcolor = NULL,   add_point = TRUE,   pt.size = 1,   point_palette = \"Paired\",   point_palcolor = NULL,   add_rug = TRUE,   flip = FALSE,   reverse = FALSE,   x_order = c(\"value\", \"rank\"),   aspect.ratio = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/DynamicPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot for dynamic features along lineages. — DynamicPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1)  DynamicPlot(   srt = pancreas_sub,   lineages = \"Lineage1\",   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_features = TRUE ) #> [2023-09-08 15:33:29.172019] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:31.461369] RunDynamicFeatures done #> Elapsed time:2.29 secs  DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_lineages = TRUE,   compare_features = FALSE ) #> [2023-09-08 15:33:32.223114] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:34.270904] RunDynamicFeatures done #> Elapsed time:2.05 secs #> [2023-09-08 15:33:34.273126] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:36.251247] RunDynamicFeatures done #> Elapsed time:1.98 secs  DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\", \"G2M_score\"),   group.by = \"SubCellType\",   compare_lineages = FALSE,   compare_features = FALSE ) #> [2023-09-08 15:33:37.955215] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:40.0427] RunDynamicFeatures done #> Elapsed time:2.09 secs #> [2023-09-08 15:33:40.044945] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 3 #> Warning: Negative values detected! #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:42.105789] RunDynamicFeatures done #> Elapsed time:2.06 secs"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"EnrichmentPlot — EnrichmentPlot","title":"EnrichmentPlot — EnrichmentPlot","text":"EnrichmentPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"EnrichmentPlot — EnrichmentPlot","text":"","code":"EnrichmentPlot(   srt,   db = \"GO_BP\",   group_by = NULL,   test.use = \"wilcox\",   res = NULL,   plot_type = c(\"bar\", \"dot\", \"lollipop\", \"network\", \"enrichmap\", \"wordcloud\",     \"comparison\"),   group_use = NULL,   id_use = NULL,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   compare_only_sig = FALSE,   topTerm = ifelse(plot_type == \"enrichmap\", 100, 6),   topWord = 100,   word_type = c(\"term\", \"feature\"),   word_size = c(2, 8),   min_word_length = 3,   network_layout = \"fr\",   network_labelsize = 5,   network_blendmode = \"blend\",   network_layoutadjust = TRUE,   network_adjscale = 60,   network_adjiter = 100,   enrichmap_layout = \"fr\",   enrichmap_cluster = \"fast_greedy\",   enrichmap_label = c(\"term\", \"feature\"),   enrichmap_labelsize = 5,   enrlichmap_nlabel = 4,   enrichmap_show_keyword = FALSE,   enrichmap_mark = c(\"ellipse\", \"hull\"),   enrichmap_expand = c(0.5, 0.5),   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   character_width = 50,   lineheight = 0.7,   palette = \"Spectral\",   palcolor = NULL,   aspect.ratio = 1,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"EnrichmentPlot — EnrichmentPlot","text":"plot_type Type plot visualized. pvalueCutoff pvalueCutoff padjustCutoff padjustCutoff topTerm Number terms plot plot_type=\"bar\" plot_type=\"lollipop\". topWord Number features plot plot_type=\"wordcloud\". palette palette combine combine nrow nrow ncol ncol byrow byrow seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/EnrichmentPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"EnrichmentPlot — EnrichmentPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 15:33:50.126961] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:33:54.507372] DEtest done #> Elapsed time:4.38 secs pancreas_sub <- RunEnrichment(srt = pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", species = \"Mus_musculus\") #> [2023-09-08 15:33:54.510738] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:34:55.159022] Enrichment done #> Elapsed time:1.01 mins EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", plot_type = \"bar\")  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"),   plot_type = \"bar\", character_width = 30,   theme_use = ggplot2::theme_classic, theme_args = list(base_size = 10) )  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", compare_only_sig = TRUE) #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.    EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"bar\", ncol = 1)  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"dot\", ncol = 1, palette = \"GdRd\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"lollipop\", ncol = 1, palette = \"GdRd\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"wordcloud\") #> Some words could not fit on page. They have been removed. #> Some words could not fit on page. They have been removed.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"wordcloud\", word_type = \"feature\") #> Some words could not fit on page. They have been removed. #> Some words could not fit on page. They have been removed.  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = c(\"Ductal\", \"Endocrine\"), plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\", id_use = c(\"GO:0050678\", \"GO:0035270\", \"GO:0090276\", \"GO:0030073\"))  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\", network_layoutadjust = FALSE)  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"network\",   topTerm = 4, network_blendmode = \"average\",   theme_use = \"theme_blank\", theme_args = list(add_coord = FALSE) ) %>% panel_fix(height = 5)   EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\")  EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\", enrichmap_expand = c(2, 1))  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\",   enrichmap_show_keyword = TRUE, character_width = 10 )  EnrichmentPlot(pancreas_sub,   db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", plot_type = \"enrichmap\",   topTerm = 200, enrichmap_mark = \"hull\", enrichmap_label = \"feature\", enrlichmap_nlabel = 3, character_width = 10,   theme_use = \"theme_blank\", theme_args = list(add_coord = FALSE) ) %>% panel_fix(height = 4)   pancreas_sub <- RunEnrichment(srt = pancreas_sub, db = c(\"MP\", \"DO\"), group_by = \"CellType\", convert_species = TRUE, species = \"Mus_musculus\") #> [2023-09-08 15:35:48.360843] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Preparing database: MP #> Preparing database: DO #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:36:24.042117] Enrichment done #> Elapsed time:35.68 secs EnrichmentPlot(pancreas_sub, db = c(\"MP\", \"DO\"), group_by = \"CellType\", group_use = \"Endocrine\", ncol = 1)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Features correlation plot — FeatureCorPlot","title":"Features correlation plot — FeatureCorPlot","text":"Features correlation plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Features correlation plot — FeatureCorPlot","text":"","code":"FeatureCorPlot(   srt,   features,   group.by = NULL,   split.by = NULL,   cells = NULL,   slot = \"data\",   assay = NULL,   cor_method = \"pearson\",   adjust = 1,   margin = 1,   reverse = FALSE,   add_equation = FALSE,   add_r2 = TRUE,   add_pvalue = TRUE,   add_smooth = TRUE,   palette = \"Paired\",   palcolor = NULL,   bg_color = \"grey80\",   pt.size = NULL,   pt.alpha = 1,   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   calculate_coexp = FALSE,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Features correlation plot — FeatureCorPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureCorPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Features correlation plot — FeatureCorPlot","text":"","code":"data(\"pancreas_sub\") FeatureCorPlot(pancreas_sub, features = c(\"Ghrl\", \"Gcg\", \"Ins1\", \"Ins2\"), group.by = \"SubCellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"Plotting cell points reduced 2D plane coloring according values features.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"","code":"FeatureDimPlot(   srt,   features,   reduction = NULL,   dims = c(1, 2),   split.by = NULL,   cells = NULL,   slot = \"data\",   assay = NULL,   show_stat = TRUE,   palette = ifelse(isTRUE(compare_features), \"Set1\", \"Spectral\"),   palcolor = NULL,   pt.size = NULL,   pt.alpha = 1,   bg_cutoff = 0,   bg_color = \"grey80\",   keep_scale = NULL,   lower_quantile = 0,   upper_quantile = 0.99,   lower_cutoff = NULL,   upper_cutoff = NULL,   add_density = FALSE,   density_color = \"grey80\",   density_filled = FALSE,   density_filled_palette = \"Greys\",   density_filled_palcolor = NULL,   cells.highlight = NULL,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   calculate_coexp = FALSE,   compare_features = FALSE,   color_blend_mode = c(\"blend\", \"average\", \"screen\", \"multiply\"),   label = FALSE,   label.size = 4,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   lineages = NULL,   lineages_weights = NULL,   lineages_trim = c(0.01, 0.99),   lineages_span = 0.75,   lineages_palette = \"Dark2\",   lineages_palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   lineages_linewidth = 1,   lineages_line_bg = \"white\",   lineages_line_bg_stroke = 0.5,   lineages_whiskers = FALSE,   lineages_whiskers_linewidth = 0.5,   lineages_whiskers_alpha = 0.5,   graph = NULL,   edge_size = c(0.05, 0.5),   edge_alpha = 0.1,   edge_color = \"grey40\",   hex = FALSE,   hex.linewidth = 0.5,   hex.color = \"grey90\",   hex.bins = 50,   hex.binwidth = NULL,   raster = NULL,   raster.dpi = c(512, 512),   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"srt Seurat object. features Vector features plot. Features can gene names Assay names numeric columns meta.data. reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions. split.Name column meta.data split plot . cells Subset cells plot. slot slot pull expression data ? Default data. assay assay pull expression data . NULL, use assay returned DefaultAssay. show_stat Whether show statistical information plot. palette Name color palette name collected SCP. palcolor Custom colors used create color palette. pt.size Point size plotting. pt.alpha Point transparency. bg_cutoff Background cutoff. Points feature values lower cutoff considered background colored bg_color. bg_color Color value background points. keep_scale handle color scale across multiple plots. Options : NULL (scaling): individual plot scaled maximum expression value feature condition provided 'split.'. aware setting NULL result color scales comparable plots. \"feature\" (default; row/feature scaling): plots individual feature scaled maximum expression feature across conditions provided 'split.'. \"\" (universal scaling): plots features conditions scaled maximum expression value feature highest overall expression. lower_quantile, upper_quantile, lower_cutoff, upper_cutoff Vector minimum maximum cutoff values quantile values feature. add_density Whether add density layer plot. density_color Color density contours lines. density_filled Whether add filled contour bands instead contour lines. density_filled_palette Color palette used fill contour bands. density_filled_palcolor Custom colors used fill contour bands. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. sizes.highlight Size highlighted cells. alpha.highlight Transparency highlighted cell points. stroke.highlight Border width highlighted cell points. calculate_coexp Whether calculate co-expression value (geometric mean) features. compare_features Whether show values multiple features single plot. color_blend_mode Blend mode use compare_features = TRUE label Whether feature name labeled center location cells wieh high expression. label.size Size labels. label.fg Foreground color label. label.bg Background color label. label.bg.r Background ratio label. label_insitu Whether labels feature names instead numbers. Valid compare_features = TRUE. label_repel Logical value indicating whether label repel away center location. label_repulsion Force repulsion overlapping text labels. Defaults 20. label_point_size Size center points. label_point_color Color center points label_segment_color Color line segment labels. lineages Lineages/pseudotime add plot. specified, curves fitted using loess method. lineages_trim Trim leading trailing data lineages. lineages_span parameter α controls degree smoothing loess method. lineages_palette Color palette used lineages. lineages_palcolor Custom colors used lineages. lineages_arrow Set arrows lineages. See arrow. lineages_linewidth Width fitted curve lines lineages. lineages_line_bg Background color curve lines lineages. lineages_line_bg_stroke Border width curve lines background. lineages_whiskers Whether add whiskers lineages. lineages_whiskers_linewidth Width whiskers lineages. lineages_whiskers_alpha Transparency whiskers lineages. graph Specify graph name add edges cell neighbors plot. edge_size Size edges. edge_alpha Transparency edges. edge_color Color edges. hex Whether chane plot type point hexagonal bin. hex.linewidth Border width hexagonal bins. hex.color Border color hexagonal bins. hex.bins Number hexagonal bins. hex.binwidth Hexagonal bin width. raster Convert points raster format, default NULL automatically rasterizes plotting 100,000 cells raster.dpi Pixel resolution rasterized plots, passed geom_scattermore(). Default c(512, 512). aspect.ratio Aspect ratio panel. title text title. subtitle text subtitle plot displayed title. xlab x-axis label. ylab y-axis label. legend.position position legends (\"none\", \"left\", \"right\", \"bottom\", \"top\"). legend.direction Layout items legends (\"horizontal\" \"vertical\") theme_use Theme used. Can character string theme function. example, \"theme_blank\" ggplot2::theme_classic. theme_args arguments passed theme_use. combine Combine plots single patchwork object. FALSE, return list ggplot objects. nrow Number rows combined plot. ncol Number columns combined plot. byrow Logical value indicating plots arrange row (default) column. force Whether force drawing regardless number features greater 100. seed Random seed set reproducibility","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"single ggplot object combine = TRUE; otherwise, list ggplot objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualize feature values on a 2-dimensional reduction plot — FeatureDimPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 15:36:47.022371] Start Standard_SCP #> [2023-09-08 15:36:47.022642] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:36:48.399071] Finished checking. #> [2023-09-08 15:36:48.399311] Perform ScaleData on the data... #> [2023-09-08 15:36:48.540253] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 15:36:49.471535] Perform FindClusters (louvain) on the data... #> [2023-09-08 15:36:49.605548] Reorder clusters... #> [2023-09-08 15:36:49.864943] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 15:36:59.746842] Standard_SCP done #> Elapsed time: 12.72 secs  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\")  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", bg_cutoff = -Inf)  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", theme_use = \"theme_blank\", show_stat = FALSE)  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\", theme_use = ggplot2::theme_classic, theme_args = list(base_size = 16))  FeatureDimPlot(pancreas_sub, features = \"G2M_score\", reduction = \"UMAP\") %>% panel_fix(height = 2, raster = TRUE, dpi = 30)   FeatureDimPlot(pancreas_sub, features = c(\"StandardPC_1\", \"StandardPC_2\"), reduction = \"UMAP\", bg_cutoff = -Inf)   # Label and highlight cell points FeatureDimPlot(pancreas_sub,   features = \"Rbp4\", reduction = \"UMAP\", label = TRUE,   cells.highlight = colnames(pancreas_sub)[pancreas_sub$SubCellType == \"Delta\"] )  FeatureDimPlot(pancreas_sub,   features = \"Rbp4\", split.by = \"Phase\", reduction = \"UMAP\", show_stat = FALSE,   cells.highlight = TRUE, theme_use = \"theme_blank\", legend.position = \"none\" )   # Add a density layer FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", label = TRUE, add_density = TRUE)  FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", label = TRUE, add_density = TRUE, density_filled = TRUE) #> Warning: Removed 396 rows containing missing values (`geom_raster()`).   # Chane the plot type from point to the hexagonal bin FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", hex = TRUE) #> Warning: Removed 4 rows containing missing values (`geom_hex()`).  FeatureDimPlot(pancreas_sub, features = \"Rbp4\", reduction = \"UMAP\", hex = TRUE, hex.bins = 20) #> Warning: Removed 3 rows containing missing values (`geom_hex()`). #> Warning: Removed 5 rows containing missing values (`geom_hex()`).   # Show lineages on the plot based on the pseudotime pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\")  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\", lineages_whiskers = TRUE)  FeatureDimPlot(pancreas_sub, features = \"Lineage3\", reduction = \"UMAP\", lineages = \"Lineage3\", lineages_span = 0.1)   FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\")  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", lower_quantile = 0, upper_quantile = 0.8)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", lower_cutoff = 1, upper_cutoff = 4)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", bg_cutoff = 2, lower_cutoff = 2, upper_cutoff = 4)  FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), reduction = \"UMAP\", keep_scale = \"all\")  FeatureDimPlot(pancreas_sub, c(\"Sst\", \"Ghrl\"), split.by = \"Phase\", reduction = \"UMAP\", keep_scale = \"feature\")   FeatureDimPlot(pancreas_sub,   features = c(\"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\"), pt.size = 1,   compare_features = TRUE, color_blend_mode = \"blend\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"blend\", title = \"blend\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"average\", title = \"average\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"screen\", title = \"screen\",   label = TRUE, label_insitu = TRUE )  FeatureDimPlot(pancreas_sub,   features = c(\"S_score\", \"G2M_score\"), pt.size = 1, palcolor = c(\"red\", \"green\"),   compare_features = TRUE, color_blend_mode = \"multiply\", title = \"multiply\",   label = TRUE, label_insitu = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":null,"dir":"Reference","previous_headings":"","what":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"Plotting cell points reduced 3D space coloring according gene expression cells.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"","code":"FeatureDimPlot3D(   srt,   features = NULL,   reduction = NULL,   dims = c(1, 2, 3),   axis_labs = NULL,   split.by = NULL,   slot = \"data\",   assay = NULL,   calculate_coexp = FALSE,   pt.size = 1.5,   cells.highlight = NULL,   cols.highlight = \"black\",   shape.highlight = \"circle-open\",   sizes.highlight = 2,   width = NULL,   height = NULL,   save = NULL,   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"srt Seurat object. features Vector features plot. Features can gene names Assay names numeric columns meta.data. reduction dimensionality reduction use. specified, use reduction returned DefaultReduction. dims Dimensions plot, must two-length numeric vector specifying x- y-dimensions. split.Name column meta.data split plot . slot slot pull expression data ? Default data. assay assay pull expression data . NULL, use assay returned DefaultAssay. calculate_coexp Whether calculate co-expression value (geometric mean) features. pt.size Point size plotting. cells.highlight vector cell names highlight. cols.highlight Color used highlight cells. shape.highlight Shape cell highlight. See scattergl-marker-symbol sizes.highlight Size highlighted cells. width Width pixels, defaults automatic sizing. height Height pixels, defaults automatic sizing. force Whether force drawing regardless number features greater 100.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureDimPlot3D.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"3D-Dimensional reduction plot for gene expression visualization. — FeatureDimPlot3D","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 15:37:32.152206] Start Standard_SCP #> [2023-09-08 15:37:32.152457] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 15:37:33.418763] Finished checking. #> [2023-09-08 15:37:33.419] Perform ScaleData on the data... #> [2023-09-08 15:37:33.561171] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 15:37:34.487077] Perform FindClusters (louvain) on the data... #> [2023-09-08 15:37:34.620095] Reorder clusters... #> [2023-09-08 15:37:34.851931] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 15:37:45.010524] Standard_SCP done #> Elapsed time: 12.86 secs  FeatureDimPlot3D(pancreas_sub, features = c(\"Ghrl\", \"Ins1\", \"Gcg\", \"Ins2\"), reduction = \"StandardpcaUMAP3D\")  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/>Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0.55<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:7.327<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:1.213<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br 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/>split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:3.032<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:1.214<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:1.004<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0.432<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:0.935<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:0.84<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:6.437<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:1.015<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:1.127<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGCATTCCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCTCAGGCTATCT<br />Exp:4.589<br />split.by:All_cells\",\"Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCATTCCTGC<br />Exp:0.916<br />split.by:All_cells\",\"Cell:CTCAGAATCAGGTTCA<br />Exp:0.96<br />split.by:All_cells\",\"Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCTTTCCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGAGCGTTGCC<br />Exp:1.006<br />split.by:All_cells\",\"Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AAGGCAGTCCGAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGAGTGCACCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGACTCACCAGGTC<br />Exp:1.152<br />split.by:All_cells\",\"Cell:GGGACCTAGCTGCCCA<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGAGTCTGG<br />Exp:0.925<br />split.by:All_cells\",\"Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATCGGAGCTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGACAAGGTGTG<br />Exp:2.012<br />split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:3.323<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:2.854<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0.913<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0.92<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTTTAGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATGCCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTAGTCAGCGTTCCG<br />Exp:0.991<br />split.by:All_cells\",\"Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCGGCACA<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:1.083<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:2.988<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:0.789<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:1.016<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:0.751<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0.652<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:5.828<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0.49<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:2.984<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:6.233<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:7.114<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:0.875<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0.59<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:3.35<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:3.851<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0.701<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0.807<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:1.009<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:2.366<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0.984<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:2.831<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:1.714<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0.999<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:1.515<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0.784<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:5.46<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0.904<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:1.035<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:6.15<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:0.949<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:0.938<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:1.168<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:ACTATCTTCTGCTGTC<br />Exp:0.853<br />split.by:All_cells\",\"Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTAAGAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTTCGCTAA<br />Exp:1.481<br />split.by:All_cells\",\"Cell:CCATTCGGTGCTAGCC<br />Exp:0.91<br />split.by:All_cells\",\"Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCGTAATCTATCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTCAATACGCT<br />Exp:0.844<br />split.by:All_cells\",\"Cell:GAACGGATCACAACGT<br />Exp:0.902<br />split.by:All_cells\",\"Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATACGCTA<br />Exp:3.535<br />split.by:All_cells\",\"Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTTCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTAGTCCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGAGGTCTGTTGAG<br />Exp:1.109<br />split.by:All_cells\",\"Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCAGGATCT<br />Exp:0.812<br />split.by:All_cells\",\"Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTACTTCTT<br />Exp:6.57<br />split.by:All_cells\",\"Cell:GTCCTCAAGTTCGATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTGTTTGGGCC<br />Exp:0.957<br />split.by:All_cells\",\"Cell:ACTTACTCACCGTTGG<br />Exp:4.927<br />split.by:All_cells\",\"Cell:CAGAGAGAGGACCACA<br />Exp:0.908<br />split.by:All_cells\",\"Cell:AAGACCTGTGGCTCCA<br />Exp:0.757<br />split.by:All_cells\",\"Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGATCATCTCGATGA<br />Exp:0.588<br />split.by:All_cells\",\"Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGTCAGTGCAT<br />Exp:1.09<br />split.by:All_cells\",\"Cell:CGGAGCTGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTATCTTCATGTAGC<br />Exp:5.85<br />split.by:All_cells\",\"Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells\",\"Cell:GTCAAGTAGTATCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACAGTCACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:3.257<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:5.136<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:6.653<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0.842<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.53<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:3.589<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:5.156<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br />Exp:5.484<br />split.by:All_cells\",\"Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATGTTAAAGAC<br />Exp:0.947<br />split.by:All_cells\",\"Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCGGAATCT<br />Exp:1.046<br />split.by:All_cells\",\"Cell:ACTGATGGTCGACTGC<br />Exp:0.921<br />split.by:All_cells\",\"Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACAGCCACCTG<br />Exp:5.314<br />split.by:All_cells\",\"Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTAGCGTAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCGTGCAGACA<br />Exp:6.473<br />split.by:All_cells\",\"Cell:ATGTGTGAGTTTGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:5.872<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:3.411<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:1.036<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0.993<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:6.419<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0.937<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:2.554<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:2.015<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:0.84<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:1.117<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:1.355<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:3.673<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:2.156<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:4.391<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGCATTCCTCG<br />Exp:0.497<br />split.by:All_cells\",\"Cell:AACACGTGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCTCAGGCTATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTAGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGCACACATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGCCACACGCTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCATTCCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAGGTTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGACAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCTTTCCTC<br />Exp:4.099<br />split.by:All_cells\",\"Cell:GATCGCGAGCGTTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCACAGGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTCGGTCTGCTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCACGGCATACTACG<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AAGGCAGTCCGAGCCA<br />Exp:0.89<br />split.by:All_cells\",\"Cell:GGACAGATCCTGCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTGTCCATCCT<br />Exp:0.822<br />split.by:All_cells\",\"Cell:AACTTTCCACTGCCAG<br />Exp:0.901<br />split.by:All_cells\",\"Cell:ACCAGTAGTCATGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGAGTGCACCAC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:AACACGTGTGACTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTGCGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGACTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCAAACAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTACATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGAGTCTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCGTTGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATCGGAGCTGCAAG<br />Exp:1.203<br />split.by:All_cells\",\"Cell:TGCACCTAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGACAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0.988<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0.927<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:1.137<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:5.416<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:4.596<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0.903<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:6.061<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:5.461<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:1.089<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:1.113<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0.872<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:1.08<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0.599<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0.601<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAAGATCCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAGTTCTTTAGGG<br />Exp:5.028<br />split.by:All_cells\",\"Cell:CAGTAACCATGCCTAA<br />Exp:0.861<br />split.by:All_cells\",\"Cell:AGTAGTCAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTGTATATCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTGTGATAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCGGCACA<br />Exp:4.124<br />split.by:All_cells\",\"Cell:TGCGTGGTCTTTACGT<br />Exp:0.968<br />split.by:All_cells\",\"Cell:CATCAGATCATCGCTC<br />Exp:1.577<br />split.by:All_cells\",\"Cell:CTTGGCTCATCCCACT<br />Exp:4.219<br />split.by:All_cells\",\"Cell:AGCATACGTCGCGAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTTCTATCAACGGCC<br />Exp:3.683<br />split.by:All_cells\",\"Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAATCGAAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGACCTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTACACATATGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGATCAGTCAGT<br />Exp:0.939<br />split.by:All_cells\",\"Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAGGAGAAACCTA<br />Exp:4.766<br />split.by:All_cells\",\"Cell:GAAATGATCTTCAACT<br />Exp:2.499<br />split.by:All_cells\",\"Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCACCTCATGCAAC<br />Exp:4.628<br />split.by:All_cells\",\"Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTACGCACC<br />Exp:4.64<br />split.by:All_cells\",\"Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATAGTCATTGCGA<br />Exp:6.349<br />split.by:All_cells\",\"Cell:CTGAAACGTATGGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCAGTCTCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGTCCATAACCTG<br />Exp:0.913<br />split.by:All_cells\",\"Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACCGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGGTCATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATAGTTATCGC<br />Exp:1.182<br />split.by:All_cells\",\"Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCGAACACGGTAGA<br />Exp:0.778<br />split.by:All_cells\",\"Cell:TTCTCAATCACTCCTG<br />Exp:2.013<br />split.by:All_cells\",\"Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCGACGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCAGACTAAGT<br />Exp:6.37<br />split.by:All_cells\",\"Cell:TACGGGCAGATTACCC<br />Exp:0.862<br />split.by:All_cells\",\"Cell:AACTCTTCATTTGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGTCGCCGTGA<br />Exp:2.757<br />split.by:All_cells\",\"Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTCCTAGCG<br />Exp:0.741<br />split.by:All_cells\",\"Cell:AAGGCAGCAGTACACT<br />Exp:1.142<br />split.by:All_cells\",\"Cell:TGGTTCCTCAACCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCATAAGAATGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGCACGAAATA<br />Exp:5.525<br />split.by:All_cells\",\"Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCGGCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTAGATCGATA<br />Exp:0.938<br />split.by:All_cells\",\"Cell:CGTTCTGTCACAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTCAGCTAT<br />Exp:1.021<br />split.by:All_cells\",\"Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTCCTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCGGAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGGCCAACTGGCC<br />Exp:5.981<br />split.by:All_cells\",\"Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCAGCAACGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0.964<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0.528<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:1.742<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0.896<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:5.63<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0.587<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:5.36<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:6.144<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:5.156<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:1<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:5.796<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:1.104<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0.699<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:6.552<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0.556<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:1.765<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:1.046<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0.878<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:1.058<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:4.222<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0.996<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:3.386<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:0.874<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:5.28<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0.737<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:1.186<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:0.91<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0.9<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0.887<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0.81<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:6.839<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:1.127<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:0.791<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:1.073<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0.942<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:5.049<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:1.027<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:7.169<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0.815<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:4.114<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0.575<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0.899<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:0.99<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:5.145<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:5.732<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:0.916<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0.794<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:2.825<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:6.059<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:4.643<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0.963<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:4.015<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0.93<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:1.311<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:5.314<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:1.839<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0.995<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:1.338<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:6.059<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:4.824<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:1.323<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:5.795<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:6.468<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:2.958<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:1.4<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:1.116<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0.745<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:6.055<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br 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/>split.by:All_cells\",\"Cell:GATCGCGAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGTGGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTAAGAGAG<br />Exp:5.984<br />split.by:All_cells\",\"Cell:CATCAGAGTTCGCTAA<br />Exp:5.254<br />split.by:All_cells\",\"Cell:CCATTCGGTGCTAGCC<br />Exp:6.46<br />split.by:All_cells\",\"Cell:CCACTACTCTTTAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTGAAATCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCGTAATCTATCCCG<br />Exp:0.584<br />split.by:All_cells\",\"Cell:ACTTACTCAATACGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGATCACAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAAGTCTAGCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTGTTACGCGC<br />Exp:2.533<br />split.by:All_cells\",\"Cell:CAAGAAACACTAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATGTCTAACGT<br />Exp:1.42<br />split.by:All_cells\",\"Cell:CAGCTAACAACACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACCATACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAGCCAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTATCCGTATAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTTCAGTTCGA<br />Exp:5.216<br />split.by:All_cells\",\"Cell:AGTAGTCCACATGACT<br />Exp:0.884<br />split.by:All_cells\",\"Cell:AGTGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAAGCAGATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCAGGATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCCAAGTCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTACTTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCAAGTTCGATC<br />Exp:3.02<br />split.by:All_cells\",\"Cell:GCCAAATGTAAACACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTGTTTGGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTACTCACCGTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGAGGACCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTGTGGCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCCACAGTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGATCATCTCGATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTTCCGGTCAGCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTTCGCACTCT<br />Exp:0.924<br />split.by:All_cells\",\"Cell:GTAACTGTCAGTGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTACGGAG<br />Exp:4.731<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGCATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCCAAGTCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTATCTTCATGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAAAAGACAGACC<br />Exp:0.799<br />split.by:All_cells\",\"Cell:GTCAAGTAGTATCGAA<br />Exp:6.515<br />split.by:All_cells\",\"Cell:TCAGGTACAGTCACTA<br />Exp:6.334<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:4.903<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0.734<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:3.131<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0.691<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:0.943<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:5.825<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0.887<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:1.015<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br />Exp:1.021<br />split.by:All_cells\",\"Cell:GGAACTTGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGTCCAAATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGATCTAGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGTCACTATTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCACTGTGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGCAGTCTCTTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCGACTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGTAACAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGAGTGCAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGCTGTGTTGTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGTCCGCAATTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCTCTGAAAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCAGTAGCGTAATA<br />Exp:1.351<br />split.by:All_cells\",\"Cell:GTCATTTGTCTCAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTAACCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGAAGAGCAGGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATAAGTCTGATACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCACCGAATT<br />Exp:6.297<br />split.by:All_cells\",\"Cell:CAGGTGCAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCGTGCAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGTTTGCGT<br />Exp:1.18<br />split.by:All_cells\",\"Cell:TCTATTGCAGTAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAATCGGATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTTCAGCTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCCTAGTATCGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGCTAGACTTGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCAGTGTATGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATAGAAAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCAGGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGTCCTACAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGATGTCGCATGGC<br />Exp:1.111<br />split.by:All_cells\",\"Cell:TGCCCTACAATCACAC<br />Exp:0.897<br />split.by:All_cells\",\"Cell:CCCATACTCGTGGACC<br />Exp:1.011<br />split.by:All_cells\",\"Cell:GACTAACCATGAGCGA<br />Exp:4.91<br />split.by:All_cells\",\"Cell:TCACAAGAGCCACTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCACATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCAGGAATGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCATGTAAGAATCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGTCACGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGCGTCTGGAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAAGAGGTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTACTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCGTTTAGG<br />Exp:0.967<br />split.by:All_cells\",\"Cell:GCATGCGCAAATTGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAACGACACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGATCATGTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCTTCTGGC<br />Exp:7.089<br />split.by:All_cells\",\"Cell:CTCAGAATCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCCATCATGGTAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGTTCCATGAGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCAACACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCAGCAGAGGTACC<br />Exp:1.007<br />split.by:All_cells\",\"Cell:ATCATGGGTTCTCATT<br />Exp:6.82<br />split.by:All_cells\",\"Cell:CTAGCCTGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGGTCTCCACT<br />Exp:6.297<br />split.by:All_cells\",\"Cell:GCATGATCATGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTATCCCATTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGAAGCTAGGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTCGAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATGTACGAAAT<br />Exp:0.566<br />split.by:All_cells\",\"Cell:GTATTCTTCAGGTAAA<br />Exp:0.666<br />split.by:All_cells\",\"Cell:TACCTATGTAACGTTC<br />Exp:1.36<br />split.by:All_cells\",\"Cell:TCACAAGCAACGATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTTCAGCACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAACATGACATC<br />Exp:0.699<br />split.by:All_cells\",\"Cell:CTAAGACGTACTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGGCTCAGTGTTG<br />Exp:3.925<br />split.by:All_cells\",\"Cell:CCAGCGACAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGAGGAGCCAGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGACACAACTGT<br />Exp:0.685<br />split.by:All_cells\",\"Cell:CTTTGCGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAAGTCCGGTC<br />Exp:1.029<br />split.by:All_cells\",\"Cell:GGGATGATCTGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACATCCTAGA<br />Exp:0.845<br />split.by:All_cells\",\"Cell:GCACATATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACCAGATGGGT<br />Exp:6.43<br />split.by:All_cells\",\"Cell:TGCCCTATCATAAAGG<br />Exp:5.821<br />split.by:All_cells\",\"Cell:ACTGTCCAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCACTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GACAGAGCAGTCAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTGTCACACGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGCAGCGATCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTATTG<br />Exp:0.891<br />split.by:All_cells\",\"Cell:AGATTGCCACCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:6.856<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:1.507<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:AACACGTAGTAATCCC<br />Exp:0.911<br />split.by:All_cells\",\"Cell:GATCTAGCATCACCCT<br />Exp:0.702<br />split.by:All_cells\",\"Cell:GGCTCGACAGCTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTAGTTAGAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAAGCCAGTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGGTAAGTAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAGAGTCAGCTAT<br />Exp:6.368<br />split.by:All_cells\",\"Cell:ACTTTCAAGGATATAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTATAATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCATGCGCAC<br />Exp:5.618<br />split.by:All_cells\",\"Cell:AGCGTATCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCGTAGCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGTGCTCAGCTCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCAAGAAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTTCGAGCGTGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGACACGGTAAG<br />Exp:0.825<br />split.by:All_cells\",\"Cell:CAACCAAAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAAGTGGTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAATGTAGTTCCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGACAATCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTTCCAGTATG<br />Exp:1.169<br />split.by:All_cells\",\"Cell:TTCTTAGTCGGCGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGATCTGACCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGTACTGTTCCACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGGATGGAA<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CTTACCGCAAAGTCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAATCGTCTGAA<br />Exp:1.217<br />split.by:All_cells\",\"Cell:CTCGTCATCGGTCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTAAGCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAATCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGCGTCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCGTATTCGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:CTTAACTGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTTCTATCAACGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTGACAAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCGTTATGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTAGGTGCTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAATCGAAA<br />Exp:0.772<br />split.by:All_cells\",\"Cell:CCTACACAGATCCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTACAAGCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTACAGTCTTGAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGACCTTTG<br />Exp:4.507<br />split.by:All_cells\",\"Cell:GACTACACATATGAGA<br />Exp:0.488<br />split.by:All_cells\",\"Cell:TGTGGTAAGTGGTCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGATCAGTCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGAGGAGAAACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGATCTTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTAGTCGGGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCACCTCATGCAAC<br />Exp:5.662<br />split.by:All_cells\",\"Cell:CGACCTTCACACAGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTACGCACC<br />Exp:4.934<br />split.by:All_cells\",\"Cell:GCACTCTTCCGGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCTCTCTTATG<br />Exp:5.585<br />split.by:All_cells\",\"Cell:CACATAGTCATTGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTATGGTTC<br />Exp:1.378<br />split.by:All_cells\",\"Cell:CGTGAGCAGTCTCAAC<br />Exp:0.735<br />split.by:All_cells\",\"Cell:CCTTTCTTCTTCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACGTAGCGCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGAACGTCCGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTATCAGCTCCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGTCCATAACCTG<br />Exp:6.191<br />split.by:All_cells\",\"Cell:GTGCAGCTCGTTTATC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCAGCGTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACCGTTA<br />Exp:0.683<br />split.by:All_cells\",\"Cell:CGATTGAAGTTAGCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCCAGTATCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCAGGTCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGGTCATCT<br />Exp:5.53<br />split.by:All_cells\",\"Cell:CAAGGCCTCGTACCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAAACTTCGGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGACCTGTTGGACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCATCGGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTAGCAGTCGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATAGTTATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTGCGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCACGAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTGTAGTGAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTTGCTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCCGAACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAATCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGTCCCTAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCGACGGAA<br />Exp:1.197<br />split.by:All_cells\",\"Cell:AAATGCCAGACTAAGT<br />Exp:2.681<br />split.by:All_cells\",\"Cell:TACGGGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTCATTTGCCC<br />Exp:1.03<br />split.by:All_cells\",\"Cell:CAGCTGGTCGCCGTGA<br />Exp:1.045<br />split.by:All_cells\",\"Cell:CACATAGAGGGAAACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCCGCATCGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGCAGCAGTACACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGTTCCTCAACCATG<br />Exp:4.036<br />split.by:All_cells\",\"Cell:GTGTTAGAGTTTCCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTAGTACTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTGTATAGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCATAAGAATGTTG<br />Exp:0.667<br />split.by:All_cells\",\"Cell:GGACATTAGAAACCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAGTGGCAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACTCGCGCCAA<br />Exp:6.224<br />split.by:All_cells\",\"Cell:GAATAAGCACGAAATA<br />Exp:0.705<br />split.by:All_cells\",\"Cell:CATGACACATCCGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGGGTGTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTTCGGCGCAT<br />Exp:0.814<br />split.by:All_cells\",\"Cell:ACTGTCCGTGCGATAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTGGGGTTTAAGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGTCTGGTTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGCGTAGATCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGTCACAATGC<br />Exp:1.062<br />split.by:All_cells\",\"Cell:GGGACCTGTCAGCTAT<br />Exp:4.437<br />split.by:All_cells\",\"Cell:ATGCGATAGAAACGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTCCTTC<br />Exp:1.249<br />split.by:All_cells\",\"Cell:CCACCTATCGGAAACG<br />Exp:6.458<br />split.by:All_cells\",\"Cell:CGATGGCCAACTGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAGTAGCCTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTGGTGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCTCAAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCCAAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCAGCAACGGT<br />Exp:1.062<br />split.by:All_cells\",\"Cell:CCTACACCATTATCTC<br />Exp:0.975<br />split.by:All_cells\",\"Cell:CTGAAACTCTGTTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCTCCGCATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACGGCGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCACATGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATCTGTAGGACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCATATGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAAGATCCCAT<br />Exp:6.476<br />split.by:All_cells\",\"Cell:CATCCACGTTACGACT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGCACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCAGCCGTCGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCAATCCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTCAATGAAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCTTCTCACGACTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGAACAACT<br />Exp:1.071<br />split.by:All_cells\",\"Cell:CTACACCCATCAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTGTCGGCTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTTCATCAGTTCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAGACCAGTGATCGG<br />Exp:2.536<br />split.by:All_cells\",\"Cell:GACACGCAGTATGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCCATGATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACTCAGTCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTATGCTCACTACAGT<br />Exp:1.916<br />split.by:All_cells\",\"Cell:GATCAGTTCCCGGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCTAGGTGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTGGTTTG<br />Exp:2.205<br />split.by:All_cells\",\"Cell:TTGGCAATCGAACGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTTACGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTCAACTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCAAGTCAAAGTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGGTCTAGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCCAGTTGTGCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTCTACGTTTAGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGCACATTTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCCTGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGAGCCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCAGCGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACGTTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTTCATTCACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTATCCCTCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGCCAGT<br />Exp:1.134<br />split.by:All_cells\",\"Cell:GTGCGGTTCTGATTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGGGTCACGAGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGGTCTAGCCG<br />Exp:3.255<br />split.by:All_cells\",\"Cell:TCACGAACAGGCGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAACATTCACAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTATTGTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCAAGACACTAA<br />Exp:0.995<br />split.by:All_cells\",\"Cell:GCGAGAAGTGGGTATG<br />Exp:1.181<br />split.by:All_cells\",\"Cell:TTCTCAAAGTACGCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGTCTGTTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGAGCTATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATACAGTCATCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCGTTCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCACGAGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGAGGCACATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATTCGGGAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAATCGCAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGCATACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGTGCGTGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACACGTTCCGCGCAA<br />Exp:0.873<br />split.by:All_cells\",\"Cell:CCTTCCCCAAAGTGCG<br />Exp:0.81<br />split.by:All_cells\",\"Cell:GTAACTGAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCATACCAATGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAAGGTGGTCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTGTCTCGTTC<br />Exp:5.921<br />split.by:All_cells\",\"Cell:CTGATAGAGCTCAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTTTCCTCGTCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTCGATCTCCAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGGTGAGTCCGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAACATGGTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCATTAGGGTCTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCATCACCAGGC<br />Exp:0.996<br />split.by:All_cells\",\"Cell:GTACTTTCATGGTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGCAAAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGTCTGGTTCC<br />Exp:4.545<br />split.by:All_cells\",\"Cell:TAGACCATCTTATCTG<br />Exp:2.727<br />split.by:All_cells\",\"Cell:AGACGTTAGCCGATTT<br />Exp:6.203<br />split.by:All_cells\",\"Cell:GAACCTACAGCGATCC<br />Exp:4.692<br />split.by:All_cells\",\"Cell:CCAATCCAGAGTAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGGTACAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGGTGCGTACAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCCTATCTCACATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGCACCAGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTACCCATAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATTCAGAGTACGTTC<br />Exp:6.885<br />split.by:All_cells\",\"Cell:CGGACTGCATCCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCATTCTGCGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACCCAGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCCAGAGCTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCACACGGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGAGGAATTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TACAGTGAGCGTTTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATTGAAGTCTTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGGTCGTCACAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCTCGTCACGTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTCTCTCAGCATACT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTTGAACATTTGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCTTGTTAAAGAC<br />Exp:0.539<br />split.by:All_cells\",\"Cell:GCTCTGTTCGCTTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTAGGTTCCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTTTAGATATGCA<br />Exp:1.16<br />split.by:All_cells\",\"Cell:ATGTGTGTCAAAGACA<br />Exp:0.913<br />split.by:All_cells\",\"Cell:TCAGATGGTAGATTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTCCCAAGTTTAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATCCTCAGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAAGACTCACTCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCTTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTAGCGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAACAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCAGATGGGTC<br />Exp:4.965<br />split.by:All_cells\",\"Cell:GGAAAGCGTACGCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATTTCAGG<br />Exp:6.664<br />split.by:All_cells\",\"Cell:CCCTCCTGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGCAGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGGTAACAGGGTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTCACCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTAGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGACGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTGTCTTCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATAAGAGTCCACGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAAGTAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGAGGTAAACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTGTCGGCTCA<br />Exp:0.459<br />split.by:All_cells\",\"Cell:ACGAGCCCACTCTGTC<br />Exp:0.961<br />split.by:All_cells\",\"Cell:GCATGTATCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACAGATGGGTC<br />Exp:3.575<br />split.by:All_cells\",\"Cell:CGCGTTTGTATTACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGGTGTTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCAGCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACAGTATCAGAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCGAAGTCAACGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCAGATTACCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGGTGATGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCATGGTCCAGAGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTTGACAGTAAGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAGTAGCGTCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGACGCTCTTGTTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGGTCACCTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCAGGCAAACGCGA<br />Exp:6.355<br />split.by:All_cells\",\"Cell:CGTCACTGTCAGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGACCACACGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATGTCGTTTGCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCCAAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCAGAGGTAGCCA<br />Exp:6.37<br />split.by:All_cells\",\"Cell:ACAGCCGAGAGAACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGAGCTGTTCTGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACTAGAGCTTCGCG<br />Exp:0.924<br />split.by:All_cells\",\"Cell:CGGACTGCAGCCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACGTCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGTCCGAGTTACCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCGTCTTGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCGGGATGTACCGCTG<br />Exp:0.641<br />split.by:All_cells\",\"Cell:CATCCACAGTCACGCC<br />Exp:0.458<br />split.by:All_cells\",\"Cell:CGCTATCCAGGCAGTA<br />Exp:1.004<br />split.by:All_cells\",\"Cell:TCAGGTACACTGTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCTCGTATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGACGTAGACAGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTTGGTTCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGGGTCGTCCAGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCATCCATGACATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGTGGCACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCCACTTCTGAGGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCTCGTTGCCT<br />Exp:0.932<br />split.by:All_cells\",\"Cell:ACGATGTTCGCAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACAACTCGCACTCT<br />Exp:1.069<br />split.by:All_cells\",\"Cell:GACGCGTCATTTCAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATATGGTCAACACAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGAGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGTGTCCAGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATGCTAAGCGATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGCACTTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTCAACAGTTTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACAAGAGCATGGCA<br />Exp:2.05<br />split.by:All_cells\",\"Cell:GGAATAACACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATGTTAAAGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGACCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGAAGCACTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCCCAGTACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTAGAAGTATCTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTATTACAAACGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCTTAGATCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCAAGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATCTTGTACTCAAC<br />Exp:6.376<br />split.by:All_cells\",\"Cell:TGCTACCCAGGGCATA<br />Exp:0.828<br />split.by:All_cells\",\"Cell:GGAACTTAGGTTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCAGCTAGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAGGACGTTCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGCGCATCACATAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGAGGAATGGA<br />Exp:0.87<br />split.by:All_cells\",\"Cell:ATTATCCCAACTGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCAACTGCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAACGGGCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAAGTCATCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AAATGCCCACCAACCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCGCTTGTC<br />Exp:5.968<br />split.by:All_cells\",\"Cell:GGTGTTACACCTCGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGCAAGTCTGT<br />Exp:1.2<br />split.by:All_cells\",\"Cell:CGGACTGTCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACCAGTAGTTCGTTGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCATAGTAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGGTTCAAATTGCC<br />Exp:0.83<br />split.by:All_cells\",\"Cell:ATTGGTGGTACTTGAC<br />Exp:0.906<br />split.by:All_cells\",\"Cell:GCCTCTAAGAGTTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGCTAGGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGATGAGTCATGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTACTCCCACGTCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGAGGAATCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCGATAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTAATTCAGCGACC<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCAGAACAATC<br />Exp:1.023<br />split.by:All_cells\",\"Cell:AACCATGGTTGAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCATAGTAATAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTTCCTCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCTGGCGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCACGATCACGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:1.136<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:1.195<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0.668<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0.814<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:6.505<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:1.01<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:6.843<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:6.682<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:1.584<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0.724<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:6.219<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:1.064<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0.589<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:5.62<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:4.867<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:6.057<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:1.002<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.082<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0.649<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:7.095<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:5.09<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0.533<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:1.333<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:2.056<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:4.89<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:3.706<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:4.696<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:4.66<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0.762<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:3.856<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:1.589<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:5.286<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:5.89<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:4.6<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:2.114<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:4.027<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0.865<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:1.393<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:3.755<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:4.222<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0.882<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:2.609<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:2.134<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:1.379<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:4.636<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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/>Exp:0<br />split.by:All_cells\",\"Cell:TATCTCACATTGTGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGCGAGACTGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGATGTGTCGCGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTGGTTCCCAGGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGATGTTAGTAAGTAC<br />Exp:1.404<br />split.by:All_cells\",\"Cell:CAGAATCCACAAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACTGGTCACTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTTTCGTGGTCCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCAATCCGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTCCTCAGTGTCCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATTACCGTTGAGTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTTTCATCAGAGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGTGCTCGCCTGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGTACCCATATACGC<br />Exp:0.969<br />split.by:All_cells\",\"Cell:TGGTTCCGTTGATTCG<br />Exp:0.55<br />split.by:All_cells\",\"Cell:AGAGCTTCATTCGACA<br />Exp:7.327<br />split.by:All_cells\",\"Cell:GGTGTTACATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTCTGACATCGGTTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCTACGCACTAAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGGTGAAGGCT<br />Exp:1.213<br />split.by:All_cells\",\"Cell:ACGTCAACAGACAAAT<br />Exp:0.771<br />split.by:All_cells\",\"Cell:TCGAGGCAGTTAACGA<br />Exp:0.791<br />split.by:All_cells\",\"Cell:CAAGTTGTCTAACTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTAGGGTATCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTTGCGGTACTTGAC<br />Exp:0.946<br />split.by:All_cells\",\"Cell:AGAGCTTTCTTGAGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCACATAAGCAATATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGTGACATA<br />Exp:1.032<br />split.by:All_cells\",\"Cell:TGTGGTACAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAGAGACAGTAGAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACATTTTCGAGGTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTCAATGGTCT<br 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/>split.by:All_cells\",\"Cell:AGTGTCACACCAGGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCAGGGTACCTACA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATTCAGAGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACCTATCTAAGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GACTGCGGTCGCCATG<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAACAGCCTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTGGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAATGGCATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGATCAATCTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTTCGTACGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTCCCAGAGGATTCGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTCATCTCCCA<br />Exp:1.023<br />split.by:All_cells\",\"Cell:GTGCGGTAGTGAATTG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACCTATGTCCAACTA<br />Exp:1.117<br />split.by:All_cells\",\"Cell:TACTTGTAGACAAAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCCTCACACCACGTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:TTGTAGGGTTACGGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGTGAAGGTGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACACCCAGGGCATA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCGTTATCCGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGCCGCTCTTGCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTCCAGG<br />Exp:5.419<br />split.by:All_cells\",\"Cell:AAGTCTGGTCTCCATC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGGAGTGTGTAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCTATCAGGTGATAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTCTTAGCTAACAA<br />Exp:3.24<br />split.by:All_cells\",\"Cell:GTGTGCGGTAGTACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGTCTGCAGCAGTTT<br />Exp:7.232<br />split.by:All_cells\",\"Cell:CGTAGGCCAACACCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACTCTACCTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCGAAAGATGTTAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GCAATCACAGCTGCTG<br />Exp:0<br 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/>split.by:All_cells\",\"Cell:GAGCAGAGTTTGCATG<br />Exp:0.722<br />split.by:All_cells\",\"Cell:TGCACCTAGATAGTCA<br />Exp:1.147<br />split.by:All_cells\",\"Cell:CAGCCGAAGTGACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCTGGTATG<br />Exp:0.654<br />split.by:All_cells\",\"Cell:AGCTCCTAGTACACCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTAGCGATGAC<br />Exp:0.562<br />split.by:All_cells\",\"Cell:TCCACACTCACGATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTGGGTCTAACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCAGAATCAACACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTTAGGACATCTATGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGAGCGAAGTAGATGT<br />Exp:1.399<br />split.by:All_cells\",\"Cell:ATCTACTGTGAACCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGATGTAGTGGTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAGCCTGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTGAGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTTCGTGACAT<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATTGCTCCATGAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAGTACCGAGA<br />Exp:0.993<br />split.by:All_cells\",\"Cell:ACTGAGTGTTTCGCTC<br />Exp:1.02<br />split.by:All_cells\",\"Cell:AGAGCGATCTCTTGAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAGCAGTCAAGGCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTCGTAAAGGTGATTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACTCAGGCGCTCT<br />Exp:0.998<br />split.by:All_cells\",\"Cell:TGGGAAGGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGCGGTACATTAGGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAAAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGCCTGTTCGTCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGGTCTTCGTTACAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAAAGCTGGAAC<br />Exp:1.688<br />split.by:All_cells\",\"Cell:CGGTTAAAGTAGCGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAACGGAAGGAGCGAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTTACGCAAGGTGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCACCACGAAGCA<br />Exp:6.434<br />split.by:All_cells\",\"Cell:CAACCTCGTCTAAACC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCGGTCGTACCGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTCATCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGTGGCAGTATAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCCGATGTCAAACTC<br />Exp:0.859<br />split.by:All_cells\",\"Cell:TTCTACAGTGTTGAGG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAAGTAGAGCGCCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGATCAGTCGATT<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGGCAACATCATCCC<br />Exp:6.189<br />split.by:All_cells\",\"Cell:TTTATGCTCCATTCTA<br />Exp:1.042<br />split.by:All_cells\",\"Cell:AACTTTCAGGCATTGG<br />Exp:0.98<br />split.by:All_cells\",\"Cell:GCCTCTAGTGACTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGGGTCAGATGGCGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGTAGTGTGCCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGCTCAGATATGCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTTCGTGGGAA<br />Exp:1.244<br />split.by:All_cells\",\"Cell:AAGCCGCAGGAGTTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGAAACAGGAGTAGA<br />Exp:1.064<br />split.by:All_cells\",\"Cell:CATGGCGAGCCCTAAT<br />Exp:0.973<br />split.by:All_cells\",\"Cell:ACATGGTCAAGGACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCGTGTGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTGCTCCTCTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTAACTCCAAAGAATC<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTCTGTAGCCACCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGTGTGCATGGGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGAGCTCACAGGCC<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGAACGTCATCGATG<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGACCTAGGTGTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGGTACACGGCCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTAATCCATGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGCATCAGTAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGATGAAGGGCATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACGTTCCGTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGAGGACATGGTTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ATCTGCCGTCAGAAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGAGCAATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACAACACACTGCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGGCATTCGTTGCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCTAATCAAAGACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCCTGTCAGATAA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGATCTGTCGATCCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCTTGCAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGACTAGCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTTCTCGCTTG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTACGTCAGTCTCGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCCACTCTTCTGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATACAGATCTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CACACCTCACTGCCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGTACCAATGGATA<br />Exp:0<br />split.by:All_cells\",\"Cell:ACACCAAAGTAGGCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TACACGAGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCTGCGAAGTATTGGA<br />Exp:0<br />split.by:All_cells\",\"Cell:AGACGTTTCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGAGAGGTGTGAATA<br />Exp:6.287<br />split.by:All_cells\",\"Cell:GCACTCTGTCTGCAAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGGTACAAGACGTG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTCACGACGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TATGCCCTCTTACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTCATGTTGAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTCTTTCACGGACAA<br />Exp:1.548<br />split.by:All_cells\",\"Cell:GTCGGGTGTGCAACTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGAGATCGTAGGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCTACGTTTCCACC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCTAGCTCAGACTCGC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGCTCTCAGACATAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAGGAGTGGAGAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTGATAGTCGGCTACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TTGTAGGGTTGTTTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CGAGCACGTCCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:CATGACAGTCATGCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GACCAATAGAATGTGT<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCGACCATATGGTC<br />Exp:1.128<br />split.by:All_cells\",\"Cell:TGCTGCTGTCCGTCAG<br />Exp:0<br />split.by:All_cells\",\"Cell:TCAGATGCACTCGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TATCAGGGTCGAATCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAATGGTCGGCTCA<br />Exp:0.847<br />split.by:All_cells\",\"Cell:TAGTTGGAGTCAAGCG<br />Exp:0.954<br />split.by:All_cells\",\"Cell:TACCTATTCGTTACGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTCACTCAAAGGTGC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGGGAAGCCGGTAA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTGTCTTCCTTTCGG<br />Exp:0.593<br />split.by:All_cells\",\"Cell:TGATTTCAGTGGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CTAACTTAGATCACGG<br />Exp:0<br />split.by:All_cells\",\"Cell:CATCAGAGTCCGAATT<br />Exp:1.335<br />split.by:All_cells\",\"Cell:GAAATGATCGTCCGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTTCCACTCCA<br />Exp:6.131<br />split.by:All_cells\",\"Cell:GTTCGGGAGGCAATTA<br />Exp:1.659<br />split.by:All_cells\",\"Cell:GCGCCAATCGGACAAG<br />Exp:0<br />split.by:All_cells\",\"Cell:AGTGGGATCAACTCTT<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACTTCGTTGATTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCAGTGTAACGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGAGCCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TTTGCGCTCTTCCTTC<br />Exp:7.138<br />split.by:All_cells\",\"Cell:ACTGATGGTTCCTCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AAGGAGCAGTACATGA<br />Exp:0<br />split.by:All_cells\",\"Cell:CAGCTAAAGCGCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:TACTTACGTGTGGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGCGATTCGCGTAGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ATTGGACAGTCAAGGC<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCCAGTCCGCTGTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TGCGGGTAGACGCACA<br />Exp:0<br />split.by:All_cells\",\"Cell:ATGAGGGGTTCTGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGACCTTAGCTGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTGTGCCTGCA<br />Exp:1.097<br />split.by:All_cells\",\"Cell:GCTCTGTAGCTGAACG<br />Exp:0<br />split.by:All_cells\",\"Cell:GTATTCTAGGTGCTTT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTGGAATCGGTGTCG<br />Exp:0<br />split.by:All_cells\",\"Cell:GACGTTAAGACGCAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:AGGCCGTAGAGGACGG<br />Exp:0.672<br />split.by:All_cells\",\"Cell:ATGAGGGCAAGGTTTC<br />Exp:0<br />split.by:All_cells\",\"Cell:GTGCGGTCAAAGCAAT<br />Exp:1.222<br />split.by:All_cells\",\"Cell:CATCGGGTCATTTGGG<br />Exp:2.378<br />split.by:All_cells\",\"Cell:ACATACGGTAAACACA<br />Exp:1.008<br />split.by:All_cells\",\"Cell:CTGCTGTGTTATCACG<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGAGCTAGTGCCATT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACGGAGTCTCTTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:CCATTCGCATGAAGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CATTCGCTCTGCTGCT<br />Exp:0.872<br />split.by:All_cells\",\"Cell:ACGATGTTCTGCTGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAGTCACCATCCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TAGTTGGGTACCGTAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GCGCAACCAACACCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCAGCGAGTACCGTAT<br />Exp:0.797<br />split.by:All_cells\",\"Cell:AGCGTATCATCTCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:AATCGGTTCCAAACTG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGCAGCCATTCTCAT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAATGAATCCTGTAGA<br />Exp:1.277<br />split.by:All_cells\",\"Cell:GGAAAGCTCTCGGACG<br />Exp:0<br />split.by:All_cells\",\"Cell:ACTGATGGTCCGACGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GTAACGTCAGCCTATA<br />Exp:0<br />split.by:All_cells\",\"Cell:GGGAGATAGCGTTCCG<br />Exp:0<br />split.by:All_cells\",\"Cell:TACGGATTCTAACTCT<br />Exp:0<br />split.by:All_cells\",\"Cell:GAAATGACATCTACGA<br />Exp:0.855<br />split.by:All_cells\",\"Cell:GTGTGCGTCTCTGAGA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCTCATAGTTACCAGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACGTCAACACGGTGTC<br />Exp:1.356<br />split.by:All_cells\",\"Cell:ACTGATGTCTAGAGTC<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTATTCCAATGACCT<br />Exp:0.598<br />split.by:All_cells\",\"Cell:AGGGAGTAGCTAGCCC<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACAGAGCTGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GGCAATTTCCGAATGT<br />Exp:0<br />split.by:All_cells\",\"Cell:GATCGTAGTCCTAGCG<br />Exp:0.701<br />split.by:All_cells\",\"Cell:TGAGCATCAAGCCGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:AACTGGTGTACAGTGG<br />Exp:0<br />split.by:All_cells\",\"Cell:TGTGTTTAGCAGGCTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CCACTACGTTAAGAAC<br />Exp:0<br />split.by:All_cells\",\"Cell:GGAAAGCAGGCATGGT<br />Exp:0<br />split.by:All_cells\",\"Cell:ACAGCTATCGAGCCCA<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGAAAGTAAAGTCA<br />Exp:0<br />split.by:All_cells\",\"Cell:TAAACCGAGTCGTACT<br />Exp:0<br />split.by:All_cells\",\"Cell:CTCGGAGTCATCGCTC<br />Exp:0<br />split.by:All_cells\",\"Cell:CACCACTCACGAAATA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTAGGCTCGCGCCAA<br />Exp:0<br />split.by:All_cells\",\"Cell:TCGCGTTTCTCTGCTG<br />Exp:0<br />split.by:All_cells\",\"Cell:GGACAAGTCCGCGGTA<br />Exp:0<br />split.by:All_cells\",\"Cell:CGTTCTGAGCCCAGCT<br />Exp:0<br />split.by:All_cells\",\"Cell:TCACGAATCCTATGTT<br />Exp:0<br 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— FeatureHeatmap","title":"FeatureHeatmap — FeatureHeatmap","text":"FeatureHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"FeatureHeatmap — FeatureHeatmap","text":"","code":"FeatureHeatmap(   srt,   features = NULL,   cells = NULL,   group.by = NULL,   split.by = NULL,   within_groups = FALSE,   max_cells = 100,   cell_order = NULL,   border = TRUE,   flip = FALSE,   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"kmeans\", \"hclust\", \"mfuzz\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   cluster_row_slices = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 20,   features_label = NULL,   label_size = 10,   label_color = \"black\",   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   cell_split_palette = \"simspec\",   cell_split_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = list(),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"FeatureHeatmap — FeatureHeatmap","text":"db_combine","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"FeatureHeatmap — FeatureHeatmap","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 15:37:47.699855] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:37:52.017691] DEtest done #> Elapsed time:4.32 secs de_filter <- filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) ht1 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = \"CellType\",   split.by = \"Phase\", cell_split_palette = \"Dark2\", ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot  panel_fix(ht1$plot, height = 4, width = 6, raster = TRUE, dpi = 50)   ht2 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = c(\"CellType\", \"SubCellType\"), n_split = 4,   cluster_rows = TRUE, cluster_row_slices = TRUE, cluster_columns = TRUE, cluster_column_slices = TRUE,   ht_params = list(row_gap = grid::unit(0, \"mm\")) ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot   ht3 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, feature_split = de_filter$group1, group.by = \"CellType\",   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-08 15:38:19.145215] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:39:08.609782] Enrichment done #> Elapsed time:49.46 secs #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713 ht4 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, n_split = 4, group.by = \"CellType\",   heatmap_palette = \"viridis\",   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   cell_annotation = c(\"Phase\", \"G2M_score\"), cell_annotation_palette = c(\"Dark2\", \"Purples\") ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht4$plot   ht5 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, n_split = 4, group.by = \"CellType\",   heatmap_palette = \"viridis\",   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   cell_annotation = c(\"Phase\", \"G2M_score\"), cell_annotation_palette = c(\"Dark2\", \"Purples\"),   flip = TRUE, column_title_rot = 45 ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht5$plot   pancreas_sub <- RunPAGA(   srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\",   linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", infer_pseudotime = TRUE, root_group = \"Ductal\" ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. ht6 <- FeatureHeatmap(   srt = pancreas_sub, features = de_filter$gene, nlabel = 10,   cell_order = names(sort(pancreas_sub$dpt_pseudotime)),   cell_annotation = c(\"CellType\", \"dpt_pseudotime\"),   cell_annotation_palette = c(\"Paired\", \"cividis\") ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Statistical plot of features — FeatureStatPlot","title":"Statistical plot of features — FeatureStatPlot","text":"Statistical plot features","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Statistical plot of features — FeatureStatPlot","text":"","code":"FeatureStatPlot(   srt,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   fill.by = c(\"group\", \"feature\", \"expression\"),   cells = NULL,   slot = c(\"data\", \"counts\"),   assay = NULL,   keep_empty = FALSE,   individual = FALSE,   plot_type = c(\"violin\", \"box\", \"bar\", \"dot\", \"col\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   add_box = FALSE,   box_color = \"black\",   box_width = 0.1,   box_ptsize = 2,   add_point = FALSE,   pt.color = \"grey30\",   pt.size = NULL,   pt.alpha = 1,   jitter.width = 0.5,   add_trend = FALSE,   trend_color = \"black\",   trend_linewidth = 1,   trend_ptsize = 2,   add_stat = c(\"none\", \"mean\", \"median\"),   stat_color = \"black\",   stat_size = 1,   cells.highlight = NULL,   cols.highlight = \"red\",   sizes.highlight = 1,   alpha.highlight = 1,   calculate_coexp = FALSE,   same.y.lims = FALSE,   y.min = NULL,   y.max = NULL,   y.trans = \"identity\",   y.nbreaks = 5,   sort = FALSE,   stack = FALSE,   flip = FALSE,   comparisons = NULL,   ref_group = NULL,   pairwise_method = \"wilcox.test\",   sig_label = c(\"p.signif\", \"p.format\"),   multiplegroup_comparisons = FALSE,   multiple_method = \"kruskal.test\",   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = \"Expression level\",   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Statistical plot of features — FeatureStatPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FeatureStatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Statistical plot of features — FeatureStatPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\") %>% panel_fix(height = 1, width = 2)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"box\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"bar\") #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required. #> Warning: Computation failed in `stat_summary()` #> Caused by error in `fun.data()`: #> ! The package \"Hmisc\" is required.  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"dot\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", plot_type = \"col\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_box = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_point = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", add_trend = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\", add_box = TRUE, add_trend = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"G2M_score\", \"Fev\"), group.by = \"SubCellType\", split.by = \"Phase\", comparisons = TRUE) #> Install package: \"ggpubr\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing package(s) 'ggpubr' #> also installing the dependencies ‘corrplot’, ‘ggsci’, ‘polynom’, ‘rstatix’ #> Warning: Detected more than 2 groups. Use multiple_method for comparison #> Warning: Detected more than 2 groups. Use multiple_method for comparison  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", fill.by = \"expression\", palette = \"Blues\", same.y.lims = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", multiplegroup_comparisons = TRUE)  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", comparisons = list(c(\"Alpha\", \"Beta\"), c(\"Alpha\", \"Delta\")))  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", comparisons = list(c(\"Alpha\", \"Beta\"), c(\"Alpha\", \"Delta\")), sig_label = \"p.format\")  FeatureStatPlot(pancreas_sub, stat.by = c(\"Rbp4\", \"Pyy\"), group.by = \"SubCellType\", bg.by = \"CellType\", add_box = TRUE, stack = TRUE)  FeatureStatPlot(pancreas_sub,   stat.by = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   legend.position = \"top\", legend.direction = \"horizontal\",   group.by = \"SubCellType\", bg.by = \"CellType\", stack = TRUE )  FeatureStatPlot(pancreas_sub,   stat.by = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   fill.by = \"feature\", plot_type = \"box\",   group.by = \"SubCellType\", bg.by = \"CellType\", stack = TRUE, flip = TRUE ) %>% panel_fix_single(width = 8, height = 5) # Because the plot is made by combining, we want to adjust the overall height and width"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":null,"dir":"Reference","previous_headings":"","what":"Fetch data from the hdf5 file — FetchH5","title":"Fetch data from the hdf5 file — FetchH5","text":"Fetch data hdf5 file","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fetch data from the hdf5 file — FetchH5","text":"","code":"FetchH5(   DataFile,   MetaFile,   name = NULL,   features = NULL,   slot = NULL,   assay = NULL,   metanames = NULL,   reduction = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fetch data from the hdf5 file — FetchH5","text":"reduction","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/FetchH5.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fetch data from the hdf5 file — FetchH5","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) PrepareSCExplorer(pancreas_sub, base_dir = \"./SCExplorer\") srt <- FetchH5(DataFile = \"./SCExplorer/Data.hdf5\", MetaFile = \"./SCExplorer/Meta.hdf5\", features = c(\"Ins1\", \"Ghrl\"), metanames = c(\"SubCellType\", \"Phase\"), reduction = \"UMAP\") CellDimPlot(srt, group.by = c(\"SubCellType\", \"Phase\"), reduction = \"UMAP\") FeatureDimPlot(srt, features = c(\"Ins1\", \"Ghrl\"), reduction = \"UMAP\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"GSEA Plot — GSEAPlot","title":"GSEA Plot — GSEAPlot","text":"GSEA Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GSEA Plot — GSEAPlot","text":"","code":"GSEAPlot(   srt,   db = \"GO_BP\",   group_by = NULL,   test.use = \"wilcox\",   res = NULL,   plot_type = c(\"line\", \"comparison\"),   palette = \"Spectral\",   palcolor = NULL,   group_use = NULL,   id_use = NULL,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 6,   only_pos = FALSE,   compare_only_sig = FALSE,   subplots = 1:3,   rel_heights = c(1.5, 0.5, 1),   rel_width = 3,   linewidth = 1.5,   line_alpha = 1,   line_color = \"#6BB82D\",   n_coregene = 10,   sample_coregene = FALSE,   features_label = NULL,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   label.size = 4,   aspect.ratio = NULL,   base_size = 12,   character_width = 50,   lineheight = 0.7,   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GSEA Plot — GSEAPlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GSEAPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"GSEA Plot — GSEAPlot","text":"","code":"library(dplyr) data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE, fc.threshold = 1) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 15:42:27.309765] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:49:43.486857] DEtest done #> Elapsed time:7.27 mins pancreas_sub <- RunGSEA(pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-08 15:49:43.492337] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:56:40.140813] GSEA done #> Elapsed time:6.94 mins GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", id_use = \"GO:0006412\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", id_use = c(\"GO:0046903\", \"GO:0015031\", \"GO:0007600\")) %>%   panel_fix_single(width = 5) # Because the plot is made by combining, we want to adjust the overall height and width  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", compare_only_sig = TRUE)  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", topTerm = 3, plot_type = \"comparison\", pvalueCutoff = 0.05, padjustCutoff = NULL, only_pos = TRUE, compare_only_sig = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":null,"dir":"Reference","previous_headings":"","what":"Gene ID conversion function using biomart — GeneConvert","title":"Gene ID conversion function using biomart — GeneConvert","text":"function can convert different gene ID types within one species bewteen two species using biomart service.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Gene ID conversion function using biomart — GeneConvert","text":"","code":"GeneConvert(   geneID,   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"entrez_id\",   species_from = \"Homo_sapiens\",   species_to = NULL,   Ensembl_version = 103,   biomart = NULL,   mirror = NULL,   max_tries = 5 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Gene ID conversion function using biomart — GeneConvert","text":"geneID vector geneID character. geneID_from_IDtype ID type geneID. e.g. \"symbol\", \"ensembl_id\", \"entrez_id\" geneID_to_IDtype ID type convert . e.g. \"symbol\", \"ensembl_id\", \"entrez_id\" species_from Latin names animals input geneID. species_to Latin names animals output geneID. e.g. \"Homo_sapiens\",\"Mus_musculus\" Ensembl_version Ensembl database version. NULL, use current release version. biomart BioMart database name want connect . (\"ensembl\", \"protists_mart\", \"fungi_mart\", \"plants_mart\") mirror Specify Ensembl mirror connect . valid options 'www', 'uswest', 'useast', 'asia'. max_tries Number max_tries connect biomart service.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Gene ID conversion function using biomart — GeneConvert","text":"list.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GeneConvert.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Gene ID conversion function using biomart — GeneConvert","text":"","code":"res <- GeneConvert(   geneID = c(\"CDK1\", \"MKI67\", \"TOP2A\", \"AURKA\", \"CTCF\"),   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"entrez_id\",   species_from = \"Homo_sapiens\",   species_to = \"Mus_musculus\",   Ensembl_version = 103 ) #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset hsapiens ... #> Connecting to the dataset hsapiens_gene_ensembl ... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 5 genes mapped with ensembl_symbol #> ============================== #> 5 genes mapped #> 0 genes unmapped #> ============================== str(res) #> List of 7 #>  $ geneID_res     :'data.frame':\t5 obs. of  4 variables: #>   ..$ from_IDtype: chr [1:5] \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" \"ensembl_symbol\" ... #>   ..$ from_geneID: chr [1:5] \"CTCF\" \"CDK1\" \"TOP2A\" \"AURKA\" ... #>   ..$ to_IDtype  : chr [1:5] \"entrez_id\" \"entrez_id\" \"entrez_id\" \"entrez_id\" ... #>   ..$ to_geneID  : int [1:5] 13018 12534 21973 20878 17345 #>  $ geneID_collapse:'data.frame':\t5 obs. of  2 variables: #>   ..$ from_geneID: chr [1:5] \"AURKA\" \"CDK1\" \"CTCF\" \"MKI67\" ... #>   ..$ entrez_id  :List of 5 #>   .. ..$ : int 20878 #>   .. ..$ : int 12534 #>   .. ..$ : int 13018 #>   .. ..$ : int 17345 #>   .. ..$ : int 21973 #>   .. ..- attr(*, \"class\")= chr \"AsIs\" #>  $ geneID_expand  :'data.frame':\t5 obs. of  2 variables: #>   ..$ from_geneID: chr [1:5] \"AURKA\" \"CDK1\" \"CTCF\" \"MKI67\" ... #>   ..$ entrez_id  : int [1:5] 20878 12534 13018 17345 21973 #>  $ Ensembl_version: chr \"103\" #>  $ Datasets       :'data.frame':\t202 obs. of  3 variables: #>   ..$ dataset    : 'AsIs' chr [1:202] \"abrachyrhynchus_gene_ensembl\" \"acalliptera_gene_ensembl\" \"acarolinensis_gene_ensembl\" \"acchrysaetos_gene_ensembl\" ... #>   ..$ description: 'AsIs' chr [1:202] \"Pink-footed goose genes (ASM259213v1)\" \"Eastern happy genes (fAstCal1.2)\" \"Anole lizard genes (AnoCar2.0)\" \"Golden eagle genes (bAquChr1.2)\" ... #>   ..$ version    : 'AsIs' chr [1:202] \"ASM259213v1\" \"fAstCal1.2\" \"AnoCar2.0\" \"bAquChr1.2\" ... #>  $ Attributes     :'data.frame':\t3183 obs. of  3 variables: #>   ..$ name       : chr [1:3183] \"ensembl_gene_id\" \"ensembl_gene_id_version\" \"ensembl_transcript_id\" \"ensembl_transcript_id_version\" ... #>   ..$ description: chr [1:3183] \"Gene stable ID\" \"Gene stable ID version\" \"Transcript stable ID\" \"Transcript stable ID version\" ... #>   ..$ page       : chr [1:3183] \"feature_page\" \"feature_page\" \"feature_page\" \"feature_page\" ... #>  $ geneID_unmapped: chr(0)   # Convert the human genes to mouse homologs and replace the raw counts in a Seurat object. data(\"pancreas_sub\") counts <- pancreas_sub@assays$RNA@counts res <- GeneConvert(   geneID = rownames(counts),   geneID_from_IDtype = \"symbol\",   geneID_to_IDtype = \"symbol\",   species_from = \"Mus_musculus\",   species_to = \"Homo_sapiens\",   Ensembl_version = 103 ) #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 15065 genes mapped with ensembl_symbol #> 11 genes mapped with entrez_symbol #> 35 genes mapped with uniprot_symbol #> ============================== #> 15111 genes mapped #> 847 genes unmapped #> ============================== homologs_counts <- counts[res$geneID_expand[, \"from_geneID\"], ] rownames(homologs_counts) <- res$geneID_expand[, \"symbol\"] homologs_counts <- aggregate(homologs_counts, by = list(row.names(homologs_counts)), FUN = sum) rownames(homologs_counts) <- homologs_counts[, 1] homologs_counts <- as(as.matrix(homologs_counts[, -1]), \"dgCMatrix\") homologs_counts #> 13620 x 1000 sparse Matrix of class \"dgCMatrix\" #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>                                                                                                                                       #> A1CF             .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> A3GALT2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AAAS             2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AACS             .  1   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  . #> AADAC            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AAGAB            .  .   .  .  .  .  .  2  .  2  .  .  1  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1 #> AAK1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AAMDC            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  3  .  .  .  1  .  .  .  . #> AAMP             3  5   2  3  2  1  .  1  1  3  .  2  1  .  2  .  2  3  2  3  1  2  .  2  1  .  1  .  3  2  4  .  3  .  2  1  1  6  8 #> AAR2             .  .   1  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AARD             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  4  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> AARS1            .  .   2  1  2  .  1  .  1  .  1  2  .  1  .  5  .  .  1  .  .  1  2  .  .  .  .  .  .  .  1  1  .  .  .  2  .  .  1 #> AARS2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AARSD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AASDH            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AASDHPPT         .  .   1  3  .  .  .  .  .  1  1  .  .  .  1  1  1  .  .  1  .  1  1  1  1  .  1  .  .  1  1  1  1  .  .  .  1  .  . #> AASS             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AATF             .  2   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AATK             .  .   .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABAT             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA1            .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  .  . #> ABCA12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  . #> ABCA4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA7            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCA8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB10           .  .   .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  2 #> ABCB11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ABCB4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCB6            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  .  .  .  .  .  1  1  . #> ABCB7            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  . #> ABCB8            .  .   .  .  1  .  .  1  .  1  .  .  .  .  1  .  .  .  1  .  .  .  .  1  3  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ABCB9            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  1  .  .  .  .  .  .  1  .  .  .  .  1  . #> ABCC1            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC3            .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCC5            .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ABCC8            .  .   .  4  .  .  1  3  .  .  1  .  .  2  .  .  .  .  .  .  .  4  2  3  .  .  .  3 11  4  .  .  .  1  5  5  2  .  1 #> ABCC9            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCD1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCD3            .  .   .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  1  .  1  .  3  .  .  .  1  1  .  .  .  1  .  .  1  .  1  1 #> ABCD4            .  .   .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCE1            .  1   1  .  .  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  1  1  .  .  .  .  2  .  1  .  .  1  .  .  .  . #> ABCF1            5  2   3  .  .  .  1  1  1  .  1  1  1  3  .  .  1  2  .  .  .  2  .  .  2  .  .  1  2  .  4  1  2  1  .  .  .  1  . #> ABCF2            .  .   1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1 #> ABCF2-H2BE1      .  .   1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1 #> ABCF3            .  1   .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  . #> ABCG1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ABCG5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABCG8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ABHD10           .  .   .  1  .  .  .  .  1  .  1  .  .  .  .  1  .  .  1  1  .  1  .  1  .  .  .  1  1  .  1  .  .  .  .  .  .  .  . #> ABHD11           1  .   4  .  3  .  .  .  .  .  .  .  2  .  2  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  2  .  .  .  1  . #> ABHD12           1  .   .  2  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  1  .  .  1  .  .  3 #> ABHD13           .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  1  1  .  .  .  .  .  .  .  . #> ABHD14A          .  .   1  3  1  .  .  .  .  2  .  .  .  1  2  2  .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  4  .  .  .  2  . #> ABHD14A-ACY1     .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD14B          .  .   .  .  1  .  .  1  1  .  .  .  .  2  .  1  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  1  .  .  1 #> ABHD15           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD16A          .  .   1  1  1  1  .  1  1  .  .  .  .  .  .  1  .  .  1  2  2  .  .  1  3  .  2  1  .  1  .  1  .  1  1  2  .  .  . #> ABHD17A          1  .   3  1  1  .  .  .  1  1  .  .  1  1  .  2  1  .  .  .  .  .  1  2  .  1  .  1  .  2  1  1  .  .  .  .  1  1  . #> ABHD17B          .  .   1  .  .  .  .  .  .  .  .  1  .  .  1  1  .  .  .  .  .  .  1  1  .  .  .  .  1  2  .  .  .  .  .  1  .  .  1 #> ABHD17C          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> ABHD18           .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD2            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> ABHD3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ABHD4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABHD5            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ABHD6            .  1   1  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> ABHD8            .  .   .  1  .  .  .  .  1  2  .  .  1  .  .  .  .  .  .  .  .  2  .  1  .  .  .  .  .  .  .  .  1  .  .  1  .  .  2 #> ABI1             .  1   1  .  .  .  .  .  1  .  1  2  .  .  .  .  1  .  .  .  .  1  1  .  .  .  2  .  .  1  1  1  .  .  .  .  1  .  1 #> ABI2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  . #> ABI3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABL1             .  .   1  .  .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  . #> ABL2             .  .   .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABLIM1           1  .   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ABLIM2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABLIM3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABR              .  .   2  .  .  .  .  1  .  .  .  .  2  .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> ABRACL           3  .   2  2  1  2  .  1  .  .  2  2  1  .  1  6  1  .  .  .  1  1  .  .  .  1  1  .  1  .  1  1  2  1  1  2  1  1  1 #> ABT1             .  .   1  2  .  1  1  .  .  .  .  1  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  . #> ABTB1            .  .   .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  2  .  .  1  .  1  .  1  .  1  .  1  .  1  .  1  .  .  .  . #> ABTB2            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AC000120.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC001226.2       2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> AC002094.3       .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC002310.4       1  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC002985.1       .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC002996.1       .  .   2  .  1  .  .  .  1  .  .  1  .  .  2  1  .  .  1  .  .  .  .  .  .  1  1  .  2  .  1  .  .  .  .  .  .  .  . #> AC003005.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004076.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004556.3       2  .   .  .  1  .  .  2  2  .  .  .  1  .  2  .  1  1  1  1  .  .  .  .  1  .  .  .  1  .  .  2  .  .  .  .  .  2  1 #> AC004593.2       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004687.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004691.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004832.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC004922.1       4  2   3  2  1  1  .  7  2  1  5  3  1  2  4  2  3  .  1  1  1  1  3  6  .  2  2  1  6  1  .  4  3  1  .  2  1  2  3 #> AC004997.1       1  .   .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  . #> AC005041.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC005154.5       .  .   2  .  2  .  .  .  2  .  .  .  1  .  .  2  1  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  .  .  .  .  .  .  . #> AC005192.1       .  .   .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  2 #> AC005324.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC005520.1       1  .   1  1  1  1  .  .  1  1  1  .  .  .  .  .  .  3  .  1  1  .  2  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  . #> AC005670.2       .  .   1  1  .  .  .  3  .  .  .  .  .  .  .  .  .  1  .  1  .  1  1  1  3  .  .  .  1  1  .  .  .  .  .  .  .  .  1 #> AC005697.1       1  .   .  .  1  .  .  .  .  .  .  .  .  1  2  2  1  .  1  1  .  .  .  .  .  1  .  .  .  .  1  1  1  .  .  .  .  .  1 #> AC005726.1       1  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC005943.1       1  1   5  5  4  4  1  6  1  .  2  .  1 12  2  3  7  2  3  4  1  5  1  7  1  2  2  3  6  3  3  2  3  2  5  4  .  1  6 #> AC006030.1       .  1   .  .  .  .  3  .  .  .  2  1  .  1  1  1  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AC006059.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC006064.6       2  1   .  3  .  2  2  1  .  1  2  1  1  3  .  1  1  .  .  .  2  2  3  1  1  2  2  .  1  .  1  2  .  .  3  2  2  1  1 #> AC006254.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007040.2       1  .   2  1  1  1  .  .  2  .  1  1  1  1  1  1  1  1  1  .  .  2  1  .  1  .  2  .  .  .  2  .  .  .  .  1  .  .  . #> AC007192.1       .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007325.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC007325.4       1  .   1  1  1  .  .  2  1  3  .  .  .  2  .  2  1  .  2  .  .  .  1  2  .  .  .  1  1  .  .  .  1  1  .  1  2  1  1 #> AC007326.4       1  .   1  1  1  .  .  2  1  3  .  .  .  2  .  2  1  .  2  .  .  .  1  2  .  .  .  1  1  .  .  .  1  1  .  1  2  1  1 #> AC007687.1       7  .   8  2  6  .  .  4  4  3  2  7  3  5  8  3  7  2  1  2  8  7  3  1  4  2  3  2  5  6  3  2  1  2  3  6  3  4  7 #> AC008012.1       2  .   1  .  .  4  .  .  1  .  .  .  .  3  . 10  .  .  .  1  .  .  1  .  .  .  8  3  .  1  .  .  .  .  1  .  .  .  . #> AC008073.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008397.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008581.2       .  .   .  1  .  .  .  .  .  2  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  .  .  .  1  .  1  .  .  1  .  .  1 #> AC008695.1       .  1   .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1 #> AC008764.1       .  .   .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC008770.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC009070.1       5  .   4  .  1  .  .  1  .  .  .  1  .  .  .  1  .  1  1  .  1  1  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  1 #> AC009690.1       .  .   1  1  1  .  .  2  .  .  .  .  1  1  1  2  3  .  .  .  3  .  .  1  .  .  .  .  1  .  .  .  3  1  .  .  .  .  . #> AC009690.3       .  1   .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  . #> AC009779.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC010197.2       1  .   1  .  .  .  1  .  .  .  .  .  .  .  1  4  .  .  2  .  1  .  .  .  .  .  1  .  .  .  7  .  .  .  .  .  .  .  . #> AC010319.2       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1 #> AC010323.1       1  .   7  2  3  2  1  7  3  6  1  2  .  3  1  5  3  2  1  1  5  6  3  5  4  2  4  5  5  4  1  7  2  2  6  2  2  1  6 #> AC010422.3       .  .   .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  2  . #> AC010422.5       .  .   .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  2  . #> AC010463.1       .  1   2  2  1  2  2  2  1  .  1  .  .  1  .  1  2  .  1  .  .  1  1  .  .  .  1  1  .  1  .  .  2  1  .  .  .  .  3 #> AC010616.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011005.1       2  2   8  3  1  2  2  4  4  3  1  1  .  4  6  2  3  1  1  2  1  3  1  2  2  1  2  1  7  3  3  6  4  .  .  2  1  3  1 #> AC011448.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC011455.2       .  .   .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  . #> AC011462.1       1  2   1  2  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  1  1  1  .  .  1  1  1  3  .  2  1  .  .  2 #> AC011473.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011479.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC011499.1       .  .   .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  2  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  4 #> AC011511.4       2  .   .  .  .  2  1  1  .  .  1  1  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  2  1  .  .  .  .  1 #> AC012213.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AC012488.2       .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC013394.1       .  .   .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  1  2  1  .  .  .  .  1  .  1  .  1  .  1 #> AC013477.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AC013489.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> AC013717.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AC015802.6       .  1   .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  .  1  .  .  2  .  1  .  1  2  .  . #> AC016027.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC017083.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC018362.3       1  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  .  . #> AC019117.1       .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC020765.6       .  .   .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC020907.6       .  .   .  4  2  1  .  .  5  2  7  6  2  1  1  1  .  1  1  2  4  .  2  2  8  3  1  .  .  3  .  1  4  1  7  2  .  1  . #> AC021087.5       1  .   1  1  .  1  1  2  1  .  .  2  .  1  2  3  1  .  .  1  .  1  4  1  .  .  1  .  1  1  2  .  2  .  2  2  1  1  1 #> AC021660.3       .  1   .  .  2  .  1  1  .  .  .  1  .  2  .  1  .  .  .  .  .  .  .  2  .  .  .  .  1  1  .  .  .  .  .  2  1  .  4 #> AC022384.1       .  .   .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  . #> AC022400.5       .  .   1  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC022414.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC022826.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC023055.1       .  .   .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  1  .  1  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  1 #> AC024592.3       6  2   6  6  7  .  2  8  2  2  1  1  1  3  1  3  5  1  6  7  1  5  3  1  1  5  3  2  6  5  1  2  2  .  4  2  3  4  8 #> AC025165.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC026464.1       .  .   .  1  .  1  .  .  .  .  .  .  2  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  . #> AC026464.3       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC026464.4       2  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  1  .  1  . #> AC026464.6       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC027644.4       .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC027796.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC034102.2       6  1   3  1  1  .  1  1  1  .  2  .  .  1  .  4  1  .  1  1  .  .  2  .  .  1  4  2  .  2  .  .  .  .  .  1  .  .  . #> AC034228.3       .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC036214.3       4  1   4  3  3  3  .  5  2  4  2  5  .  5  .  2  2  .  2  1  .  1  3  .  .  .  2  1  4  8  1  3  2  6  2  4  1  2  4 #> AC037459.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC048338.1       .  .   .  .  1  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC055811.2       .  .   .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  1  1  .  .  1  .  .  .  .  .  .  .  . #> AC055839.2       .  .   .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC064824.1       .  .   .  .  .  .  1  .  .  1  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068234.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068533.4       1  .   1  .  .  1  .  .  .  .  .  .  .  .  2  1  1  .  1  1  .  .  .  .  .  .  .  2  .  1  .  .  .  .  1  1  1  1  1 #> AC068547.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068580.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068631.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068831.6       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC068946.2       .  .   .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  . #> AC069257.3       .  .   1  1  3  1  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  1  1  .  .  2  .  .  .  1  1  1  1  .  .  .  1  . #> AC069503.2       .  2   1  .  .  .  1  .  .  2  1  1  1  1  1  .  1  .  .  .  .  1  .  .  .  .  3  1  .  1  1  .  .  1  1  .  1  3  1 #> AC073508.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC073612.1       .  .   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC073896.1      10  .   9  1  3  4  3  7  3  3  1  3  2  3  1  6  4  2  2  2  4  3  4  3  4  3  2  1  5 13  6  8  4  1  6  6  5  5 12 #> AC074143.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC078815.1       .  .   .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AC078927.1       1  .   .  2  1  2  .  2  .  .  1  .  .  1  1  1  2  .  1  .  .  1  1  2  3  .  2  1  2  4  1  3  .  2  1  2  .  1  1 #> AC079447.1       2  .   1  2  4  1  1  3  2  1  .  .  2  1  1  1  1  .  .  1  2  .  1  2  2  3  2  .  1  3  1  2  1  2  3  1  .  2  3 #> AC079594.1       .  .   1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC083977.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC087721.2       2  .   1  .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC090004.1       1  .   1  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  . #> AC090227.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC090517.4       .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC091057.5       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC091167.2       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC091167.7       .  .   .  .  .  1  .  .  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AC091959.1       1  .   .  1  .  .  .  1  .  1  .  .  1  .  1  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> AC092017.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC092042.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AC092073.1       .  .   1  .  .  .  2  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  1  1  .  2  .  .  .  .  .  .  .  .  1 #> AC092143.1       .  1   .  1  .  .  4  3  .  2  .  4  2  .  .  .  1  3  .  1  1  6  .  .  8  4  .  .  7  .  .  4  3  .  .  .  .  .  3 #> AC092647.5       3  1   5  .  1  .  .  2  1  2  1  1  .  1  .  5  2  1  1  .  1  .  2  1  2  1  1  1  2  .  3  3  .  3  1  1  .  .  1 #> AC092718.2       1  .   2  .  .  1  .  2  .  1  .  .  2  2  .  1  .  .  .  1  .  1  .  1  .  .  3  1  1  1  3  .  .  .  .  2  .  .  . #> AC092718.7       1  .   2  .  .  1  .  2  .  1  .  .  2  2  .  1  .  .  .  1  .  1  .  1  .  .  3  1  1  1  3  .  .  .  .  2  .  .  . #> AC092835.1       .  .   .  .  .  1  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> AC093155.3       .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  1  1  . #> AC093323.1       5  6  12 11  7  2  3  6  6  6  9 11  3  8  2  5 10  5  6 10  6  7 12 11  9  7  3  7 15  1  2  9  7 11  6  4 13  9 10 #> AC093525.1       1  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC093525.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC093827.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC093884.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> AC096887.1       1  .   1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC097634.4       .  1   1  .  1  .  .  .  .  .  .  .  .  2  1  .  .  2  .  .  .  .  1  .  1  .  .  1  .  3  1  .  .  1  1  1  .  .  1 #> AC104389.5       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC104452.1       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AC104472.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC105052.1       1  1   .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  3  .  .  .  1  1  .  .  1  .  .  .  1  .  1  .  .  .  .  .  .  . #> AC105052.3       3  1   3  .  1  .  .  3  3  2  2  1  .  1  .  3  3  2  2  1  1  1  3  1  .  1  1  .  3  1  3  2  .  4  .  3  2  .  . #> AC106741.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC106873.8       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC106886.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC108488.2       1  1   .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AC109583.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC112128.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AC116366.1       3  .   2  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC117378.1       2  .   1  .  1  .  .  .  .  .  .  .  .  1  1  2  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC117457.1       .  .   .  2  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AC119674.2       .  .   .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AC126283.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  . #> AC129492.3       .  1   .  .  .  1  .  .  2  2  1  1  .  .  .  1  .  .  .  3  .  1  2  3  1  1  2  .  2  .  .  1  2  1  2  .  .  .  2 #> AC131160.1       3  .   2  .  .  .  .  1  .  .  1  .  .  1  .  2  1  1  .  .  .  .  .  .  .  1  1  1  .  .  2  2  1  1  .  .  .  1  . #> AC136352.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC136475.9       7  2  14  . 14  7  4  2  3  1  1  1  3  3 17 14  2  6  6  2  4  1  5  1  1 13 12  1  1  4 10 12  .  1  .  2  6  7 16 #> AC136616.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AC137834.1       1  .   .  .  .  .  .  1  .  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  2  1  1  1  1  .  1  1  .  .  .  .  .  .  . #> AC138647.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC138696.1       1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC139530.2       1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AC140504.1       .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AC142391.1       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC243967.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC244197.3       .  .   .  .  .  .  .  2  .  .  1  .  1  1  .  1  1  .  .  1  .  1  .  .  .  4  .  .  .  1  .  .  1  .  .  .  .  .  1 #> AC245033.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC245748.1       .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AC253536.7       1  .   1  1  .  .  .  2  .  .  .  .  .  .  .  3  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1 #> ACAA1            1  1   4  .  1  1  .  3  .  2  1  1  .  2  2  1  1  3  1  1  1  2  1  1  .  1  1  .  .  2  .  1  1  1  1  1  2  1  1 #> ACAA2            2  .   3  .  .  4  .  1  .  .  .  .  .  .  1  2  1  .  1  .  .  .  .  .  .  1  1  1  .  .  .  1  .  2  .  .  2  2  . #> ACACA            .  .   1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ACACB            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD10           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAD8            .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  1  . #> ACAD9            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ACADL            .  .   2  .  2  .  .  .  1  .  .  .  .  .  2  1  1  2  .  1  .  .  .  .  .  .  3  1  .  1  2  .  1  .  .  1  1  2  . #> ACADM            1  .   1  1  2  1  .  .  .  .  .  .  .  1  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  1 #> ACADS            .  2   .  2  .  1  .  .  .  .  1  .  2  .  1  .  .  .  .  .  1  .  .  1  .  1  .  1  .  1  3  1  .  .  .  1  .  .  . #> ACADSB           .  .   .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  2  .  1  .  .  .  1  .  .  .  .  .  1  1 #> ACADVL           2  .   1  3  .  .  1  1  .  1  .  2  .  1  2  2  .  .  1  2  .  .  1  .  2  1  .  .  .  .  .  .  1  1  1  2  2  1  1 #> ACAN             .  .   2  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP2            .  .   .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAP3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACAT1            3  .   1  1  .  1  .  2  1  2  .  .  .  3  .  2  1  .  .  2  .  .  .  .  1  .  .  2  1  1  .  1  .  .  .  2  .  1  . #> ACAT2            .  .   2  .  1  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  1  .  . #> ACBD3            1  .   .  .  1  1  1  .  1  .  .  .  .  2  .  .  1  .  .  .  .  2  1  1  .  .  .  .  .  2  .  .  .  1  .  .  .  .  . #> ACBD4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACBD5            .  1   1  .  .  .  1  .  2  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  . #> ACBD6            2  .   1  2  .  .  .  1  1  .  1  .  1  .  1  .  .  1  1  1  .  .  1  .  2  1  1  .  .  .  .  3  .  1  1  1  1  .  1 #> ACBD7            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACCS             .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ACD              2  1   .  1  .  .  1  2  1  1  .  .  .  .  1  2  .  .  .  1  1  1  .  .  1  1  .  .  .  2  1  .  .  .  .  1  .  .  . #> ACE2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACER2            .  .   3  .  3  .  1  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2 #> ACER3            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  . #> ACIN1            3  2   3  .  .  1  .  1  .  .  1  3  2  .  1  1  3  2  1  .  2  .  1  1  2  .  1  2  1  1  1  .  3  1  1  1  2  .  1 #> ACKR3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACLY             .  .   .  2  1  2  2  4  4  .  .  1  4  .  1  1  .  1  1  .  .  3  2  6  .  2  .  3  8  2  2  3  1  1  1  .  2  .  4 #> ACO1             .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> ACO2             2  2   1  1  2  3  1  5  3  3  .  .  1  .  1  1  2  1  1  2  2  1  1  .  .  2  2  1  6  1  3  1  2  1  1  1  1  .  3 #> ACOT1            2  .   5  .  1  6  1  .  .  2  .  1  .  .  6  3  1  .  4  .  .  .  1  .  1  1  5  .  1  .  2  5  .  .  .  .  .  3  . #> ACOT11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  2  .  . #> ACOT12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT13           2  .   .  1  1  1  .  1  .  .  1  .  .  1  .  2  1  .  .  .  .  .  1  1  1  .  .  1  2  .  1  .  2  3  3  2  .  1  . #> ACOT2            2  .   5  .  1  6  1  .  .  2  .  1  .  .  6  3  1  .  4  .  .  .  1  .  1  1  5  .  1  .  2  5  .  .  .  .  .  3  . #> ACOT4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOT7            1  .   1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ACOT8            1  1   .  .  .  .  1  .  .  .  .  1  .  .  2  1  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  1  1  .  .  . #> ACOT9            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ACOX1            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  . #> ACOX2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOX3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACOXL            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACP2             .  1   1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  3  .  .  1  .  1  1  .  .  . #> ACP3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACP5             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ACP6             1  .   .  .  .  .  .  .  .  2  .  .  .  1  1  1  .  .  1  .  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  1  .  1  . #> ACRBP            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSBG1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSF2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  . #> ACSF3            .  .   2  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  .  .  .  .  .  2  .  1  1 #> ACSL1            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ACSL3            .  .   .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> ACSL4            .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  . #> ACSL5            3  1   3  .  1  1  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  . #> ACSL6            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSM3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACSS3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTA2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTB            16 11 154  4 10 17  6 12 19  7  5 15 20 19 27 37 14 10 15  7 24  4  6  4 18 11 32 15 14  3 24 21 13  9  3 11 13  8 16 #> ACTC1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTG1           11 22  23  1 12 20 20  6  8 19 25 13 22  5 26 36 18 16  4  4 19  8 22  3 24 20  7 10  9  1 10 34 26 14  7 12  9 17 14 #> ACTL10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTL6A           1  .   .  .  1  .  1  3  .  .  .  .  .  .  .  2  .  .  1  2  .  .  .  .  .  .  1  .  1  .  .  .  2  .  .  1  2  .  . #> ACTL6B           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACTN1            2  .   1  .  .  1  .  1  .  1  1  .  .  .  1  3  .  .  .  .  .  .  .  .  2  .  1  1  .  .  .  .  .  .  .  .  1  .  . #> ACTN3            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  .  .  1  .  .  .  .  .  .  . #> ACTN4            5  .   1  2  .  1  .  1  .  .  .  2  .  .  2  3  1  .  .  .  .  .  1  2  .  2  2  1  .  .  1  2  1  1  .  .  1  3  1 #> ACTR10           .  1   3  .  .  1  .  2  1  .  1  3  .  .  1  .  1  .  1  2  .  .  1  2  1  .  .  2  2  2  .  .  .  .  .  .  2  1  1 #> ACTR1A           .  1   1  1  .  .  3  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  .  1  .  .  2  .  1  1  1  2 #> ACTR1B           1  .   2  2  1  .  1  2  1  2  .  .  2  1  .  .  1  .  .  .  1  1  .  1  1  .  .  .  1  1  .  1  .  .  .  3  1  .  . #> ACTR2            1  .   1  .  .  .  1  1  .  1  .  .  2  3  .  2  .  .  .  .  .  2  1  1  .  1  .  .  1  .  .  2  .  .  .  2  .  .  . #> ACTR3            .  4   1  2  2  .  1  .  1  1  1  1  .  2  .  4  1  1  1  2  2  .  4  1  .  .  .  2  1  3  .  5  3  3  2  1  1  4  . #> ACTR3B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> ACTR3C           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> ACTR5            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  . #> ACTR6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ACTR8            .  .   .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  1  2  1  .  . #> ACTRT3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACVR1B           .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1 #> ACVR1C           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ACVR2A           .  .   1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ACVR2B           .  .   1  .  .  1  1  .  .  .  .  .  .  .  .  1  .  3  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  1  .  2  .  1 #> ACVRL1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACY1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ACY3             .  .   .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ACYP1            2  .   1  .  1  .  .  2  .  .  .  1  1  .  2  3  .  .  .  .  1  1  .  1  .  .  1  2  1  .  .  1  .  .  .  .  .  2  1 #> ACYP2            .  .   .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  1 #> AD000671.1       4  .   4  2  1  .  1  3  2  1  2  .  1  1  3  1  2  1  1  .  1  3  2  1  1  1  2  1  3  7  1  2  3  .  .  4  .  .  . #> ADA              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAL             .  .   .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM10           .  .   .  .  2  .  .  .  1  .  .  1  .  1  .  .  .  1  1  .  .  1  1  1  1  .  .  1  .  .  1  1  1  .  1  .  .  .  . #> ADAM11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ADAM12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM15           1  .   .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM17           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  . #> ADAM21           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM22           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM23           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1 #> ADAM30           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM32           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAM9            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS1          5  .   4  .  1  1  .  .  .  .  .  .  .  .  4  4  .  .  1  .  .  .  .  .  .  .  5  1  .  .  6  .  .  .  .  .  .  1  . #> ADAMTS10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS13         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS15         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS16         1  .   2  .  2  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  . #> ADAMTS17         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS18         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS19         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS5          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ADAMTS6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS7          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTS9          2  .   .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL1         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL2         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL4         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAMTSL5         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAP2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAR             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ADARB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAT1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADAT2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  . #> ADCK1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCK2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCK5            .  .   .  .  .  .  1  .  .  1  .  .  .  .  .  2  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  1  .  1 #> ADCY1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> ADCY6            1  .   .  .  .  2  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  . #> ADCY8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCY9            .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADCYAP1R1        .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADD1             .  .   1  1  2  .  .  1  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2 #> ADD2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADD3             .  .   2  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGB             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRA3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  . #> ADGRB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRB3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRE5           .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRF5           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG1           1  .   1  1  .  .  4  1  1  .  2  1  .  1  2  1  .  .  1  3  .  .  .  1  2  .  .  .  .  2  .  .  .  .  .  .  1  1  1 #> ADGRG2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRG6           .  .   3  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRL1           .  .   .  1  .  .  .  1  1  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1 #> ADGRL2           1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRL3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADGRV1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1A            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1B            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH1C            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADH5             1  1   2  .  2  1  .  1  .  .  .  1  2  .  .  1  1  2  1  .  2  1  1  .  2  .  3  1  1  .  2  2  1  .  .  1  2  1  1 #> ADH7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADI1             .  .   .  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  1  .  .  1  .  .  1  .  .  .  .  .  . #> ADIPOR1          2  1   2  .  3  .  .  1  .  1  .  .  1  2  1  1  1  .  2  .  2  2  .  1  5  .  .  1  2  1  1  1  .  1  .  1  1  1  3 #> ADIPOR2          1  1   .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  . #> ADK              1  .   2  .  2  .  .  .  .  .  .  .  .  .  2  4  1  .  2  .  .  .  1  1  .  .  .  .  1  .  2  1  1  .  .  .  .  1  . #> ADM              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADM2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADNP2            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADO              .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  .  2  .  1  1  .  .  .  .  .  .  1  . #> ADORA1           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ADORA2A          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ADORA2B          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADPGK            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> ADPRH            .  1   .  .  .  .  1  2  1  .  1  1  .  1  2  3  1  .  .  2  .  2  2  .  .  .  2  1  .  .  .  1  .  1  1  .  2  1  . #> ADPRM            .  .   .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  2  1  .  .  1  .  .  .  .  .  . #> ADRA2A           .  .   .  .  .  .  .  3  .  .  2  .  .  .  .  .  .  .  .  .  .  1  .  2  .  .  .  .  2  .  .  .  .  2  .  .  .  .  4 #> ADRA2C           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADRB1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> ADRB2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  . #> ADRM1            3  1   3  .  3  1  3  4  .  2  3  .  .  1  1  1  1  1  1  .  .  2  1  1  1  2  1  1  2  1  3  2  2  .  .  3  2  2  5 #> ADSL             1  1   1  1  1  1  .  .  .  .  .  .  .  1  .  1  .  1  1  .  .  2  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  . #> ADSS1            2  .   .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ADSS2            .  1   .  1  .  1  1  .  .  .  1  1  .  .  1  3  2  .  1  .  .  .  .  .  .  1  1  .  1  .  1  .  1  .  .  .  .  1  . #> AEBP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AEBP2            .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AEN              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AF196969.1       1  1   1  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  .  .  .  2  1  .  .  .  .  .  1  2  1  1  .  .  1  1  .  . #> AF241726.1       1  2   1  6  1  .  1  7  5  3  4  .  1  1  .  .  4  .  .  .  1  4  1  5  .  .  1  7  9  4  .  .  3  1  .  4  1  .  3 #> AFAP1            .  .   .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> AFAP1L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  . #> AFAP1L2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFF4             .  .   1  .  1  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  1  .  1  2  .  1  .  .  .  1  .  .  1  1 #> AFG3L2           .  .   1  .  1  .  .  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  . #> AFM              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFP              .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AFTPH            .  .   .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  .  . #> AGA              .  .   .  .  .  1  1  .  1  .  1  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  2  .  .  1  1  .  .  . #> AGAP1            1  .   .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  1  .  .  2  .  .  .  . #> AGAP3            .  .   .  .  .  .  .  1  1  .  1  2  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  1  .  2 #> AGBL3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGBL4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGBL5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  1 #> AGER             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGFG1            .  .   .  2  .  .  .  1  1  1  .  .  .  1  1  .  .  .  .  .  .  .  .  1  .  .  .  2  1  .  .  .  1  .  1  .  2  .  3 #> AGFG2            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGGF1            .  .   .  1  .  .  .  .  .  2  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  2  .  .  .  1  .  1  .  .  1  .  .  1 #> AGK              1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AGL              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AGMAT            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGMO             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO1             .  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO2             .  .   .  .  .  .  1  .  .  .  1  .  2  3  1  1  .  1  .  1  1  .  .  .  1  .  .  .  .  1  .  .  .  1  .  .  1  .  3 #> AGO3             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGO4             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  . #> AGPAT1           1  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  .  .  1  1  1  1  .  .  .  .  .  .  .  . #> AGPAT2           1  .   .  .  3  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  1  .  .  .  1  .  .  .  .  . #> AGPAT3           1  1   .  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  . #> AGPAT4           .  .   .  .  .  1  .  .  .  .  .  .  .  .  2  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  . #> AGPAT5           .  .   1  .  .  .  1  2  .  .  .  .  1  .  .  .  1  1  .  1  .  .  .  2  .  .  .  .  1  .  .  .  1  .  .  .  .  1  1 #> AGPS             .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGR2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AGRN             1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> AGRP             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGT              .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  2  .  .  .  .  .  .  1 #> AGTPBP1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AGTR1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AGTRAP           .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  3  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  . #> AGXT             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHCTF1           .  .   .  .  .  .  .  .  1  .  .  .  2  .  .  2  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  . #> AHCY             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHCYL1           1  .   2  .  1  .  .  1  .  .  .  .  .  .  .  .  .  1  1  .  .  1  1  .  1  .  1  .  2  1  .  .  .  .  1  .  .  1  2 #> AHCYL2           .  .   .  1  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  1  .  .  .  . #> AHDC1            1  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AHI1             .  .   .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  1  1  .  .  1  .  .  1  1  .  .  .  .  .  .  2  .  .  . #> AHNAK            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHNAK2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHR              .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AHSA1            4  .   2  4  1  1  .  .  4  .  .  2  1  2  2  5  .  2  1  2  1  .  3  .  2  1  1  .  .  3  1  .  6  .  2  3  1  .  . #> AHSG             .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIDA             .  .   .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  . #> AIF1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIF1L            2  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIFM1            1  .   1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  2  .  .  1  .  .  .  .  .  .  1  1  .  .  1  .  . #> AIFM2            .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  . #> AIFM3            1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AIG1             .  .   1  2  1  .  .  1  .  .  .  .  1  .  2  .  .  .  .  .  .  .  1  .  .  .  1  .  1  2  5  .  .  .  .  1  .  1  . #> AIMP1            1  1   3  .  4  .  2  1  2  2  1  .  1  1  1  1  2  1  .  1  1  .  1  1  1  .  1  3  3  .  2  1  1  .  .  1  .  1  4 #> AIMP2            .  .   4  .  .  .  .  1  .  .  .  .  .  1  2  .  .  .  .  .  .  .  1  .  .  .  .  2  .  .  .  .  1  .  .  .  .  3  . #> AIP              1  .   2  2  1  .  .  .  1  .  1  .  1  1  1  .  2  .  1  .  2  .  .  1  1  .  2  1  2  3  1  .  .  .  .  1  1  1  . #> AIPL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AIRE             .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AJAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AJUBA            .  .   1  .  .  1  .  .  .  .  .  .  .  .  2  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  . #> AK1              .  .   .  .  .  1  .  1  .  .  .  .  .  1  1  1  .  .  .  1  1  .  1  1  .  .  .  .  .  .  1  .  .  1  .  1  .  .  3 #> AK2              3  .   5  .  1  .  1  1  1  1  .  1  .  .  1  3  .  1  2  .  .  1  1  1  .  .  2  1  1  .  2  .  1  .  .  2  .  1  . #> AK3              .  .   1  1  .  .  1  .  .  .  .  1  .  1  .  1  1  1  .  .  2  .  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  .  1 #> AK4              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AK5              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AK7              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AK8              .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1 #> AKAP10           .  .   .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP11           1  .   .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  1  1  .  2  .  .  1  .  2  .  .  .  1  .  .  .  .  .  1 #> AKAP12           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP13           .  .   1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKAP7            .  .   2  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> AKAP8            .  1   1  1  .  .  .  1  .  1  .  .  .  .  .  .  .  2  .  .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  1  2 #> AKAP8L           1  .   1  .  .  1  .  2  .  1  .  .  .  1  .  .  .  1  .  .  .  1  1  .  .  .  .  3  .  2  .  1  2  2  .  .  1  .  . #> AKAP9            1  1   .  .  .  .  3  .  1  1  .  .  2  3  1  2  .  1  1  4  .  3  .  .  1  2  3  1  1  1  1  1  .  1  .  4  2  .  1 #> AKIP1            1  .   .  .  1  1  .  .  .  .  .  .  .  1  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKIRIN1          .  1   1  1  1  .  .  2  3  2  1  .  1  1  .  1  3  .  .  1  .  1  .  .  .  1  1  1  3  .  .  .  1  .  .  .  .  .  . #> AKIRIN2          .  1   3  .  1  3  3  3  2  3  3  .  2  1  1  1  .  2  3  .  .  .  2  1  1  1  .  2  1  1  2  .  1  1  .  3  1  1  2 #> AKNA             .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKR1A1           8  5   7  4  9  7  3  9  7  2  3  5  8  4  3  8  3  1  6  5  4  4  6  2  3  5  5  1  4  5  6  7  4  4  3  5  5  5  6 #> AKR1B1           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AKR1B10          1  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  . #> AKR1E2           .  1   1  .  .  .  .  .  .  .  .  .  1  1  .  3  .  .  .  .  .  .  1  .  .  .  .  .  1  3  1  .  1  1  .  1  .  .  1 #> AKR7L            1  1   1  .  1  1  1  3  1  3  1  1  .  2  4  2  .  2  .  1  .  .  1  .  1  .  1  2  1  1  1  2  .  1  2  .  .  2  1 #> AKT1             .  .   1  2  1  .  .  .  2  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  1  1  .  .  2  1  1  1  2  1  .  .  1  .  1 #> AKT1S1           3  1   3  .  1  1  1  3  1  1  1  1  3  .  .  .  .  1  .  1  1  3  .  2  3  1  1  .  3  .  1  .  2  2  1  2  2  .  . #> AKT2             .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKT3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AKTIP            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AL033529.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL035461.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049629.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049634.2       .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> AL049697.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL049779.1       .  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  1  . #> AL049844.3       .  .   .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1 #> AL096711.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL110118.1       .  .   1  .  .  .  1  1  .  1  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  1  .  .  .  .  .  .  . #> AL117348.2       .  1   2  2  2  1  .  5  1  2  1  .  2  2  1  .  2  2  .  2  2  4  3  3  .  2  .  1  3  3  1  1  3  2  4  7  1  .  2 #> AL132671.2       .  .   .  2  .  .  .  .  .  .  .  1  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> AL132780.3       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL133352.1       6  .  12  9  2  1  1  8  3  2  4  3  1  2  3  7  8  1  3  2  2  3  1  3  3  .  2  2  8  4  3  2  1  2  4  7  2  5  4 #> AL133500.1       .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.3       .  1   2  .  1  .  1  .  .  1  .  .  .  .  .  1  .  .  1  2  .  1  .  2  .  .  .  .  .  1  .  .  .  1  .  1  .  1  . #> AL136295.4       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL136295.5       .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL138752.2       .  .   1  1  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL139142.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL139260.3       .  1   .  3  .  .  .  2  1  .  2  .  1  2  2  1  1  1  1  .  1  2  .  .  .  .  .  .  1  .  .  .  .  1  1  .  .  .  . #> AL157392.5       .  .   .  .  .  .  1  .  .  .  .  .  .  2  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AL157935.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL159163.1       2  .   .  .  3  2  1  1  2  .  .  2  1  1  2  1  .  .  .  .  .  4  2  1  .  1  .  3  3  2  1  4  .  .  3  1  .  .  . #> AL160269.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL162231.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  .  1  1  3  1  .  .  .  .  1  1 #> AL162417.1       .  .   .  1  .  .  .  2  .  .  1  .  1  1  1  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  2  1  1  .  .  .  . #> AL162596.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL353671.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL355312.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL355315.1       .  .   1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1 #> AL355916.3       .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL357075.4       .  .   .  .  .  1  1  1  .  .  .  .  2  .  .  .  4  .  .  .  1  .  .  .  1  1  1  .  .  .  .  1  .  .  .  .  .  1  . #> AL357673.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL358113.1       .  .   1  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL358472.6       .  .   1  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  3  . #> AL358472.7       2  .   1  1  1  3  .  4  3  1  .  1  1  1  .  4  .  .  .  1  .  .  3  2  1  .  1  1  1  2  1  .  .  .  .  2  .  2  1 #> AL359736.1       1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1 #> AL360181.3       .  .   .  .  .  1  .  1  .  .  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  . #> AL365205.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL391628.1       .  .   1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> AL445524.2       .  .   .  .  .  .  .  1  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  2  .  .  .  1  .  .  .  1  .  .  .  . #> AL445685.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL451062.2       .  .   .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  1  .  .  1  1  .  .  .  .  . #> AL451136.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL512506.3       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL512785.2       1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL590132.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL592183.1       .  .   .  .  1  1  2  .  1  1  1  1  1  1  2  2  2  .  1  2  .  .  .  1  .  .  .  .  .  1  1  1  .  .  1  .  .  .  . #> AL603832.3       2  .   .  .  .  2  .  .  1  1  4  .  .  .  2  1  .  .  .  .  1  .  .  1  2  .  1  .  2  .  1  .  2  .  1  2  .  .  . #> AL645941.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL662899.1       .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> AL662899.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL669918.1       .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1 #> AL807752.7       1  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL845331.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AL928654.3       1  .   1  .  .  1  .  .  .  .  .  .  .  6  .  5  .  .  .  .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  1  . #> ALAD             2  .   2  1  .  2  .  1  .  .  1  .  .  .  1  2  .  .  2  .  .  .  .  1  .  .  .  2  1  1  .  .  .  1  .  1  .  .  . #> ALAS1            .  .   .  .  .  .  1  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1 #> ALB              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALCAM            .  1   .  1  1  .  .  .  .  .  .  1  1  1  .  .  1  .  .  1  1  .  3  1  .  .  .  1  1  5  1  .  1  .  .  .  .  .  . #> ALDH16A1         1  .   1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH18A1         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  3  .  1  .  .  .  1  .  .  .  .  .  2  .  .  1  .  .  .  .  .  .  .  . #> ALDH1A1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1A2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1A3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH1B1          3  .   7  .  .  1  .  .  .  1  .  1  2  1  .  .  .  .  .  1  1  1  .  1  .  .  .  .  .  .  .  5  .  .  .  .  2  3  . #> ALDH1L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH2            .  .   2  .  1  .  .  .  1  .  .  1  .  .  2  1  .  .  1  .  .  .  .  .  .  1  1  .  2  .  1  .  .  .  .  .  .  .  . #> ALDH3B1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ALDH3B2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH4A1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDH5A1          .  .   .  .  .  1  2  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  2  .  1  .  .  .  .  .  .  .  1  .  .  .  . #> ALDH6A1          .  1   .  .  .  1  .  1  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  . #> ALDH7A1          2  .   1  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  1  1  1  .  .  .  1  1 #> ALDH9A1          .  .   .  .  .  2  .  .  1  .  .  .  2  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  2  1  3  .  .  .  .  .  .  .  1 #> ALDOA           10  .   5  2 10  7  2 13  9  1  3  2  4  4  2  7  3  .  2  2  1  2  2  4  3  .  6  2  6  9  4  .  1  3  1  6  .  3  8 #> ALDOB            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALDOC            5  .   6  1  .  7  .  .  .  .  1  .  .  .  5  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ALG1             .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG10            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG10B           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG11            .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ALG12            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ALG13            .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG14            .  .   2  .  1  .  1  1  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  . #> ALG1L            .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG1L2           .  .   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG3             1  .   1  .  .  .  .  .  .  1  .  .  .  .  1  2  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  1 #> ALG5             1  .   2  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  3  .  .  .  .  .  .  .  1  . #> ALG6             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALG8             .  .   1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ALG9             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALKBH1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  .  1  .  1 #> ALKBH2           .  .   .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  3  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALKBH3           .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ALKBH4           .  .   .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  .  .  .  .  .  .  . #> ALKBH5           1  .   3  2  2  .  .  .  1  .  .  .  .  1  .  1  1  1  1  2  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  . #> ALKBH6           .  2   1  1  1  .  .  4  .  .  .  1  .  1  .  .  .  1  1  1  2  1  2  .  .  .  .  1  .  1  .  .  .  .  1  .  1  1  1 #> ALKBH7           1  1   1  .  .  1  .  .  1  .  .  .  .  1  1  .  .  .  1  .  1  .  1  .  .  .  .  .  1  1  1  1  1  1  .  1  .  .  1 #> ALKBH8           .  1   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  2  .  .  .  .  .  .  .  .  .  . #> ALLC             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALMS1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX12           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX15B          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX5            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOX5AP          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALOXE3           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ALPK1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALPK3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALPL             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALS2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALS2CL           .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALX3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ALYREF           4  .   4  .  .  1  .  1  .  .  .  1  1  .  .  3  2  2  1  .  1  1  1  .  .  2  3  1  1  2  .  .  1  .  .  .  .  2  4 #> AMACR            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  1  . #> AMBP             6  1   3  1  2  4  .  9  1  2  .  4  4  1  8  2  .  .  5  1  .  .  .  .  .  1 14  .  .  2  1  .  1  .  1 17  7  3  8 #> AMBRA1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMD1             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  1  1  .  1  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> AMDHD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMDHD2           1  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AMER1            1  1   .  .  2  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  .  .  1  1  .  .  .  .  .  1  1  1 #> AMER2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  . #> AMER3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMFR             1  .   .  .  2  .  .  1  .  1  1  .  .  1  .  .  .  .  .  2  .  2  2  .  2  1  1  .  .  .  1  .  .  1  .  .  2  1  1 #> AMH              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMHR2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMIGO1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  . #> AMIGO2           .  .   .  1  .  .  .  .  .  3  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  1  .  .  .  1  2  .  .  .  .  . #> AMIGO3           .  .   .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMMECR1          .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  1  .  .  .  .  .  .  .  .  . #> AMMECR1L         .  .   .  .  1  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  1  .  1  1  .  .  .  .  .  .  1  .  1  .  .  .  . #> AMN              .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMN1             .  .   .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> AMOT             .  .   2  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMOTL1           .  .   1  .  .  .  .  1  .  .  .  .  .  .  4  2  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  .  .  .  2  .  3 #> AMOTL2           1  .   2  .  .  2  1  .  .  .  .  1  .  1  1  .  1  1  .  .  .  .  .  .  .  3  1  .  .  .  1  2  .  .  .  .  2  3  3 #> AMPD2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> AMPH             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMT              .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AMZ1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AMZ2             .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  . #> ANAPC1           .  .   .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANAPC10          1  .   1  .  .  .  .  .  .  .  1  .  1  .  .  1  .  .  .  1  .  .  1  1  1  .  1  .  1  .  1  1  1  .  2  .  .  2  . #> ANAPC13          2  .   1  .  3  3  .  2  3  .  1  1  .  1  1  4  2  .  1  2  .  4  1  5  .  .  2  1  1  2  2  .  .  .  .  .  .  1  2 #> ANAPC15          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> ANAPC16          2  .   3  1  .  2  .  1  .  .  1  2  1  .  1  1  .  1  .  .  1  5  .  .  3  4  .  1  4  3  1  1  .  4  .  3  3  1  1 #> ANAPC2           .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  1  1  .  .  1  .  .  .  .  1  .  .  .  1  1  .  .  1  .  . #> ANAPC4           .  .   .  1  .  .  .  2  .  .  1  1  .  .  .  .  .  1  1  .  .  .  .  2  1  .  .  1  1  .  .  .  1  .  .  .  1  .  . #> ANAPC5           4  .   4  2  5  1  1  4  .  .  1  .  1  .  2  2  1  1  4  1  1  3  3  2  .  2  1  1  .  4  1  .  3  2  .  3  4  4  6 #> ANAPC7           .  .   .  .  .  1  .  .  .  2  1  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ANGEL1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGEL2           1  1   .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  1  .  1  1  1  .  .  .  .  1  . #> ANGPT1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPT2           .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ANGPTL6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL7          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANGPTL8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANK1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANK2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  . #> ANK3             .  .   1  .  .  1  .  .  1  .  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  .  .  .  . #> ANKEF1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKFY1           1  .   .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ANKH             .  .   .  2  .  .  2  .  2  1  .  .  1  .  .  .  3  .  .  .  1  3  .  2  .  .  .  1  1  .  .  .  .  1  2  2  .  .  1 #> ANKHD1           1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  1 #> ANKHD1-EIF4EBP3  1  .   1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  1 #> ANKIB1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKLE1           1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ANKLE2           .  .   1  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  2  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1 #> ANKMY2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  1 #> ANKRA2           .  .   .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD10          .  1   1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ANKRD11          1  .   .  .  .  .  .  .  .  .  1  .  5  1  .  .  1  .  1  1  1  1  1  1  1  1  .  .  .  .  2  .  .  1  .  .  .  1  1 #> ANKRD12          .  .   .  .  1  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  2  .  .  .  .  . #> ANKRD13A         .  .   .  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  . #> ANKRD13B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD13C         .  .   .  .  2  1  .  .  1  .  .  .  .  1  .  .  1  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  2  .  .  1  .  .  . #> ANKRD13D         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD16          .  .   .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  1  .  .  . #> ANKRD17          1  .   .  .  .  .  .  1  .  .  .  .  1  .  .  1  1  .  .  .  1  .  .  .  1  .  .  1  1  .  .  .  .  1  .  .  1  .  . #> ANKRD2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  . #> ANKRD24          .  .   .  .  .  .  .  .  .  .  1  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> ANKRD27          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ANKRD28          .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD29          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> ANKRD31          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD33B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD34B         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD34C         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD35          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD37          .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  1  .  .  1  .  .  . #> ANKRD39          .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD40          2  .   .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  2  .  .  .  .  .  1  .  .  1  .  .  .  .  1  .  1  . #> ANKRD44          .  .   .  .  .  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  2  .  .  .  1  .  . #> ANKRD45          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD46          1  1   .  1  .  .  1  .  .  .  .  .  .  2  2  .  .  .  .  2  .  1  .  .  2  1  .  .  .  .  .  .  .  .  1  .  .  .  1 #> ANKRD49          .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD50          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD54          .  2   .  1  .  .  1  2  1  .  1  .  .  1  .  .  1  .  .  3  1  1  .  2  .  .  .  .  .  .  1  1  1  .  .  2  1  1  2 #> ANKRD55          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD6           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKRD9           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKS1A           .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ANKS1B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKS3            .  .   1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  1  2  .  .  .  1  .  . #> ANKS4B           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  . #> ANKS6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANKZF1           .  1   .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  1  1 #> ANLN             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  . #> ANO1             .  .   .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO10            .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO2             .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO6             2  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO8             .  .   .  1  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANO9             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  . #> ANP32A           .  1   5  1  4  2  .  5  2  2  .  4  2  .  3  6  3  4  1  4  3  1  5  2  6  .  3  .  1  2  5  1  2  2  .  6  4  3  6 #> ANP32B           9  1  14  2  5  1  1  2  1  .  2  1  2  3  1  7  2  3  2  1  .  1  6  .  1  2  2  1  3  2  2  1  1  1  3  2  3  2  5 #> ANP32D           .  1   5  1  4  2  .  5  2  2  .  4  2  .  3  6  3  4  1  4  3  1  5  2  6  .  3  .  1  2  5  1  2  2  .  6  4  3  6 #> ANP32E           1  .   7  1  6  .  3  .  .  .  .  1  .  4  .  1  1  1  3  1  .  2  1  .  .  .  .  .  1  .  .  .  1  .  .  2  2  1  5 #> ANPEP            .  .   .  .  .  .  .  .  .  .  .  .  .  .  2  1  .  .  1  4  .  .  .  .  .  .  .  .  .  3  1  .  .  .  2  .  .  1  1 #> ANTXR1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANTXR2           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  . #> ANXA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA10           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA11           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA13           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA2            8  .   3  .  4  7  .  .  .  .  .  .  .  .  4  8  .  .  1  .  .  .  .  .  1  .  1  .  .  .  3  .  .  .  .  .  .  8  . #> ANXA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ANXA4            2  .   4  .  .  1  2  3  8  5  1  .  3  2  1  .  7  .  4  1  1  2  3  1  .  .  .  .  1  1  1  1  2  2  2  7  .  1  2 #> ANXA5            .  .   .  2  2  3  .  5  .  1  2  .  .  4  3  9  1  .  1  1  2  .  2  3  1  .  3  1  .  1  1  1  .  .  1  6  .  1  1 #> ANXA6            2  .   1  .  1  4  .  4  .  1  .  .  .  .  3  1  2  .  .  1  .  .  5  1  4  1  .  1  .  1  1  .  2  1  1  .  1  1  2 #> ANXA7            .  .   3  .  3  .  .  .  .  .  .  .  .  1  3  3  .  .  1  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  1  .  .  .  2 #> ANXA8            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  . #> ANXA8L1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  . #> ANXA9            .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AOC1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AOC2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP000295.1       .  .   1  .  1  1  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  1  .  .  1  .  .  .  2  2  .  .  .  .  1  .  . #> AP000311.1      15  2  15  3  8  3  4  6  3  4  1  3  3  4  3  6  6  2  5  4  5  5  4  3  3  2  3  5  3  4  5  2  2  3  3  6  .  5  6 #> AP000356.5       6  2   4  2  3  .  1  3  1  .  .  .  .  3  2  4  1  3  .  .  2  3  1  3  2  .  2  2  3  3  .  1  2  .  .  2  .  4  3 #> AP000944.5       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  1  .  .  .  . #> AP001267.5       .  .   .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  2  .  .  .  .  2  1  .  1  1  .  . #> AP001273.2       .  .   .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  . #> AP001453.3       1  .   2  4  4  2  .  6  .  .  .  .  .  1  1  2  4  .  1  .  .  4  2  6  .  .  .  1  2  4  1  1  2  .  1  7  .  4  5 #> AP001781.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP001931.2       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP002373.1       .  .   1  1  1  1  .  1  .  1  1  .  .  2  1  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  1  .  1  .  .  .  1  .  2 #> AP002495.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP002748.5       .  .   .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> AP002884.2       3  .   1  2  4  1  .  2  .  2  .  .  2  4  1  1  1  3  1  2  .  .  3  3  .  1  3  1  1  2  1  3  .  .  4  2  .  .  2 #> AP002990.1       .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  . #> AP003419.1       .  .   1  .  1  .  .  .  1  1  .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  3  2  1  1  2  .  1  .  .  1  1 #> AP1AR            .  .   .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  1  .  .  .  2  .  .  .  .  .  .  .  1  1  .  .  1 #> AP1B1            .  .   .  2  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  . #> AP1G1            .  1   .  1  1  .  .  1  1  1  .  .  .  1  .  .  1  1  .  .  .  1  .  .  .  .  .  .  .  1  .  .  1  1  .  1  .  .  . #> AP1G2            .  .   .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP1M1            .  .   1  1  .  .  .  2  .  .  1  .  .  .  1  1  1  .  .  3  1  .  1  .  1  .  .  .  1  .  .  .  .  2  1  2  .  .  . #> AP1M2            .  1   .  .  .  .  .  .  .  .  1  1  .  .  .  .  1  .  1  .  1  1  1  1  .  1  2  .  2  1  .  2  1  .  .  1  .  .  . #> AP1S1            .  1   3  .  .  1  .  2  .  1  .  1  .  1  1  2  1  2  .  1  .  1  1  5  2  1  1  1  4  2  .  1  5  2  1  1  .  .  2 #> AP1S2            .  .   .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP1S3            .  .   .  .  .  1  1  .  .  .  .  .  .  .  1  .  .  .  .  .  1  .  1  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  1 #> AP2A1            .  .   1  .  .  .  .  1  .  .  .  1  .  .  1  .  1  .  .  2  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP2A2            .  .   1  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  . #> AP2B1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AP2M1            1  4   1  4  2  2  1  4  3  2  4  1  .  3  1  4  4  3  1  .  3  5  2  4  5  1  1  1  4  6  2  .  4  3  2  6  3  .  5 #> AP2S1            1  2   7  .  7  2  1  7  3  1  .  1  2  4  3  3  5  .  3  7  .  2  1  3  .  3  2  1  2  1  2  2  3  2  3  2  3  2  2 #> AP3B1            .  .   1  .  .  .  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> AP3B2            .  .   .  .  .  .  .  .  2  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1 #> AP3D1            .  1   1  2  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  1  .  1  2  .  2  1  3  1  .  1  1  .  .  .  .  . #> AP3M1            .  .   1  1  .  2  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> AP3M2            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP3S1            2  1   .  3  .  .  1  .  .  1  .  2  .  3  1  1  1  1  1  .  1  2  .  2  1  3  .  .  2  1  .  .  5  2  .  .  2  2  1 #> AP3S2            .  .   1  .  2  .  .  1  1  .  1  .  .  .  .  1  .  .  1  .  2  1  1  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  . #> AP4E1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP4M1            .  .   .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP4S1            .  .   1  .  1  .  .  1  .  .  1  .  .  .  .  1  .  .  .  2  .  .  .  2  .  .  .  1  .  .  .  .  .  .  .  .  .  .  . #> AP5B1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5M1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5S1            .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AP5Z1            .  .   .  1  .  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> APAF1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> APBA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  . #> APBA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APBA3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> APBB1            1  .   .  .  .  .  .  2  .  3  1  .  .  2  .  .  .  1  .  1  .  .  .  .  1  .  .  2  .  .  .  .  .  .  3  .  .  .  2 #> APBB1IP          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APBB2            1  .   .  .  .  .  .  .  .  1  1  .  .  .  .  1  1  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> APC              .  .   .  .  1  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> APC2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> APCS             .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> APEH             1  .   .  1  4  1  .  .  .  .  .  .  .  .  .  1  2  1  .  .  .  1  .  .  1  .  2  .  1  .  .  .  1  .  .  1  .  .  . #> APEX1            1  2   4  .  .  1  .  1  1  2  .  .  1  1  .  4  3  1  1  2  1  .  2  .  .  .  3  1  1  .  1  2  .  .  1  .  .  3  3 #> APEX2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APH1A            .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> APH1B            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> API5             .  1   1  .  .  .  .  .  .  .  1  1  .  .  1  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  .  .  2  .  .  1  .  1 #> APIP             1  1   1  .  .  2  .  .  .  .  .  2  1  .  .  1  .  .  2  1  1  .  .  .  1  1  3  .  .  1  1  .  1  .  1  .  1  .  1 #> APLF             .  1   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APLP1            1 10   .  2  .  .  5 12  6  3  9  2  1  4  .  .  7  4  .  7  5  3 15  5  5  .  .  5  4  5  .  2  3  8 10  5  9  .  9 #> APLP2            4  .   1  .  5  3  1  1  .  .  3  1  3  2  2  4  .  1  2  1  1  .  .  .  1  .  1  .  1  2  1  .  2  1  .  .  1  .  1 #> APMAP            .  .   .  1  1  .  1  .  .  1  .  1  .  .  .  .  1  .  .  1  1  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  . #> APOA1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOA2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  . #> APOBEC1          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC2          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC3H         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBEC4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOBR            .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOC1            .  2   1  .  1  .  .  .  .  .  .  .  .  .  2  .  .  .  .  3  .  .  .  .  .  .  1  .  .  .  3  2  .  .  .  .  .  .  . #> APOC3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOD             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOE             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOF             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOH             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL2            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL4            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOL6            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOLD1           .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOM             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> APOO             2  1   .  .  .  .  .  .  .  1  1  .  .  2  1  2  .  .  .  .  2  .  .  .  .  1  .  .  1  2  1  .  2  1  .  .  .  .  1 #> APOOL            .  .   2  .  .  1  .  1  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  1  2  1  1  .  .  .  2  2  .  .  .  .  1  1  1 #> APP              2  1   4  .  2  4  3  2  1  1  2  3  3  1  3  2  1  1  1  1  1  5  2  1  5  3  3  3  .  2  .  2  6  3  1  5  6  1  6 #> APPBP2           1  .   2  .  1  .  .  1  1  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  .  .  1  1  1  2  .  .  1  1  .  .  2  2  1 #> APPL1            1  .   1  .  .  1  .  .  1  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  . #> APPL2            .  .   1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1  .  1  .  1  .  .  .  .  .  1  1  .  .  .  .  .  .  1  1  1 #> APRT             4  .   1  1  .  3  .  2  .  3  .  .  3  7  2  4  2  .  1  .  .  1  1  .  1  .  3  2  1  .  2  1  .  .  .  2  1  .  2 #> APTX             .  .   .  .  .  .  1  1  2  .  .  .  2  .  .  1  .  .  .  .  1  1  .  .  .  1  .  1  1  .  .  1  1  .  .  .  .  .  . #> AQP1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP11            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP12A           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP12B           .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP3             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP4             1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP7             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQP8             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AQR              .  1   .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  1  .  1  .  .  . #> ARAF             .  .   .  .  .  1  .  1  .  1  .  .  .  .  .  .  .  .  3  1  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> ARAP1            .  .   .  .  1  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  . #> ARAP2            .  1   .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARAP3            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARC              .  .   .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  . #> ARCN1            3  1   1  1  .  .  .  1  1  1  .  .  .  .  1  .  .  .  .  1  .  3  .  2  .  .  .  .  1  .  .  .  .  .  2  .  .  .  . #> AREG             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> AREL1            .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  . #> ARF1             4  4  12  5  3  3  3  9  1  4  3  3  3 11  4  5  3  2  4  5  4  5  4  4  5  7  3  3  4  4  7  5  6  2  3  3  5  3  8 #> ARF3             1  .   1  1  .  1  .  1  2  .  1  .  .  1  .  .  1  .  .  1  1  2  .  2  .  .  .  2  .  .  .  .  .  1  1  1  2  .  1 #> ARF4             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARF5             8  4   3  7  5 11 10 10  4  8  3 12  8 11  8  4  5 11  4 13  4 10 12  6  8  3  3  2  7  4  5 26  4  9  6  5 15  9 16 #> ARF6             2  2   4  .  .  .  .  1  .  .  1  .  .  .  1  6  2  1  .  .  .  .  .  1  .  .  1  .  .  .  2  .  .  .  .  .  .  .  . #> ARFGAP1          .  .   .  .  .  1  .  1  .  .  .  .  1  .  .  .  2  .  .  .  .  1  1  1  1  .  1  .  .  .  .  .  .  .  .  .  .  1  2 #> ARFGAP2          1  .   .  .  .  .  .  1  .  .  1  1  1  2  .  .  .  .  2  .  .  1  .  .  .  1  .  .  .  1  .  .  .  .  .  .  1  1  . #> ARFGAP3          .  1   .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  1  .  .  .  2  .  .  .  5  1  .  2  .  .  1  .  2  .  .  .  .  . #> ARFGEF1          1  1   1  .  .  1  .  1  .  .  .  .  .  .  .  1  1  .  .  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  2 #> ARFGEF2          1  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARFGEF3          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  . #> ARFIP1           .  .   1  .  1  .  .  .  .  .  .  .  .  .  .  3  .  .  .  .  1  .  .  .  1  .  .  1  .  .  1  .  1  .  1  .  .  .  . #> ARFIP2           1  .   .  .  .  .  1  .  1  .  .  .  .  .  1  .  .  .  1  1  1  .  5  .  1  .  .  .  .  1  .  1  1  .  .  1  .  2  1 #> ARFRP1           .  .   .  .  .  2  .  .  .  .  2  1  .  .  .  .  .  .  2  .  .  .  1  .  .  .  .  .  .  1  .  .  1  .  .  .  1  .  1 #> ARG1             .  .   .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  3  1  2  .  1  .  .  .  .  .  .  .  .  .  .  .  2  .  .  .  . #> ARG2             .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARGLU1           .  1   6  1  .  .  .  .  .  1  1  .  .  6  3  .  1  .  .  .  1  .  .  1  .  1  1  .  .  .  .  .  .  .  .  .  .  .  2 #> ARHGAP1          .  .   2  1  .  .  1  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  2  .  .  .  .  .  .  .  .  1  1  .  1  .  .  . #> ARHGAP10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARHGAP11A        .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP11B        .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP12         .  .   .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  1 #> ARHGAP17         .  .   .  .  .  .  .  .  .  .  .  1  1  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  1  1  1  .  .  .  .  1  . #> ARHGAP18         .  .   .  .  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  1  .  1  .  .  . #> ARHGAP19         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ARHGAP19-SLIT1   .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  . #> ARHGAP20         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP21         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  . #> ARHGAP22         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP23         .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP24         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP26         .  .   .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP27         .  .   .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP28         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGAP29         .  .   .  .  1  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  . #> ARHGAP31         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP32         .  .   .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP33         .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  .  .  .  2  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP35         .  .   .  .  .  .  1  2  .  .  .  .  1  .  1  .  .  1  .  .  .  .  .  2  .  .  .  1  1  .  .  .  .  1  1  1  .  .  . #> ARHGAP36         .  .   .  .  .  .  .  6  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  3  .  .  .  .  .  .  .  .  .  . #> ARHGAP39         .  .   .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  1  .  1  .  .  .  .  .  . #> ARHGAP4          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP42         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP44         .  .   1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP5          .  .   .  .  1  .  1  2  .  .  1  .  1  .  .  .  .  .  .  .  .  .  1  1  .  .  2  2  .  .  .  .  1  .  .  .  .  .  2 #> ARHGAP6          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP8          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGAP9          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGDIA          2  .   6  .  3  3  2  3  2  .  .  2  2  2  1  1  1  1  2  1  1  2  4  .  4  1  1  .  1  3  1  4  .  3  .  2  4  4  3 #> ARHGDIB          .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGDIG          .  .   .  .  .  .  .  .  .  .  .  1  1  1  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  1  .  1  .  .  .  . #> ARHGEF1          1  .   2  .  .  .  .  .  .  .  .  1  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGEF10         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF10L        .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  . #> ARHGEF11         .  .   .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF12         1  .   .  1  .  .  .  .  .  .  .  .  .  1  .  .  .  .  1  .  .  1  .  .  .  1  1  .  .  .  .  .  .  .  .  .  .  .  1 #> ARHGEF15         .  .   .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  1  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . #> ARHGEF16         .  1   .  .  1  .  1  .  .  .  .  .  .  1  1  .  .  .  .  .  .  1  .  2  .  .  1  1  .  1  .  .  .  .  .  .  1  1  1 #> ARHGEF17         .  .   .  .  .  .  .  .  .  1  .  .  1  .  1  .  .  .  .  .  .  .  .  .  .  .  .  1  2  .  .  .  .  .  .  1  1  .  . #>                                                           #> A1CF             . .  .  .  .  .  . .  . .  .  . . ...... #> A3GALT2          . .  .  .  .  .  . .  . .  .  . . ...... #> AAAS             . .  .  .  .  .  . .  . .  .  . . ...... #> AACS             . .  .  .  .  .  1 1  . .  .  . 1 ...... #> AADAC            . .  .  .  .  .  . .  . .  .  . . ...... #> AAGAB            1 .  .  .  .  .  . .  . .  1  . . ...... #> AAK1             . .  .  .  .  .  . 1  . .  .  . . ...... #> AAMDC            . .  .  .  .  .  . .  . .  .  . . ...... #> AAMP             5 1  2  1  1  4  . 1  . 2  1  1 1 ...... #> AAR2             . 1  .  .  .  .  . 1  . .  .  . . ...... #> AARD             . .  .  .  .  .  . .  . 4  .  . . ...... #> AARS1            . 1  1  .  .  1  1 .  1 .  .  . . ...... #> AARS2            . .  .  .  .  .  . .  . .  .  . . ...... #> AARSD1           . .  .  .  .  .  . .  . .  .  . . ...... #> AASDH            . .  .  .  .  .  . .  . .  .  . . ...... #> AASDHPPT         . .  .  .  .  1  . .  . 1  1  . . ...... #> AASS             . .  .  .  .  .  . .  . .  .  . . ...... #> AATF             . .  .  .  .  .  . .  . .  .  . . ...... #> AATK             . .  .  .  .  .  . .  . .  .  . . ...... #> ABAT             . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA1            . .  .  .  .  .  . .  . .  .  2 . ...... #> ABCA12           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA2            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA3            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ABCA4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA5            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCA7            1 .  .  .  .  .  . .  . .  .  . . ...... #> ABCA8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB1            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB10           1 .  .  .  .  .  . .  . .  .  . . ...... #> ABCB11           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB6            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCB7            . .  .  .  .  .  . .  1 .  .  . . ...... #> ABCB8            . .  .  .  .  .  . 1  . .  .  . . ...... #> ABCB9            1 1  .  .  .  1  . 1  . .  .  . . ...... #> ABCC1            . .  .  .  .  .  1 .  . .  .  . . ...... #> ABCC10           . .  .  .  .  .  . .  . .  .  . . ...... #> ABCC3            . .  1  .  .  .  . .  . .  .  . . ...... #> ABCC4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCC5            1 .  .  .  1  .  . .  . .  .  . . ...... #> ABCC8            6 2  .  .  .  1  . .  . .  .  . 3 ...... #> ABCC9            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCD1            . .  .  .  .  .  1 .  . .  .  . . ...... #> ABCD3            2 1  2  1  1  .  . .  1 .  .  1 3 ...... #> ABCD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCE1            . 1  .  .  .  1  1 1  . .  .  . . ...... #> ABCF1            1 2  .  1  1  .  1 1  3 .  .  2 1 ...... #> ABCF2            . 1  .  .  .  .  . .  1 .  .  . . ...... #> ABCF2-H2BE1      . 1  .  .  .  .  . .  1 .  .  . . ...... #> ABCF3            . .  .  .  .  .  1 .  . .  .  1 . ...... #> ABCG1            . 1  .  .  .  .  . .  . .  .  . 1 ...... #> ABCG5            . .  .  .  .  .  . .  . .  .  . . ...... #> ABCG8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD10           . .  .  1  .  .  . .  . .  .  . . ...... #> ABHD11           . 1  2  .  .  .  . .  . .  .  1 . ...... #> ABHD12           . .  .  .  .  .  . .  1 1  .  2 . ...... #> ABHD13           . .  .  1  .  .  . .  1 .  .  . . ...... #> ABHD14A          . .  2  1  .  .  . .  . 1  .  . . ...... #> ABHD14A-ACY1     . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD14B          . .  .  2  .  .  . .  1 .  1  . 1 ...... #> ABHD15           . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD16A          2 .  .  .  .  .  2 .  . .  1  . 1 ...... #> ABHD17A          . .  1  1  .  .  . .  . .  .  . 1 ...... #> ABHD17B          . .  1  .  .  .  . .  . .  .  . . ...... #> ABHD17C          1 .  .  .  .  .  . .  1 .  1  . 1 ...... #> ABHD18           . .  .  .  1  .  . .  1 .  .  . . ...... #> ABHD2            . 2  .  .  .  .  . .  . .  .  . . ...... #> ABHD3            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ABHD5            . 1  .  .  1  .  . .  . .  .  . . ...... #> ABHD6            . .  .  .  1  .  . .  . .  1  . . ...... #> ABHD8            . .  .  .  .  .  . .  . .  .  . . ...... #> ABI1             1 1  .  1  2  .  . .  . 1  .  . . ...... #> ABI2             . .  .  .  .  .  . .  . .  .  . 1 ...... #> ABI3             . .  .  .  .  .  . .  . .  .  . . ...... #> ABL1             . 1  .  .  .  .  . .  . .  1  . . ...... #> ABL2             . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM1           . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM2           . .  .  .  .  .  . .  . .  .  . . ...... #> ABLIM3           . .  .  .  .  .  . .  . .  .  . . ...... #> ABR              . .  .  .  .  .  . .  . .  .  1 . ...... #> ABRACL           5 2  1  .  .  2  1 1  4 2  1  3 1 ...... #> ABT1             . 1  .  .  2  .  1 .  . .  2  . . ...... #> ABTB1            1 1  .  1  .  .  1 .  . .  .  . . ...... #> ABTB2            . .  .  .  .  .  . .  . .  .  1 . ...... #> AC000120.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC001226.2       . .  .  .  .  .  . 1  . .  .  . . ...... #> AC002094.3       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC002310.4       . .  1  .  .  .  . .  . .  .  . . ...... #> AC002985.1       . .  .  .  .  .  . 2  1 .  1  . . ...... #> AC002996.1       . .  .  .  .  .  . .  1 1  1  . . ...... #> AC003005.1       1 .  .  .  .  1  . .  . .  .  . . ...... #> AC004076.1       1 .  .  .  .  1  . .  . .  .  . . ...... #> AC004556.3       . .  1  .  .  .  . .  1 .  1  . 1 ...... #> AC004593.2       . .  .  1  .  .  . .  . .  .  . . ...... #> AC004687.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC004691.2       . .  .  .  .  .  . .  . .  1  . . ...... #> AC004832.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC004922.1       3 .  2  3  3  .  3 3  5 1  3  1 1 ...... #> AC004997.1       . .  .  .  1  .  . .  . .  .  . . ...... #> AC005041.1       . .  .  .  .  1  . .  . .  .  . . ...... #> AC005154.5       . .  .  1  1  .  . .  1 .  .  . . ...... #> AC005192.1       . 1  .  .  .  .  . .  1 .  .  . . ...... #> AC005324.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC005520.1       2 .  .  .  .  .  . 1  . 1  .  . . ...... #> AC005670.2       . .  .  1  .  1  . .  1 .  1  . . ...... #> AC005697.1       1 .  .  .  .  .  . 1  . 1  .  . . ...... #> AC005726.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC005943.1       4 2  4  1  1  .  1 3  6 2  4  1 7 ...... #> AC006030.1       . .  .  .  .  .  . 2  . .  .  1 1 ...... #> AC006059.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC006064.6       1 .  1  .  1  .  . 1  . 3  1  5 3 ...... #> AC006254.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007040.2       1 .  1  .  2  .  . .  . .  1  . 1 ...... #> AC007192.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007325.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC007325.4       1 1  1  .  1  2  . 1  . .  .  1 2 ...... #> AC007326.4       1 1  1  .  1  2  . 1  . .  .  1 2 ...... #> AC007687.1       2 6  8  2  2  2  2 4  4 1  4  3 8 ...... #> AC008012.1       . 1  3  .  .  .  . .  . .  .  1 1 ...... #> AC008073.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC008397.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC008581.2       . 2  1  .  1  .  . 2  1 1  1  . 1 ...... #> AC008695.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC008764.1       . .  .  .  .  .  1 .  . .  .  . . ...... #> AC008770.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC009070.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC009690.1       . 1  .  2  .  1  1 .  2 1  1  1 . ...... #> AC009690.3       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC009779.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC010197.2       . .  .  .  .  .  . .  . .  1  . . ...... #> AC010319.2       . .  1  .  .  .  . .  . .  .  . . ...... #> AC010323.1       3 1  8  .  1  1  2 5  1 1  7  . 3 ...... #> AC010422.3       . 1  .  .  .  .  1 .  1 .  .  . . ...... #> AC010422.5       . 1  .  .  .  .  1 .  1 .  .  . . ...... #> AC010463.1       1 2  .  1  1  .  . 3  . .  .  . . ...... #> AC010616.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011005.1       3 2  1  1  3  .  . 1  . 1  2  4 3 ...... #> AC011448.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011455.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011462.1       . .  .  2  1  1  1 .  1 .  1  1 . ...... #> AC011473.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011479.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011499.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC011511.4       . .  .  .  .  .  1 .  1 .  1  . . ...... #> AC012213.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC012488.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013394.1       . .  .  .  .  .  . .  3 .  .  . . ...... #> AC013477.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013489.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC013717.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC015802.6       1 .  1  1  1  .  1 .  1 .  1  . . ...... #> AC016027.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC017083.3       . .  .  .  .  .  . .  . .  .  1 . ...... #> AC018362.3       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC019117.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC020765.6       . .  .  .  .  .  . .  . .  1  . . ...... #> AC020907.6       . 1  2 10  3  7  2 1  . 3  3  5 . ...... #> AC021087.5       . .  1  1  1  .  . 1  . 1  .  . 1 ...... #> AC021660.3       1 .  .  .  1  .  . .  . .  .  1 . ...... #> AC022384.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022400.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022414.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC022826.2       . .  .  .  .  .  . .  . .  .  . 1 ...... #> AC023055.1       . .  .  .  1  1  . 1  . 1  1  . . ...... #> AC024592.3       6 4  3  3  3  .  3 1  1 1  3  . 6 ...... #> AC025165.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC026464.1       1 .  1  .  .  1  . 1  . .  .  . . ...... #> AC026464.3       . .  .  .  1  .  . .  1 .  .  . . ...... #> AC026464.4       . .  2  .  .  .  1 .  . .  .  . . ...... #> AC026464.6       . .  .  .  1  .  . .  1 .  .  . . ...... #> AC027644.4       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC027796.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC034102.2       3 2  1  .  .  1  . 1  . .  1  1 . ...... #> AC034228.3       . .  .  .  .  1  . .  . .  .  . . ...... #> AC036214.3       1 .  1  2  3  .  4 3  1 4  5  . 2 ...... #> AC037459.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC048338.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC055811.2       . .  .  .  1  .  . .  1 1  .  . . ...... #> AC055839.2       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC064824.1       . .  1  .  .  .  1 .  . 1  .  . . ...... #> AC068234.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068533.4       . 1  2  .  .  .  1 .  . 1  .  . . ...... #> AC068547.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068580.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068631.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068831.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AC068946.2       . .  .  2  .  .  1 .  . .  .  . . ...... #> AC069257.3       . .  .  .  .  .  . .  . 1  1  . . ...... #> AC069503.2       . .  .  .  .  .  . 1  . 2  .  1 . ...... #> AC073508.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC073612.1       . .  .  1  .  .  . .  . 1  .  1 . ...... #> AC073896.1       5 4  3  2  3  2  3 2  5 3  6  1 2 ...... #> AC074143.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC078815.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC078927.1       1 1  1  .  .  1  1 1  . 2  1  . . ...... #> AC079447.1       2 2  3  1  .  2  2 2  4 1  4  . 3 ...... #> AC079594.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC083977.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC087721.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090004.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090227.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC090517.4       1 .  .  1  1  1  . .  . .  .  . . ...... #> AC091057.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC091167.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC091167.7       . 1  .  .  .  .  1 .  . .  .  . 1 ...... #> AC091959.1       . 1  .  .  .  .  1 3  . .  .  . . ...... #> AC092017.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC092042.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC092073.1       . .  .  1  .  .  1 1  . .  1  . . ...... #> AC092143.1       5 1  .  2  7  .  . 1  . 1  .  5 2 ...... #> AC092647.5       . .  2  .  2  .  . 3  1 .  2  2 . ...... #> AC092718.2       . .  1  .  .  .  . 1  . .  .  . 2 ...... #> AC092718.7       . .  1  .  .  .  . 1  . .  .  . 2 ...... #> AC092835.1       . .  .  1  .  .  . .  . .  1  . . ...... #> AC093155.3       1 .  .  .  .  .  . .  1 .  .  . . ...... #> AC093323.1      12 7  1 11  5  2  4 7  8 8  6  8 4 ...... #> AC093525.1       . .  .  .  .  .  . 1  . 3  .  1 . ...... #> AC093525.2       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC093827.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC093884.1       . .  1  1  .  .  . .  . .  .  . . ...... #> AC096887.1       . .  1  .  .  .  . .  . .  .  . . ...... #> AC097634.4       . 1  3  2  3  .  1 .  . .  .  . 1 ...... #> AC104389.5       1 .  .  .  .  .  . .  . .  .  . . ...... #> AC104452.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC104472.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC105052.1       . .  .  6  .  .  . .  . .  .  . . ...... #> AC105052.3       . .  3  .  2  1  1 1  1 .  .  . 3 ...... #> AC106741.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC106873.8       . .  .  .  .  .  1 .  . .  .  . . ...... #> AC106886.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AC108488.2       . .  1  .  .  .  . .  . .  .  . . ...... #> AC109583.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC112128.1       . .  .  1  .  .  . .  . .  .  . . ...... #> AC116366.1       . .  .  .  .  .  . 1  . .  .  1 1 ...... #> AC117378.1       . 1  .  .  .  .  . .  . .  .  . . ...... #> AC117457.1       . .  .  .  .  .  . .  . 1  .  . . ...... #> AC119674.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AC126283.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC129492.3       . .  1  1  .  1  3 1  . .  1  . . ...... #> AC131160.1       . 1  2  .  2  1  1 .  . 1  3  . . ...... #> AC136352.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AC136475.9       1 1  6  7  1  1  . 1  8 .  8 10 . ...... #> AC136616.1       . .  .  1  1  .  . .  . .  .  . . ...... #> AC137834.1       1 2  .  1  1  .  . .  . .  1  . . ...... #> AC138647.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC138696.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC139530.2       . .  .  .  .  .  . 1  . 1  1  . . ...... #> AC140504.1       . .  1  .  .  .  . .  . .  .  . . ...... #> AC142391.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC243967.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC244197.3       . .  .  1  1  .  . .  . .  .  . 1 ...... #> AC245033.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC245748.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AC253536.7       . .  .  1  .  1  . .  . .  3  . 1 ...... #> ACAA1            3 3  .  1  .  1  1 .  4 .  .  1 1 ...... #> ACAA2            1 .  .  1  .  .  . .  . .  3  . . ...... #> ACACA            . .  1  .  .  .  . .  . 1  .  . . ...... #> ACACB            . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD10           . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD11           . .  .  .  .  .  . .  . .  .  . . ...... #> ACAD8            1 1  .  1  .  .  . .  1 .  .  . . ...... #> ACAD9            . .  .  .  .  .  . .  . .  .  . . ...... #> ACADL            . 2  2  1  .  .  . 1  . 1  1  . . ...... #> ACADM            . .  2  1  .  .  . .  . 1  2  . 1 ...... #> ACADS            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ACADSB           1 .  .  .  .  .  . .  2 .  .  . 1 ...... #> ACADVL           . .  2  .  .  2  2 1  . 1  .  . 1 ...... #> ACAN             . .  .  .  .  .  . .  . .  .  . . ...... #> ACAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACAP2            . .  .  .  1  .  . 1  . .  .  . . ...... #> ACAP3            . .  .  .  1  .  . .  . .  .  . . ...... #> ACAT1            1 1  .  .  .  .  1 .  . .  1  . . ...... #> ACAT2            . 1  .  .  .  .  . 1  . .  2  . . ...... #> ACBD3            1 2  2  .  1  1  . .  1 .  .  . . ...... #> ACBD4            . .  .  .  .  .  . .  . .  .  . . ...... #> ACBD5            . 1  1  1  .  .  . .  . .  .  . 1 ...... #> ACBD6            . 1  2  2  1  1  . 1  . 2  .  1 1 ...... #> ACBD7            . .  .  .  .  .  . .  . .  .  . . ...... #> ACCS             . .  .  .  .  .  . .  . .  .  . . ...... #> ACD              . .  1  .  .  .  . .  . .  .  2 2 ...... #> ACE2             . .  .  .  .  .  . .  . .  .  . . ...... #> ACER2            1 1  2  .  1  .  . .  2 .  2  1 . ...... #> ACER3            . .  .  .  .  .  . .  . 1  .  . . ...... #> ACIN1            1 2  2  .  .  .  . .  2 1  2  . . ...... #> ACKR3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACLY             6 1  .  .  3  .  1 1  1 2  2  . 5 ...... #> ACO1             . 1  1  .  .  .  . .  1 .  .  . . ...... #> ACO2             2 2  3  1  1  2  . 1  3 2  1  1 . ...... #> ACOT1            . .  6  .  1  .  1 .  2 1  2  . . ...... #> ACOT11           . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT12           . .  .  .  .  1  . .  . .  .  . . ...... #> ACOT13           2 .  1  .  .  .  1 .  1 1  2  1 1 ...... #> ACOT2            . .  6  .  1  .  1 .  2 1  2  . . ...... #> ACOT4            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT6            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT7            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOT8            . .  1  .  .  .  . .  . .  .  . 1 ...... #> ACOT9            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOX1            . .  .  1  .  .  . .  . .  .  . . ...... #> ACOX2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOX3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACOXL            . .  .  .  .  .  . .  . .  .  . . ...... #> ACP2             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP3             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP5             . .  .  .  .  .  . .  . .  .  . . ...... #> ACP6             . .  .  .  1  .  1 .  . .  .  1 . ...... #> ACRBP            . .  .  .  .  .  . .  . .  .  1 . ...... #> ACSBG1           1 .  .  .  .  .  . .  . .  .  . . ...... #> ACSF2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACSF3            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACSL1            . .  .  .  .  .  . .  1 .  .  . . ...... #> ACSL3            . .  .  .  .  .  . .  1 .  .  . . ...... #> ACSL4            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACSL5            . 1  .  .  .  .  . .  . .  1  1 . ...... #> ACSL6            . .  .  .  .  1  . .  . .  .  . . ...... #> ACSM3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACSS3            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTA1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTA2            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTB             8 8 26 15 18 16 13 7 35 9 20 13 8 ...... #> ACTC1            . .  .  .  .  .  . .  . .  .  . . ...... #> ACTG1           10 . 21  3 13  3 17 3 30 8 24 14 4 ...... #> ACTL10           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTL6A           . .  1  1  .  .  . .  2 .  .  4 1 ...... #> ACTL6B           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTN1            . .  .  1  .  .  . .  3 .  .  . . ...... #> ACTN3            . .  .  .  .  .  . .  . .  .  . 3 ...... #> ACTN4            1 .  3  .  1  .  1 1  2 .  1  . 1 ...... #> ACTR10           1 .  1  .  .  .  . 2  . 1  4  . 1 ...... #> ACTR1A           . 2  1  .  .  .  . .  . .  .  1 . ...... #> ACTR1B           . 1  1  .  2  .  1 .  . 1  1  . . ...... #> ACTR2            . .  .  1  2  .  . 1  . .  .  . 1 ...... #> ACTR3            . 4  .  1  .  1  . .  . .  3  . . ...... #> ACTR3B           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTR3C           . .  .  .  .  .  . .  . .  .  . . ...... #> ACTR5            . .  .  .  .  .  . 1  . 1  .  . . ...... #> ACTR6            . 1  .  .  .  .  . .  . .  .  . . ...... #> ACTR8            1 .  .  .  1  1  . .  1 .  .  . . ...... #> ACTRT3           . .  .  .  .  .  . .  . .  .  . . ...... #> ACVR1B           . .  .  .  .  .  . 1  . .  .  . . ...... #> ACVR1C           . 1  .  .  .  .  . .  . .  .  . . ...... #> ACVR2A           . .  .  .  .  .  . .  . 1  .  . . ...... #> ACVR2B           . .  1  .  .  1  . 1  . .  1  . . ...... #> ACVRL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ACY1             . .  .  .  .  .  . .  . .  .  . . ...... #> ACY3             . .  .  .  .  1  . .  . .  .  . . ...... #> ACYP1            2 1  1  .  .  .  . .  . 1  1  . . ...... #> ACYP2            . .  .  .  .  .  . .  . 1  .  . . ...... #> AD000671.1       2 1  1  .  2  .  . 2  . 1  2  1 2 ...... #> ADA              . .  .  .  .  .  . .  . .  .  . . ...... #> ADAL             . .  .  .  .  .  . 1  . .  .  . . ...... #> ADAM10           2 1  .  .  1  .  . .  1 .  .  . . ...... #> ADAM11           . .  .  .  .  .  . .  1 .  .  . . ...... #> ADAM12           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM15           . .  .  .  .  .  . .  . 1  .  . . ...... #> ADAM17           . .  .  .  1  .  . .  . .  .  . . ...... #> ADAM21           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM22           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM23           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM30           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM32           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM8            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAM9            . .  .  .  .  .  . .  . .  .  1 1 ...... #> ADAMTS1          . .  2  .  .  .  . .  . .  1  . . ...... #> ADAMTS10         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS13         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS15         1 .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS16         . .  2  .  .  .  . .  . .  .  . . ...... #> ADAMTS17         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS18         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS19         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS2          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS5          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS6          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS7          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS8          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTS9          . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL1         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL2         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL4         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAMTSL5         . .  .  .  .  .  . .  . .  .  . . ...... #> ADAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAP2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAR             . .  .  .  .  .  . .  . .  .  . . ...... #> ADARB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADAT1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADAT2            . .  .  .  .  .  . .  . .  1  . . ...... #> ADCK1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCK2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCK5            1 .  .  .  .  .  . .  3 1  .  . . ...... #> ADCY1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY3            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY5            . .  .  .  .  .  . 1  . .  .  . . ...... #> ADCY6            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY8            . .  .  .  .  .  . .  . .  .  . . ...... #> ADCY9            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ADCYAP1R1        . .  .  .  .  .  . .  . .  .  . . ...... #> ADD1             . 2  .  1  1  .  . .  . .  .  . 1 ...... #> ADD2             . .  .  .  .  .  . .  . .  .  . . ...... #> ADD3             . .  .  .  .  .  . .  . .  .  . . ...... #> ADGB             1 .  .  .  .  .  . .  . .  .  . . ...... #> ADGRA1           . .  .  .  .  .  . .  . 1  .  . . ...... #> ADGRA2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRA3           . .  .  .  .  .  . .  . .  .  1 . ...... #> ADGRB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRB3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRE5           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRF5           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG1           . .  .  .  1  .  1 .  2 .  1  1 1 ...... #> ADGRG2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRG6           . .  .  .  .  .  . .  1 .  .  . . ...... #> ADGRL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRL2           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRL3           . .  .  .  .  .  . .  . .  .  . . ...... #> ADGRV1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1A            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1B            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH1C            . .  .  .  .  .  . .  . .  .  . . ...... #> ADH5             2 .  4  1  .  .  3 2  2 .  6  2 1 ...... #> ADH7             . .  .  .  .  .  . .  . .  .  . . ...... #> ADI1             1 .  .  .  .  .  . .  . .  .  . . ...... #> ADIPOR1          2 4  .  1  2  1  1 .  3 3  2  . 1 ...... #> ADIPOR2          1 .  .  .  .  .  . .  . .  .  . . ...... #> ADK              1 2  .  .  .  .  1 .  . .  2  . . ...... #> ADM              . .  .  .  .  .  . .  . .  .  . . ...... #> ADM2             . .  .  .  .  .  . .  . .  .  . . ...... #> ADNP2            . .  .  .  .  .  . .  . .  .  . . ...... #> ADO              . .  .  .  .  .  . 2  1 .  .  . . ...... #> ADORA1           . .  .  .  .  .  . .  . .  .  . . ...... #> ADORA2A          . 2  .  .  .  1  . .  . 1  .  . . ...... #> ADORA2B          . .  .  .  .  .  . .  . .  .  . . ...... #> ADPGK            . .  .  .  .  .  1 .  1 .  2  . . ...... #> ADPRH            . .  .  1  .  .  . 1  . 1  .  1 . ...... #> ADPRM            . .  .  .  .  .  . .  . .  .  . . ...... #> ADRA2A           . .  .  .  .  .  . .  . .  .  . 1 ...... #> ADRA2C           . .  .  .  .  .  . .  . .  .  . . ...... #> ADRB1            . .  .  .  .  .  . .  . .  .  . . ...... #> ADRB2            . .  .  .  .  .  . 2  . .  .  . . ...... #> ADRM1            1 1  .  1  .  .  . 2  3 .  3  1 1 ...... #> ADSL             . .  .  .  .  .  1 .  . .  1  . . ...... #> ADSS1            . .  .  .  .  .  . .  . .  1  . . ...... #> ADSS2            . .  1  2  .  1  . .  . .  1  . . ...... #> AEBP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AEBP2            . .  .  .  .  .  . .  . .  .  . . ...... #> AEN              . .  .  .  .  .  . .  . .  .  . . ...... #> AF196969.1       . .  .  1  .  .  . .  . .  1  1 . ...... #> AF241726.1       7 3  .  3  1  5  1 4  . 1  .  1 5 ...... #> AFAP1            2 .  .  .  .  .  . 1  . .  .  . . ...... #> AFAP1L1          . .  .  .  .  .  . .  . .  .  . . ...... #> AFAP1L2          . .  .  .  .  .  . .  . .  .  . . ...... #> AFF1             . .  .  .  .  .  . 1  . .  .  . . ...... #> AFF2             . .  .  .  .  .  . .  . .  .  . . ...... #> AFF3             . .  .  .  .  .  . .  . .  .  . . ...... #> AFF4             . .  .  .  1  .  2 .  . 1  1  . . ...... #> AFG3L2           . .  .  .  .  .  . .  . 2  .  . . ...... #> AFM              . .  1  .  .  .  . .  . .  .  . . ...... #> AFP              . .  .  .  .  .  . .  . .  .  . . ...... #> AFTPH            1 .  .  .  .  .  . .  . .  .  . . ...... #> AGA              . 1  1  .  .  .  . 1  1 .  .  . . ...... #> AGAP1            . .  .  .  .  1  . .  . .  .  . 1 ...... #> AGAP3            1 .  .  1  .  .  . 1  . .  .  . . ...... #> AGBL3            . .  .  .  .  .  . .  . .  .  . . ...... #> AGBL4            . .  .  .  .  .  . .  . .  .  . . ...... #> AGBL5            . .  .  .  1  .  . .  . .  .  . . ...... #> AGER             . .  .  .  .  .  . .  . .  .  . . ...... #> AGFG1            1 .  .  1  1  .  . .  . .  .  . . ...... #> AGFG2            . .  .  .  .  .  2 .  . 1  .  . . ...... #> AGGF1            . 2  1  .  1  .  . 2  1 1  1  . 1 ...... #> AGK              . .  .  .  1  .  . .  . .  .  . . ...... #> AGL              . .  .  .  .  .  . .  . .  .  . . ...... #> AGMAT            . .  .  .  .  .  . .  . .  .  . . ...... #> AGMO             . .  .  .  .  .  . .  . .  .  . . ...... #> AGO1             . .  .  .  1  .  1 1  . .  .  . . ...... #> AGO2             . .  .  .  1  .  . .  . .  .  . 1 ...... #> AGO3             . .  .  .  .  .  . .  . .  .  . . ...... #> AGO4             . .  .  .  .  .  . .  . .  .  . . ...... #> AGPAT1           . .  .  .  1  1  . .  . .  .  . 1 ...... #> AGPAT2           . .  .  .  .  .  . 2  . .  .  . 1 ...... #> AGPAT3           . .  1  1  .  .  . .  . .  1  . . ...... #> AGPAT4           . 1  .  .  1  1  . 2  1 .  .  1 . ...... #> AGPAT5           . .  .  .  1  .  . .  . .  1  . 1 ...... #> AGPS             . .  .  .  .  .  . .  . .  .  . . ...... #> AGR2             . .  .  .  .  .  . .  . .  .  . . ...... #> AGRN             . 1  .  .  1  .  . .  . .  .  . . ...... #> AGRP             . .  .  .  .  .  . .  . .  .  . . ...... #> AGT              . .  .  .  .  .  . .  . .  .  . 2 ...... #> AGTPBP1          . .  .  .  .  .  . .  . .  .  . . ...... #> AGTR1            . .  .  .  .  .  . .  . .  .  . . ...... #> AGTRAP           . .  .  .  1  .  . .  . 1  .  . 1 ...... #> AGXT             . .  .  .  .  .  . .  . .  .  . . ...... #> AHCTF1           . .  .  .  .  .  . .  . .  .  . . ...... #> AHCY             . .  .  .  .  .  . .  1 .  .  . . ...... #> AHCYL1           1 .  .  1  .  .  2 2  1 1  .  . 2 ...... #> AHCYL2           1 .  1  .  .  .  . .  . .  .  . 1 ...... #> AHDC1            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AHI1             . .  1  .  1  .  1 .  . 3  .  . . ...... #> AHNAK            . .  .  .  .  .  . .  . .  .  . . ...... #> AHNAK2           . .  .  .  .  .  . .  . .  .  . . ...... #> AHR              . .  .  .  .  .  . .  . .  .  . . ...... #> AHSA1            . 2  .  1  .  1  2 2  3 2  1  . 3 ...... #> AHSG             . .  .  .  .  .  . .  . .  .  . . ...... #> AIDA             . .  1  .  .  .  . 1  . .  .  . . ...... #> AIF1             . .  .  .  .  .  . .  . .  .  . . ...... #> AIF1L            . .  .  .  .  .  . .  . .  .  . . ...... #> AIFM1            . .  .  .  .  2  . .  . .  .  . . ...... #> AIFM2            . .  .  .  .  .  1 .  . .  .  . . ...... #> AIFM3            . .  .  .  .  .  . .  . .  .  . . ...... #> AIG1             . .  1  .  .  1  2 1  2 .  .  . . ...... #> AIMP1            . 1  1  .  3  .  . 1  2 .  3  2 . ...... #> AIMP2            1 .  1  .  .  .  . 1  1 .  .  . . ...... #> AIP              . 1  .  .  .  .  1 1  1 .  .  . 2 ...... #> AIPL1            . .  .  .  .  .  . .  . .  .  . . ...... #> AIRE             . .  .  .  .  .  . .  . .  .  . . ...... #> AJAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AJUBA            . .  .  .  .  .  . .  . .  .  . . ...... #> AK1              . .  .  .  .  1  2 .  . .  .  . . ...... #> AK2              . .  .  1  .  .  2 1  1 1  1  1 . ...... #> AK3              . 1  .  .  .  .  . .  . .  .  . . ...... #> AK4              . .  .  .  .  .  . .  . .  .  . . ...... #> AK5              . .  .  .  .  .  . .  . .  .  . . ...... #> AK7              . .  .  .  .  .  . .  . .  .  . . ...... #> AK8              . .  .  1  .  .  . .  . .  .  . . ...... #> AKAP1            . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP10           . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP11           . .  .  1  .  .  . 1  . .  .  . . ...... #> AKAP12           . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP13           . .  .  1  .  1  . .  1 .  .  1 . ...... #> AKAP5            . .  .  .  .  .  . .  . .  .  . . ...... #> AKAP7            . 1  .  .  .  .  . .  . 1  .  . . ...... #> AKAP8            . .  .  .  .  .  . 1  . 1  .  . . ...... #> AKAP8L           2 .  .  .  2  1  3 1  . .  .  1 . ...... #> AKAP9            1 .  1  .  3  3  1 3  2 1  .  . . ...... #> AKIP1            . .  1  .  .  .  . 1  . .  1  . . ...... #> AKIRIN1          1 1  .  1  1  .  1 .  1 1  1  . 1 ...... #> AKIRIN2          1 1  2  1  1  1  4 2  1 3  .  2 3 ...... #> AKNA             . .  .  .  .  .  . .  . .  .  . . ...... #> AKR1A1           3 1  4  4  6  2  4 3  5 4  9  5 1 ...... #> AKR1B1           . .  .  .  .  .  . .  . .  .  1 . ...... #> AKR1B10          . .  .  .  .  .  . .  . .  .  . . ...... #> AKR1E2           . 1  .  1  .  .  . 1  . 1  .  . 1 ...... #> AKR7L            . .  1  .  .  1  1 1  1 2  2  2 . ...... #> AKT1             . .  .  1  .  1  . 1  1 1  .  . . ...... #> AKT1S1           1 .  1  2  2  .  . 3  . 1  2  . . ...... #> AKT2             . 1  .  .  .  .  . .  . .  .  . . ...... #> AKT3             . .  .  .  1  .  . .  . .  .  . . ...... #> AKTIP            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AL033529.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL035461.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049629.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049634.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049697.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049779.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL049844.3       1 1  .  .  1  .  . .  . 1  .  . . ...... #> AL096711.2       . .  .  .  .  .  . 1  . .  .  . . ...... #> AL110118.1       . .  1  .  .  .  . .  . .  1  . . ...... #> AL117348.2       . 3  .  1  .  .  4 1  . 1  1  . 3 ...... #> AL132671.2       . 2  .  .  .  .  . .  2 .  .  . . ...... #> AL132780.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL133352.1       4 1  2  3  1  1  3 4  6 3  6  . 9 ...... #> AL133500.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.3       . 1  1  1  .  .  . .  . .  .  . 2 ...... #> AL136295.4       . .  .  .  .  .  . .  . .  .  . . ...... #> AL136295.5       . 1  .  .  .  .  . 1  . .  .  . . ...... #> AL138752.2       . .  .  .  .  .  . 1  . 1  .  . . ...... #> AL139142.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL139260.3       . .  2  .  .  .  . 1  . .  .  1 2 ...... #> AL157392.5       . .  .  .  .  1  1 .  1 .  1  . . ...... #> AL157935.2       . 1  .  .  .  .  . .  . .  .  . . ...... #> AL159163.1       1 2  1  .  .  3  . .  5 .  2  . . ...... #> AL160269.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL162231.3       . .  .  1  .  .  . 1  . .  .  . . ...... #> AL162417.1       . .  .  .  .  .  1 .  . .  .  . 1 ...... #> AL162596.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL353671.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355312.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355315.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL355916.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL357075.4       1 .  .  1  .  .  . .  . .  .  1 . ...... #> AL357673.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL358113.1       . .  .  .  1  .  . .  . .  1  . . ...... #> AL358472.6       . .  .  .  .  .  . .  . .  .  . . ...... #> AL358472.7       2 .  .  1  3  .  . 3  1 4  1  1 1 ...... #> AL359736.1       1 .  .  .  .  .  . .  1 .  .  . . ...... #> AL360181.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL365205.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL391628.1       2 .  .  .  .  .  . .  . .  .  . 1 ...... #> AL445524.2       1 .  .  .  .  .  1 .  . 1  .  . . ...... #> AL445685.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL451062.2       . .  .  1  .  .  . 1  . .  .  . . ...... #> AL451136.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL512506.3       . .  .  .  .  .  . .  . .  .  . . ...... #> AL512785.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL590132.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL592183.1       1 1  1  2  1  .  . .  . 2  2  . 2 ...... #> AL603832.3       1 .  2  .  .  .  . 1  . .  1  1 . ...... #> AL645941.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL662899.1       . .  .  .  .  .  . 1  . .  .  . . ...... #> AL662899.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AL669918.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL807752.7       . .  .  .  .  .  . .  . .  .  . . ...... #> AL845331.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AL928654.3       . .  .  .  .  1  . .  . .  .  1 . ...... #> ALAD             1 .  1  .  .  1  . .  . .  .  . . ...... #> ALAS1            . .  .  1  .  .  1 1  . .  1  . . ...... #> ALB              . .  .  .  .  .  . .  . .  .  . . ...... #> ALCAM            . .  .  .  .  1  1 .  . .  1  . . ...... #> ALDH16A1         . .  .  .  .  .  1 .  . .  .  . . ...... #> ALDH18A1         . .  1  .  .  .  . .  . .  .  . . ...... #> ALDH1A1          . .  1  .  .  .  . .  . .  .  . . ...... #> ALDH1A2          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH1A3          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH1B1          . .  1  .  .  .  . .  5 .  .  . 1 ...... #> ALDH1L1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH2            . .  .  .  .  .  . .  1 1  1  . . ...... #> ALDH3B1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH3B2          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH4A1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH5A1          1 .  .  .  .  .  . .  . .  2  . 1 ...... #> ALDH6A1          . .  .  .  .  .  . .  . .  .  . . ...... #> ALDH7A1          . 1  .  .  .  .  . .  1 1  1  . 1 ...... #> ALDH9A1          . .  .  .  .  .  1 .  . .  .  . . ...... #> ALDOA            3 4  1  4  3  1  3 5  4 6  5  1 6 ...... #> ALDOB            . .  .  .  .  .  . .  . .  .  . . ...... #> ALDOC            . .  3  .  .  .  1 .  . .  .  . 1 ...... #> ALG1             . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG10            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG10B           . .  .  .  .  .  . .  . .  .  . . ...... #> ALG11            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG12            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG13            . .  .  .  .  .  . .  . .  .  . . ...... #> ALG14            1 .  1  .  .  .  . .  . .  .  . . ...... #> ALG1L            . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG1L2           . .  .  .  .  .  . .  . .  .  . 1 ...... #> ALG2             . .  .  .  .  .  . .  . .  .  . . ...... #> ALG3             . .  1  .  .  .  . 1  1 .  .  . 1 ...... #> ALG5             . .  .  .  1  .  . 1  1 .  .  1 . ...... #> ALG6             . .  .  .  .  .  . .  . .  .  . . ...... #> ALG8             . .  .  .  .  .  1 .  . .  .  . . ...... #> ALG9             . .  .  .  .  .  1 .  . .  .  . . ...... #> ALKBH1           1 .  .  .  .  .  . .  . .  1  . . ...... #> ALKBH2           . .  .  .  .  .  . .  . .  1  . 1 ...... #> ALKBH3           . .  .  .  .  .  . 1  . .  .  . . ...... #> ALKBH4           . .  .  .  .  .  1 .  . .  .  . . ...... #> ALKBH5           1 2  .  .  2  .  . 1  2 .  1  . . ...... #> ALKBH6           . 2  1  1  .  .  1 1  . 1  .  . 1 ...... #> ALKBH7           . .  1  .  .  1  2 .  . 1  .  . . ...... #> ALKBH8           . .  .  .  1  .  . .  . .  .  . . ...... #> ALLC             . .  .  .  .  .  . .  . .  .  . . ...... #> ALMS1            . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX12           . .  .  .  .  .  . .  . .  1  . . ...... #> ALOX15B          . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX5            . .  .  .  .  .  . .  . .  .  . . ...... #> ALOX5AP          . .  .  .  .  .  . .  . .  .  . . ...... #> ALOXE3           . .  .  .  .  .  . .  . .  .  . . ...... #> ALPK1            . .  .  .  .  .  . .  . .  .  . . ...... #> ALPK3            . .  .  .  .  .  . .  . .  .  . . ...... #> ALPL             . .  .  .  .  .  . .  . .  .  . . ...... #> ALS2             . .  .  .  .  .  . .  . .  .  . . ...... #> ALS2CL           . .  .  .  .  .  . .  . .  .  . . ...... #> ALX3             . .  .  .  .  .  . .  . .  .  . . ...... #> ALYREF           . 2  .  .  .  1  2 2  . .  2  . . ...... #> AMACR            . .  .  .  .  .  . .  . .  .  . . ...... #> AMBP             2 .  5  1  .  .  . 4 10 .  7  . . ...... #> AMBRA1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMD1             1 .  .  .  .  .  . .  . .  1  . . ...... #> AMDHD1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMDHD2           . .  .  .  .  .  . 1  . 3  .  1 . ...... #> AMER1            . .  .  .  .  .  1 .  2 2  .  . . ...... #> AMER2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMER3            . .  .  .  .  .  . .  . .  .  . . ...... #> AMFR             2 1  .  .  .  .  . .  . 1  .  1 . ...... #> AMH              . .  .  .  .  .  . .  . .  .  . . ...... #> AMHR2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMIGO1           . .  .  .  .  .  . .  . .  .  . . ...... #> AMIGO2           . 2  .  .  .  .  1 .  . 1  .  . . ...... #> AMIGO3           . .  .  .  .  .  . .  . .  .  . . ...... #> AMMECR1          . .  .  .  .  .  . .  . .  1  . 1 ...... #> AMMECR1L         . .  .  1  1  1  . .  . 1  2  1 . ...... #> AMN              . .  .  .  .  .  . .  . .  .  . . ...... #> AMN1             . 1  .  1  .  .  . .  1 2  .  . . ...... #> AMOT             . .  .  .  .  .  . .  . .  .  . . ...... #> AMOTL1           . .  .  .  .  .  . .  1 .  .  . . ...... #> AMOTL2           . .  1  .  1  .  . .  1 .  1  . . ...... #> AMPD2            . .  .  .  .  .  . .  . .  .  . . ...... #> AMPH             . .  .  .  .  .  . .  . .  .  . . ...... #> AMT              . 1  .  .  .  .  . .  . .  .  . . ...... #> AMZ1             . .  .  .  .  .  . .  . .  .  . . ...... #> AMZ2             . .  1  .  .  .  . .  . 1  .  . . ...... #> ANAPC1           . .  .  .  .  .  . .  . 1  1  . . ...... #> ANAPC10          . .  2  .  .  .  . .  . .  2  1 1 ...... #> ANAPC13          1 .  4  1  .  .  . .  1 2  3  . 1 ...... #> ANAPC15          . .  .  .  .  .  . .  . .  1  . . ...... #> ANAPC16          1 3  1  2  2  .  1 .  1 2  .  1 3 ...... #> ANAPC2           . .  .  .  .  .  1 .  . .  1  . 1 ...... #> ANAPC4           . 2  .  1  .  .  1 1  . .  .  . . ...... #> ANAPC5           1 4  3  1  .  1  . .  2 1  7  2 3 ...... #> ANAPC7           . .  1  1  .  .  . .  . .  .  . . ...... #> ANGEL1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGEL2           . .  1  .  1  2  . .  1 .  1  . . ...... #> ANGPT1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPT2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL1          . .  .  .  .  .  . .  . .  1  . . ...... #> ANGPTL2          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL3          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL4          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL6          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL7          . .  .  .  .  .  . .  . .  .  . . ...... #> ANGPTL8          . .  .  .  .  .  . .  . .  .  . . ...... #> ANK1             . .  .  .  .  .  . .  . .  .  . . ...... #> ANK2             . .  .  1  .  .  . .  . .  .  . . ...... #> ANK3             . .  1  .  .  .  . .  . .  .  . . ...... #> ANKEF1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKFY1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKH             2 1  .  .  .  2  1 1  . 2  1  1 1 ...... #> ANKHD1           . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKHD1-EIF4EBP3  . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKIB1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKLE1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKLE2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKMY2           1 .  .  .  .  .  1 .  . 1  2  . . ...... #> ANKRA2           . .  .  .  .  .  1 .  . .  .  1 . ...... #> ANKRD1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD10          . 1  .  1  .  .  . .  . .  .  1 . ...... #> ANKRD11          . 2  .  .  .  .  . .  2 .  .  1 1 ...... #> ANKRD12          . 1  .  1  .  .  . 2  1 .  .  . 1 ...... #> ANKRD13A         1 .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13C         . 1  .  .  .  .  . .  . .  .  . . ...... #> ANKRD13D         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD16          . .  .  .  .  .  . 1  . .  .  1 . ...... #> ANKRD17          . .  .  .  2  1  1 .  . .  .  1 . ...... #> ANKRD2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD24          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD27          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD28          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD29          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD31          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD33B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD34B         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD34C         . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD35          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD37          1 .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD39          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD40          . .  .  .  .  .  . 1  . .  .  . . ...... #> ANKRD44          1 2  .  .  1  1  . .  . .  .  1 . ...... #> ANKRD45          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD46          . .  .  .  .  .  . .  1 .  1  . . ...... #> ANKRD49          . .  .  .  1  .  . .  . .  .  . . ...... #> ANKRD50          . .  .  .  .  .  . 1  . .  .  . . ...... #> ANKRD54          2 1  .  .  1  .  . .  . 1  .  2 2 ...... #> ANKRD55          . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD6           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKRD9           . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKS1A           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS1B           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS3            . 1  .  1  .  .  . .  . .  .  . . ...... #> ANKS4B           . .  .  .  .  .  . .  . .  .  . . ...... #> ANKS6            . .  .  .  .  .  . .  1 .  .  . . ...... #> ANKZF1           . .  .  .  .  .  . .  . .  .  1 . ...... #> ANLN             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO1             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO10            . .  .  1  .  .  . .  . .  .  . . ...... #> ANO2             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO6             . .  1  .  .  .  . .  . .  .  . . ...... #> ANO7             . .  .  .  .  .  . .  . .  .  . . ...... #> ANO8             . .  .  .  .  .  . .  . .  .  1 . ...... #> ANO9             . .  .  .  .  .  . .  . .  .  . . ...... #> ANP32A           1 2  2  2  3  .  3 2  3 3  7  2 . ...... #> ANP32B           2 1  4  2  .  1  2 6  2 1  2  1 1 ...... #> ANP32D           1 2  2  2  3  .  3 2  3 3  7  2 . ...... #> ANP32E           . 1  1  .  .  .  . 1  2 .  3  . 1 ...... #> ANPEP            . 1  1  .  .  .  . .  . .  2  . . ...... #> ANTXR1           . .  .  .  .  .  . .  . .  .  . . ...... #> ANTXR2           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA1            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA10           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA11           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA13           . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA2            . .  3  .  .  .  . .  1 .  3  . . ...... #> ANXA3            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA4            5 4  2  .  1  1  5 1  1 6  1  2 6 ...... #> ANXA5            1 2  1  2  .  1  . .  . 2  .  . . ...... #> ANXA6            1 .  2  3  1  2  . .  1 .  3  . . ...... #> ANXA7            . 2  1  1  1  .  1 .  1 .  .  . 1 ...... #> ANXA8            . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA8L1          . .  .  .  .  .  . .  . .  .  . . ...... #> ANXA9            . .  .  .  .  .  . .  . .  .  . . ...... #> AOC1             . .  .  .  .  .  . .  . .  .  . . ...... #> AOC2             . .  .  .  .  .  . .  . .  .  . . ...... #> AP000295.1       . .  3  .  .  .  1 .  . 1  2  . . ...... #> AP000311.1       2 3  7  5  4  .  5 3  3 3  4  1 4 ...... #> AP000356.5       1 .  .  .  1  .  . 3  2 1  6  . 2 ...... #> AP000944.5       . .  .  .  .  .  . .  . .  .  . . ...... #> AP001267.5       1 .  .  .  2  .  . 2  . .  .  2 . ...... #> AP001273.2       1 .  .  .  .  .  1 .  . 1  1  . . ...... #> AP001453.3       9 1  1  1  .  1  2 1  . .  4  . 6 ...... #> AP001781.2       . .  .  .  .  .  1 .  . .  .  . . ...... #> AP001931.2       . .  .  .  .  .  . .  . .  .  . . ...... #> AP002373.1       1 1  .  .  .  2  . 2  1 1  2  1 . ...... #> AP002495.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AP002748.5       . .  .  .  .  .  . .  . 1  .  . . ...... #> AP002884.2       3 4  2  .  .  1  1 3  1 1  5  5 2 ...... #> AP002990.1       . .  .  .  .  .  . .  . .  .  . . ...... #> AP003419.1       . 1  .  2  .  .  1 2  . 1  .  1 . ...... #> AP1AR            1 .  .  .  .  .  . .  . .  .  . . ...... #> AP1B1            . .  1  1  .  .  . .  . .  .  . . ...... #> AP1G1            1 .  .  .  .  .  . .  1 1  .  . 1 ...... #> AP1G2            . .  .  .  .  .  . .  . .  .  . . ...... #> AP1M1            . .  .  .  1  1  . .  . 1  .  4 . ...... #> AP1M2            . 1  1  2  .  .  1 1  1 1  1  1 . ...... #> AP1S1            3 1  2  .  1  .  . 2  . 1  3  . 1 ...... #> AP1S2            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AP1S3            . .  .  .  .  .  . 1  . .  .  . . ...... #> AP2A1            1 .  1  2  .  1  2 .  . .  .  . . ...... #> AP2A2            . .  1  .  .  .  . .  1 .  .  . . ...... #> AP2B1            . .  .  1  .  .  . .  1 .  .  . . ...... #> AP2M1            . .  4  2  4  2  4 2  . 4  3  4 2 ...... #> AP2S1            3 1  3  2  3  1  1 3  1 3  4  1 3 ...... #> AP3B1            . .  .  .  1  .  . 1  2 .  .  . . ...... #> AP3B2            1 .  .  .  .  .  1 .  . .  .  . . ...... #> AP3D1            . .  .  .  .  .  1 .  . 2  .  . . ...... #> AP3M1            1 .  1  .  .  .  1 .  . .  1  . . ...... #> AP3M2            . .  .  .  .  .  1 .  . .  .  . . ...... #> AP3S1            3 2  .  2  .  .  1 1  . .  .  1 2 ...... #> AP3S2            . .  .  2  1  1  . .  1 .  .  1 1 ...... #> AP4E1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP4M1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP4S1            . .  1  .  .  .  . 2  . .  .  . . ...... #> AP5B1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP5M1            . .  .  .  .  .  . .  . .  .  . . ...... #> AP5S1            . .  .  .  .  .  1 .  . 1  .  . . ...... #> AP5Z1            . .  .  .  1  .  . .  . .  .  . . ...... #> APAF1            . .  .  .  .  .  . .  . .  .  . . ...... #> APBA1            . .  .  .  .  .  1 .  . .  .  . . ...... #> APBA2            . .  .  .  .  .  . .  . .  .  . . ...... #> APBA3            . .  .  .  .  .  . .  1 1  .  . . ...... #> APBB1            1 .  .  .  1  .  1 .  . 1  .  . 2 ...... #> APBB1IP          . .  .  .  .  .  . .  . .  .  . . ...... #> APBB2            . .  .  1  3  .  . 1  . .  .  . . ...... #> APC              . .  .  .  .  .  . .  . .  .  . . ...... #> APC2             . .  .  .  .  .  . .  . .  .  . . ...... #> APCS             . .  .  .  .  .  . .  . .  .  . . ...... #> APEH             . .  .  .  .  .  1 .  . .  .  1 . ...... #> APEX1            . .  3  .  .  .  . 1  1 1  2  1 . ...... #> APEX2            . .  .  .  .  .  . .  . .  .  . . ...... #> APH1A            . .  1  1  .  .  . .  . .  .  . . ...... #> APH1B            . .  .  .  .  .  . .  . .  .  . . ...... #> API5             . .  .  .  1  .  . .  . .  .  . . ...... #> APIP             . 1  1  .  .  .  1 .  . .  2  . 1 ...... #> APLF             . .  .  .  .  .  . .  . .  .  . . ...... #> APLP1            5 3  . 11  5  7 10 5  . 3  . 12 8 ...... #> APLP2            . .  1  .  .  1  . .  2 2  .  1 . ...... #> APMAP            . .  .  .  1  .  . .  . .  .  . . ...... #> APOA1            . .  .  .  .  .  . .  . .  .  . . ...... #> APOA2            1 .  .  .  .  .  . .  . .  .  . 1 ...... #> APOBEC1          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC2          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC3H         . .  .  .  .  .  . .  . .  .  . . ...... #> APOBEC4          . .  .  .  .  .  . .  . .  .  . . ...... #> APOBR            . .  .  .  .  .  . .  . .  .  . . ...... #> APOC1            . .  .  .  .  .  . .  2 .  2  . . ...... #> APOC3            . .  .  .  .  .  . .  . .  .  . . ...... #> APOD             . .  .  .  .  .  . .  . .  .  . . ...... #> APOE             . .  .  .  .  .  . .  . .  .  . . ...... #> APOF             . .  .  .  .  .  . .  . .  .  . . ...... #> APOH             . .  .  .  .  .  . .  . .  .  . . ...... #> APOL1            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL2            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL3            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL4            . .  .  .  .  .  . .  . .  .  . . ...... #> APOL6            . .  .  .  .  .  . .  . .  .  . . ...... #> APOLD1           . .  .  .  .  .  . .  . .  .  . . ...... #> APOM             . .  .  .  .  .  . .  . .  .  . . ...... #> APOO             . .  .  1  .  .  . 2  . 1  .  1 1 ...... #> APOOL            . 2  1  2  .  .  . .  1 .  1  . . ...... #> APP              1 4  .  1  .  .  2 2  2 4  2  1 3 ...... #> APPBP2           . 2  .  1  .  .  2 .  . .  2  . 1 ...... #> APPL1            . .  .  .  1  .  . .  . .  .  . . ...... #> APPL2            . 1  .  .  .  .  1 .  . .  1  . . ...... #> APRT             1 3  3  .  2  1  . 2  2 3  2  . 2 ...... #> APTX             . .  .  .  .  .  1 2  . .  .  . . ...... #> AQP1             . .  .  .  .  .  . .  . .  1  . . ...... #> AQP11            . .  .  .  .  .  . .  . .  .  . 1 ...... #> AQP12A           . .  .  .  .  .  . .  . .  .  . . ...... #> AQP12B           . .  .  .  .  .  . .  . .  .  . . ...... #> AQP3             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP4             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP7             . .  .  .  .  .  . .  . .  .  . . ...... #> AQP8             . .  .  .  .  .  . .  . .  .  . . ...... #> AQR              . .  1  .  .  .  . .  . .  .  . . ...... #> ARAF             . .  .  .  .  .  . .  . .  .  . . ...... #> ARAP1            . .  1  .  .  .  . .  . .  .  . . ...... #> ARAP2            . .  .  .  .  .  . 1  . .  .  . . ...... #> ARAP3            . .  .  .  .  .  . .  . .  .  . . ...... #> ARC              . 1  .  .  .  .  . .  . .  .  . . ...... #> ARCN1            1 .  .  .  .  .  1 1  . .  .  . 1 ...... #> AREG             . .  .  .  .  .  . .  . 1  .  . . ...... #> AREL1            . 1  .  .  .  .  . .  . .  .  . . ...... #> ARF1             3 3  3  9  4  2  1 7  5 4  5  1 2 ...... #> ARF3             . .  2  .  .  .  1 .  1 .  1  . 1 ...... #> ARF4             . .  .  .  .  .  . .  . .  .  . . ...... #> ARF5             6 7  2  8  6  4 13 4  7 8  9 11 5 ...... #> ARF6             . .  5  .  .  .  . 1  1 .  .  . . ...... #> ARFGAP1          . .  .  .  1  .  . .  . .  1  . . ...... #> ARFGAP2          . .  1  .  1  .  1 .  . .  2  . . ...... #> ARFGAP3          . 1  .  .  .  .  . .  . .  .  . . ...... #> ARFGEF1          1 .  .  .  .  .  . .  . .  .  1 1 ...... #> ARFGEF2          . 1  .  .  .  .  . .  . 1  .  . . ...... #> ARFGEF3          . .  .  .  .  .  . .  . .  .  . . ...... #> ARFIP1           . .  1  .  .  .  . .  . .  .  . 1 ...... #> ARFIP2           . 2  .  1  .  .  . .  . .  1  . . ...... #> ARFRP1           . 1  1  .  .  .  . .  . 1  1  . . ...... #> ARG1             . .  .  .  .  .  . .  . .  1  . . ...... #> ARG2             . .  .  .  .  .  . .  . .  .  . . ...... #> ARGLU1           . 1  1  1  .  .  2 1  . 2  .  1 . ...... #> ARHGAP1          1 1  .  .  .  1  . .  . .  .  . . ...... #> ARHGAP10         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP11A        . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP11B        . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP12         . .  .  .  .  .  . .  . .  .  . 1 ...... #> ARHGAP17         . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGAP18         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP19         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP19-SLIT1   . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP20         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP21         . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGAP22         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP23         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP24         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP26         . .  1  .  .  .  . .  . .  .  . . ...... #> ARHGAP27         . .  .  .  .  .  . .  . .  1  . . ...... #> ARHGAP28         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP29         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP31         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP32         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP33         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP35         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP36         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP39         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP4          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP42         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP44         . .  .  .  .  .  . .  . .  .  . 1 ...... #> ARHGAP5          . .  3  1  .  .  1 .  . 1  .  . . ...... #> ARHGAP6          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP8          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGAP9          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGDIA          2 5  1  .  1  .  1 3  1 2  4  1 4 ...... #> ARHGDIB          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGDIG          1 .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF1          . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF10         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF10L        . .  .  .  .  .  . .  1 .  .  . . ...... #> ARHGEF11         1 1  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF12         . .  .  .  .  .  . .  . .  .  . . ...... #> ARHGEF15         . .  .  .  .  .  1 .  . .  .  . . ...... #> ARHGEF16         . .  .  1  1  .  . .  . .  2  . . ...... #> ARHGEF17         . .  .  .  .  .  1 .  . .  .  . . ...... #>  #>  .............................. #>  ........suppressing 948 columns and 11697 rows in show(); maybe adjust 'options(max.print= *, width = *)' #>  .............................. #>   [[ suppressing 52 column names ‘CAGCCGAAGCGATATA’, ‘AGTGTCATCGCCGTGA’, ‘GATGAAAAGTTGTAGA’ ... ]] #>                                                                                                                                      #> UBR3          1 .  . .  . . .  1 1  1 .  .  .  1  .  .  . . . . . 1 1 . . . . 1  .  . .  .  . . . . . .  1 2 . 1 .  . . 1  .  1 .  . #> UBR4          . .  . .  1 . .  . 1  . .  .  .  1  .  .  . . . . . 1 1 1 . . . .  .  . .  .  . . . . . 1  2 . 1 . .  . . .  .  . .  . #> UBR5          1 .  . 1  1 1 .  1 .  . 2  .  .  1  .  .  . 1 . 1 1 . . . . . . 1  .  . .  .  . . . . . 3  1 . . 2 .  . . .  .  . .  . #> UBR7          . .  1 .  . . 1  1 .  1 1  .  1  .  .  1  . . . . . . . . . 1 . 1  .  . .  1  . . . . . .  . . . 1 .  . . .  .  . .  1 #> UBTD1         . .  . .  . . .  . .  . 1  .  .  .  1  .  . . . . . . . . . . 1 .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBTD2         1 .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBTF          . .  1 .  1 . 1  . .  . 1  1  .  .  .  .  . . 1 1 . . 1 . . . . .  .  . 1  2  . 1 . . . 1  . 4 3 . .  . . 2  .  . .  . #> UBXN1         . 3  2 2  3 . 1  3 .  . 2  3  1  .  1  4  2 1 1 2 1 1 1 1 3 1 1 2  2  1 2  1  5 3 3 2 1 3  3 . 3 2 1  2 1 3  5  1 1  5 #> UBXN10        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UBXN11        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  1 . . . .  . . .  .  . .  . #> UBXN2A        . 1  . .  . . .  . .  . 1  .  .  1  2  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . 1  1 . 1  .  . .  . #> UBXN2B        . .  1 .  . . 1  . .  . .  1  .  1  .  2  1 . . . . . . . . 1 . .  1  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UBXN4         2 3  3 3  3 . .  3 1  1 4  2  2  5  2  3  6 . . 3 4 5 . 4 1 1 . 2  3  2 1  .  1 . 2 5 1 .  2 1 . 3 2  . 2 1  5  1 .  2 #> UBXN6         . 2  . 1  1 . 2  . 1  . .  3  .  1  .  .  1 . . . 2 . 1 2 1 . . .  2  2 .  1  2 . 4 . . 2  . 2 . 1 .  1 1 .  .  . 1  1 #> UBXN7         1 .  . 1  . . .  1 .  . .  .  .  .  .  .  1 . . 1 . . . . . . . .  1  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> UBXN8         . .  . .  1 1 .  1 .  . .  .  .  .  .  .  . 2 . . . . . . . . . .  .  1 .  .  . . 1 1 . .  . . 1 . .  . . .  .  . 1  1 #> UCHL1         . .  . 1  . . 1  . .  1 .  .  .  3  .  .  . 1 . 2 1 . 1 3 . . . .  .  . .  .  2 . . . . .  1 1 . . .  1 . .  .  . .  . #> UCHL3         . .  3 .  3 . 2  1 .  . .  .  1  .  .  .  . . . 1 2 . . . 1 1 . .  .  2 .  2  . . . 2 . .  . . 1 . .  1 1 .  2  1 1  . #> UCHL5         2 .  . .  1 . .  . .  . .  .  .  .  .  1  . . 1 2 1 1 2 . . . . .  .  1 .  .  1 . . . . .  1 . . 1 1  . . .  .  . .  . #> UCK1          . .  . .  1 . .  . .  . .  1  .  .  1  .  2 . . . . . 1 . . . 1 1  1  . .  .  . . . . . .  1 . . . .  . . 1  .  1 .  . #> UCK2          . 2  2 .  . . .  1 .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  1 .  .  . . . . 1 1  . . . . .  . . .  .  . .  . #> UCKL1         1 .  1 .  . . .  . .  . .  1  .  .  .  1  1 . 1 . . . . . . . . 2  .  1 .  .  . 1 . 2 . .  . . . . .  . . .  2  . .  . #> UCN3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  . .  .  . . . . . .  1 1 . . .  . . .  .  . .  . #> UCP2          1 1  . 2  . 1 1  3 1  2 1  2  .  1  .  1  . 1 . . 1 . 1 . . 1 4 3  1  . .  1  . 3 2 1 . .  3 1 . 3 2  . . 1  1  2 1  1 #> UEVLD         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> UFC1          4 .  . 2  3 4 1  3 .  . .  1  1  .  2  4  3 . 2 . 3 2 2 5 . 1 . .  2  6 1  2  . 1 . 2 . 1  4 4 1 2 .  . 2 2  .  1 .  3 #> UFL1          . .  . .  . . .  . 2  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . 1  .  . . . . . 1  . 1 . 1 .  . 1 .  .  . 1  . #> UFM1          2 1  1 1  . 1 .  3 .  2 1  2  1  .  .  1  2 . . 1 . 4 2 3 . 1 . 1  2  2 2  .  1 . . 3 . 1  2 2 . . .  1 . .  1  . 1  . #> UFSP1         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  1  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UFSP2         . .  . .  1 . .  . .  . 1  .  .  2  .  .  1 . 1 . 1 . 1 . 1 . . .  .  1 .  .  . . 1 . . .  1 1 . . .  . . .  1  . 1  . #> UGCG          . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UGDH          . .  . .  . . .  . .  . .  .  .  1  .  .  1 . 1 . 1 . . . . . . 1  .  1 1  .  . . . . . 1  . . . . .  . . 1  .  . .  . #> UGGT1         . .  . .  1 1 .  . .  . .  .  1  .  .  2  . . . . . 3 . . . . . 1  .  . .  .  . . . . . .  1 2 . . .  . . .  .  . .  . #> UGGT2         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  1 .  .  1 . . . . .  . . 1 . .  . . .  .  . .  . #> UGP2          2 .  1 .  2 1 .  1 2  . 1  .  .  2  .  2  . . . 1 . . 1 . 1 1 . 1  2  . .  1  . . 2 . . .  1 1 . . .  . . 1  .  . .  . #> UGT1A6        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UGT8          . .  1 .  1 . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UHMK1         . .  . 1  . . .  1 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UHRF1         1 .  . .  . . .  . .  . .  1  .  .  .  3  . . 1 . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  1 #> UHRF1BP1      1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  1 .  . #> UHRF1BP1L     . .  . .  . 1 .  1 .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  1 . . . .  1 . .  .  . .  . #> UHRF2         1 .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . 1 . .  . . .  .  1 .  . #> UIMC1         . .  . .  . . .  2 .  . 1  .  .  .  .  .  . . . 1 . . . . . . . 1  1  . .  .  . . . . . .  . . . . 1  . . 1  .  . .  1 #> ULK1          . .  . 1  . 1 .  . .  . .  .  .  1  .  .  . . . . . 1 . . 1 . 1 .  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  1 #> ULK2          . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  1  . . 1 . . .  . . . . 1  . . .  .  . .  . #> ULK3          . .  . .  . . .  . .  . .  .  .  1  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ULK4          . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> UMODL1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UMPS          1 .  1 .  . . .  . 3  . 1  .  .  .  .  2  1 . 2 1 . 2 . . . . . 1  2  . 3  .  1 3 1 1 1 1  . 1 . . .  . . .  .  . 1  . #> UNC119        . .  3 .  . . .  1 1  . .  .  .  .  1  2  . . . . . 1 . . . . 1 1  .  1 1  .  . . . . . .  1 . . 2 .  . . .  .  . 1  . #> UNC119B       . .  . .  . . 1  . 1  . .  1  .  .  .  .  . . . . . . . . 1 2 . .  .  . .  .  . . . . . .  . . . . .  . . .  1  1 .  . #> UNC13A        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC13B        . .  . .  . . .  1 .  . .  .  1  .  .  .  . . . . . 1 . . . . . .  .  . .  .  1 . . . . .  . . . . .  1 . .  .  . .  . #> UNC13C        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC13D        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC45A        . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> UNC50         1 1  1 2  . 2 .  1 .  2 1  .  .  1  2  .  2 . . . 2 . 1 1 . 1 . .  2  2 1  3  . . 1 3 . .  1 2 . . .  . 2 1  .  . 3  1 #> UNC5A         . .  . .  . . .  . 1  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC5B         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC5C         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> UNC5D         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC79         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNC80         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  .  1 . . 1 . .  . . . . .  . . .  .  . .  . #> UNC93B1       . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . 1  .  . .  1 #> UNG           . .  1 .  . 1 .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> UNK           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> UNKL          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> UPB1          . .  . .  . . .  . 1  1 .  .  .  .  .  .  . 1 . 1 . . . . . . . .  .  1 .  .  . . . . . .  1 . . . .  . 1 .  1  . 1  . #> UPF1          . .  1 .  . . .  . .  . .  .  .  .  .  1  . 1 1 . . . . 1 . . . .  1  . .  1  1 . . 2 . .  . . . . .  . . .  .  1 .  1 #> UPF2          . 1  . 1  1 . .  . .  2 .  .  .  .  .  1  . . . 1 . . 2 . . . . 1  .  1 .  .  . . . 1 . 1  . . 1 . .  . . 1  .  . .  . #> UPF3A         . 2  . .  1 . 1  1 .  . .  .  1  .  1  2  1 1 1 . . . . 1 . . . .  .  . .  1  . . . 1 1 .  . . . 1 .  . 1 .  .  . 1  3 #> UPF3B         . .  1 1  1 . .  1 1  . .  .  .  2  .  2  . . . . . . . . . . 2 .  1  . 3  .  2 . . 1 . .  1 1 . . .  1 . 2  1  . .  . #> UPK1A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK1B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3A         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPK3BL1       1 1  . .  . . .  . .  . .  .  1  .  1  .  . 3 . . . 1 1 . . 1 . .  .  1 .  1  . . . . . .  . . . . 6  . . .  .  . .  . #> UPK3BL2       1 1  . .  . . .  . .  . .  .  1  .  1  .  . 3 . . . 1 1 . . 1 . .  .  1 .  1  . . . . . .  . . . . 6  . . .  .  . .  . #> UPP1          . 2  . .  . . .  . .  . .  .  .  .  .  .  1 . . 1 . . 2 . . 2 . .  2  2 .  .  . . 2 . 4 .  . . . . .  . 1 .  .  . 1  . #> UPP2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UPRT          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UQCC1         . .  . .  . . .  . .  . .  .  1  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 1  . . .  .  . .  . #> UQCC2         1 1  2 .  . 1 1  6 2  1 1  .  3  4  1  2  4 2 . 2 2 1 5 3 1 2 1 1  7  6 .  .  1 1 3 2 1 1  5 3 1 . 4  . 2 2  5  . .  6 #> UQCC3         1 .  1 2  . 1 3  . 2  . .  1  1  1  1  1  1 . 2 . 2 . . 3 . . 3 2  3  1 1  1  3 . 1 1 1 .  1 1 1 2 1  1 . 1  1  1 .  . #> UQCR10        9 3  4 1  3 1 4  9 1  3 1  1  3  4  4  6  4 5 1 3 3 7 1 3 2 3 1 2  6  5 4  2  1 2 4 1 3 1  7 2 5 3 1  2 4 5  2  2 5  6 #> UQCR11        1 1  5 5  4 4 1  6 1  . 2  .  1 12  2  3  7 2 3 4 1 5 1 7 1 2 2 3  6  3 3  2  3 2 5 4 . 1  6 4 2 4 1  1 . 1  3  6 2  4 #> UQCRB        12 3 12 2  6 5 3 11 5  2 3  1  6 11  1  7  9 3 4 7 2 5 5 9 2 3 4 3  6  8 4  5  3 3 7 9 2 6 11 9 6 6 4  2 . 3  2  2 4 11 #> UQCRC1        6 1  9 1  3 3 3  6 3  1 1  5  2  2  4  4  6 . 2 . 2 4 2 3 2 . 2 4  5  5 1  .  2 . . 1 3 .  2 2 1 1 3  1 . 2  3  5 2  4 #> UQCRC2        1 2  7 1  2 1 1  5 .  1 1  4  3  1  4  3  2 1 1 2 2 1 1 1 3 2 5 .  2  3 3  4  2 2 1 5 4 2  5 1 2 2 1  1 1 1  1  . 5  4 #> UQCRFS1       7 1  6 1  6 3 2  2 1  3 1  3  2  .  3  3  4 2 2 3 3 4 3 1 5 1 3 6  5  2 3  6  . 1 4 1 2 3  3 4 3 4 1  4 . 4  2  4 2  3 #> UQCRH         5 5  4 6  5 4 4  5 .  2 1  3  3  1  2  2  4 4 4 1 8 4 . 6 4 1 4 1  3  6 1  1  5 4 4 2 1 3  7 3 1 4 4  2 3 .  3  3 3  5 #> UQCRHL        5 5  4 6  5 4 4  5 .  2 1  3  3  1  2  2  4 4 4 1 8 4 . 6 4 1 4 1  3  6 1  1  5 4 4 2 1 3  7 3 1 4 4  2 3 .  3  3 3  5 #> UQCRQ         2 .  2 1  2 . 1  4 2  . 1  .  .  3  1  3  3 . 1 2 4 5 2 6 . . 1 .  2  1 2  1  4 2 . 2 2 5  1 3 3 1 2  1 2 .  3  . 1  2 #> URB1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URB2          . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URGCP         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> URI1          1 .  . .  1 1 .  . 2  . .  .  .  .  3  1  . . . 2 1 . . . 2 . . .  .  . .  .  . . . . . 1  . . 1 . 1  . . .  .  1 .  1 #> URM1          2 .  1 .  . 1 1  2 .  . .  .  .  1  .  1  . 1 1 . . 2 . . . 1 . .  .  1 .  .  2 . . . . .  1 3 . 1 .  . . 1  .  1 .  . #> UROD          . 1  . .  3 . 2  1 1  . .  .  .  1  .  .  . . 1 . . . . 1 1 1 1 .  2  1 1  .  1 . . . . .  . 1 . . .  . . 1  2  1 2  . #> UROS          . .  1 .  . . 1  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . 1 . .  2 1 . . .  . . 1  .  1 .  1 #> USB1          . .  1 1  2 . .  . .  1 .  .  .  1  .  .  . 2 . . . . . 1 . 1 . .  .  . 1  .  . . 1 . 1 1  . 1 . 1 1  . . .  .  . .  . #> USE1          2 3  1 3  4 . 2  2 .  2 4  3  1  1  1  4  1 1 1 1 . 2 2 7 . 2 . 2  2  2 2  1  2 1 7 1 2 1  2 4 2 4 1  1 3 1  3  1 2  1 #> USF1          . .  1 .  . . .  1 .  1 .  .  .  .  2  1  . 3 . 1 . . . . 1 1 1 1  .  . .  1  . . . . 1 .  . . . . .  . . .  .  . .  1 #> USF2          . 3  3 .  . . .  1 .  2 .  2  .  1  .  1  4 1 1 . 1 1 1 . . . . .  1  1 1  1  4 1 . 2 . 1  3 2 . 1 .  1 2 1  .  . .  2 #> USF3          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . 1  . #> USH1C         . .  . .  . . .  3 .  . .  1  .  .  .  .  1 . . . . . . 1 . . . 2  .  . .  .  . 1 1 2 . .  5 . 2 . .  2 3 1  .  . 1  . #> USH1G         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USH2A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USHBP1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USO1          . .  . .  1 . .  1 .  2 .  .  .  .  .  .  . . . . 1 . . . . . 2 .  2  1 1  .  . . . . . .  2 2 1 1 .  . . .  .  . .  1 #> USP1          . 1  1 .  . . .  1 .  1 .  .  .  .  .  3  1 . . . . . 1 . . . . .  .  . .  .  . . . . . 2  . . 1 . .  1 . .  .  . .  . #> USP10         1 .  3 .  . . .  . .  . .  1  .  .  2  1  . . 1 . . . . . . . . .  .  1 3  1  . . . . . .  . . . . .  . . .  .  . .  1 #> USP11         1 .  . .  . . .  . .  . .  1  .  .  .  .  . . 1 . 1 . . . . . . .  .  2 .  .  . . 1 . . .  . . . 1 .  . . .  .  1 .  . #> USP12         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP13         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP14         . .  3 2  1 . 1  2 .  . 1  .  1  .  1  .  . . 1 . . . . 1 . . . 1  .  2 .  .  . 1 . . . .  1 . . . .  . . 1  2  . .  . #> USP15         . .  . .  . . .  . 1  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  1 #> USP16         . .  . .  . . .  1 .  . .  1  .  .  .  1  . . 1 1 . . 1 . 1 . . .  2  . .  .  . . . . . .  3 . . 1 .  . . .  .  . .  . #> USP18         . .  . 1  . . .  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  1 . . . . .  1 . . . .  . 1 .  1  . .  . #> USP19         3 .  . .  . . 2  2 .  1 .  .  1  .  .  .  . . 2 . . . . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  1 .  . #> USP2          . .  1 .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . 1  . . .  .  . .  . #> USP20         . .  . 1  . . .  . .  1 .  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> USP21         . .  . .  . . .  . .  . .  .  1  .  .  1  1 . . . . . . . . . . .  .  1 1  .  . . . . . .  . . . . .  . . .  1  . .  . #> USP22         . .  1 .  . . .  . 1  . .  .  .  1  .  .  2 . . . . . . 1 2 . . .  2  . .  .  . . . . . 1  . . . . .  2 . .  .  1 .  . #> USP24         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 1 . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP25         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> USP27X        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 2 . . . .  . . . . .  . . .  .  . .  . #> USP28         . .  2 .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> USP29         . 1  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> USP3          . .  1 .  . . .  . 1  . 1  .  .  .  .  1  . 2 . 1 . 1 . . . . . .  1  1 .  1  . . . . . 1  1 . . . .  . . .  1  1 .  1 #> USP30         . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  1  . .  .  1 . . . . .  . 1 . . .  . . .  1  1 .  . #> USP31         . .  1 .  . . .  . .  . .  .  1  .  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP32         . .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> USP33         . .  . .  . . .  1 1  . 1  .  1  .  .  .  1 . . . . . . . 1 . . .  .  . .  .  2 . 1 . . .  2 . . . 1  . 1 .  .  . .  . #> USP34         1 .  3 1  . . 2  . 1  . 1  .  2  .  1  .  . . . . 1 . 2 . 1 . 1 2  .  . .  .  3 . . 1 . 2  4 3 . 1 2  1 . 1  .  1 .  . #> USP35         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> USP36         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  2  . .  . #> USP37         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . 1  .  . 1  . #> USP38         . .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> USP39         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . 1 .  .  . .  . #> USP4          1 .  . .  1 . 1  . .  . .  .  2  .  .  .  . . . 1 . . . 2 . . 1 1  .  1 .  .  . . . . . .  . . . . 1  . . .  1  . .  1 #> USP40         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  2 .  . #> USP41         . .  . 1  . . .  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  1 . . . . .  1 . . . .  . 1 .  1  . .  . #> USP42         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  1 #> USP43         . .  . .  . 1 .  . .  . .  1  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP44         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP45         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  . #> USP46         . .  1 .  . . .  . .  1 .  .  .  .  1  .  . . 1 . . . . . . 1 2 .  1  . .  .  . 1 . . . .  . . . 1 .  . . .  .  . .  . #> USP47         . .  . .  . . .  . 2  . .  .  .  1  1  .  . . . 1 . . . . . . . 1  1  1 1  .  1 . . 1 . .  . . . . .  . . 1  .  . .  . #> USP48         . .  . .  . 1 .  . .  1 .  .  .  .  1  .  . . . 1 . . . 1 . . . .  .  . .  .  . . . . . 1  1 . . . 1  . . .  .  . .  1 #> USP49         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP5          1 .  . .  2 1 .  . 1  . .  .  .  1  1  1  1 . . . 1 2 1 . 1 . . .  .  . 1  .  . . . . . .  3 . . . .  . . .  .  2 .  1 #> USP50         . .  1 .  . 1 1  1 .  1 .  .  .  .  .  .  . . . . . . . . . . . .  1  . 1  .  . . . 1 1 .  . . . . .  . . .  .  . .  . #> USP51         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . 1 . . 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> USP53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP54         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  . #> USP6          . .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> USP6NL        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> USP7          1 .  . .  . . 1  . .  . .  .  .  .  .  .  . . 1 1 . . . . . . . .  1  . .  1  . . . 1 . .  . 1 . . .  . . 1  1  . .  . #> USP8          . .  . .  . 1 1  . 1  1 .  .  .  .  2  .  1 . . . . . . 1 . . 1 .  .  . 1  .  . . . . . .  1 . . . 1  1 . .  .  . .  . #> USP9X         . .  1 .  . . .  . .  . .  .  .  1  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  1  . 1  . #> USPL1         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . 1  1 #> UTP14A        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . 1 .  .  . .  2  . . . . 1 .  . . . . .  . . .  .  1 .  . #> UTP14C        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . 1 .  .  . .  2  . . . . 1 .  . . . . .  . . .  .  1 .  . #> UTP15         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UTP18         1 .  . 1  . . 1  1 .  1 .  .  .  .  .  .  1 1 1 . . . . . . . 1 2  2  1 .  .  . 1 . . . .  . 2 . . .  . . 1  .  . 1  . #> UTP20         1 .  . .  . . .  . 1  . .  .  .  .  .  2  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UTP23         . .  2 .  . 1 .  . .  . .  1  .  .  2  1  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> UTP3          1 .  . 1  1 . 3  1 .  . .  4  .  1  1  3  1 . . . . 1 1 . 2 1 . .  1  . 2  1  . . . . 1 1  2 . 1 1 2  . 1 2  .  2 .  1 #> UTP6          . .  . 1  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> UTRN          . .  1 .  . . .  . .  . .  .  .  1  .  .  1 . . 1 . . . . . . 1 1  .  . .  .  . . . 1 . .  . . . . .  . . .  .  1 .  . #> UTY           . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> UVRAG         . .  . .  . 1 .  . .  . .  .  .  2  .  .  . . . . . 1 . . . . . .  .  1 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> UVSSA         . .  . .  . . .  . .  . .  .  .  .  1  2  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> UXS1          1 .  . .  . . .  . .  . .  .  .  .  .  2  . . . . 1 . 1 . 1 . . .  .  . .  .  1 . . . . .  1 . . 2 .  . . .  .  . .  . #> UXT           . .  2 .  . . .  . .  1 2  .  .  .  .  .  1 . . . . . . 1 . 1 1 .  .  . .  .  . . 1 2 1 1  2 . . . .  . . .  .  . .  . #> VAC14         1 .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAMP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> VAMP2         . 1  . .  . 1 .  . 2  2 1  1  .  .  .  1  . . . 3 . 1 2 3 1 1 2 .  2  . .  1  2 1 2 . . .  2 . . 1 1  . 1 3  1  . .  1 #> VAMP3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VAMP4         . .  1 .  . . .  . .  . .  .  .  .  .  .  2 . . . 1 . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VAMP5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAMP8         4 .  3 1  . 4 2  . 4  1 4  2  4  .  7  4  . . 3 1 2 2 . 1 1 1 2 3  4  1 4  3  1 . 1 3 2 8  1 5 3 . 1  . 1 1  4  4 4  6 #> VANGL1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 2  .  1 . . . . 1  . . . . .  . . .  .  . .  . #> VANGL2        . 1  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . . . . . . . 1  .  . .  .  . . . 1 1 .  . . . . .  . . .  .  . .  . #> VAPA          6 2  4 2  3 1 1  5 3  3 2  .  .  3  3  3  2 2 3 2 . 3 . 4 1 . 2 .  5  1 .  .  2 1 2 3 1 2  4 2 . 1 .  1 1 3  3  3 1  2 #> VAPB          2 2  2 2  . . .  1 1  1 .  .  .  .  2  .  . . 1 . 1 2 3 1 1 3 1 .  1  . .  1  1 1 . 2 1 2  1 . 5 . 1  . 1 .  .  . 1  1 #> VARS1         . .  4 .  . . .  . .  2 .  .  .  .  1  1  . . 1 . . . 1 . . . . .  .  . .  .  1 . . 1 2 2  1 1 . . .  . . .  1  . .  3 #> VARS2         . .  1 .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASH1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASH2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VASP          1 2  2 .  1 1 .  3 .  1 6  3  2  2  1  2  . 2 1 2 2 . . 1 8 4 2 3  3  . 2  3  5 1 1 1 2 1  1 2 . 3 2  1 1 2  .  1 1  3 #> VAT1          1 .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 1  .  . 1 . 1 . 1  . . . . .  . . .  .  1 .  1 #> VAT1L         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . 1  .  . .  .  . . 1 . . .  1 . . . .  1 . .  .  . .  . #> VAV1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAV2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VAV3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VBP1          1 3  2 .  1 1 .  . 3  1 3  1  1  2  1  1  1 . 1 3 2 1 4 2 2 3 . .  3  3 .  2  1 3 1 1 . 1  4 1 3 1 4  3 . 2  1  2 2  2 #> VCAM1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCAN          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCL           . .  . .  . 1 .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VCP           3 2  3 3  4 2 2  3 .  1 2  5  3  2  1  4  5 4 . 2 1 8 2 6 6 1 3 2  3  3 1  4  3 3 1 8 4 4  9 3 1 1 3  1 2 1  3  3 1  3 #> VCPIP1        . .  . .  . . .  . .  1 1  .  .  .  .  .  . 1 1 . . 1 . . . . . .  2  1 .  .  . . . . . .  . . 1 . 1  . . 1  .  . .  1 #> VCPKMT        2 .  . 1  . . .  2 .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VDAC1         4 1  5 2  2 2 .  2 2  4 1  .  1  .  2  5  3 . 1 1 2 . . . 1 1 1 1  1  1 .  .  1 2 . 2 . 3  . . 3 3 1  1 1 4  2  2 1  4 #> VDAC2         3 2  7 3  4 . .  6 1  3 3  2  3  5  2  5  6 1 3 2 4 1 2 . 1 2 1 2  5  4 2  5  4 1 2 4 2 1  7 3 5 6 1  1 1 1  3  4 .  2 #> VDAC3         4 2  8 .  2 2 2  4 1  4 2  2  2  4  3  6  1 3 1 2 1 2 2 5 1 4 3 1  3  4 2  2  3 2 2 3 1 2  2 . 1 2 2  2 . 2  1  1 4  3 #> VDR           . 2  . 1  . . .  . .  1 .  .  .  .  .  .  . . . . . 3 . . . . . .  1  . .  .  2 . . . . .  . . 1 . .  1 1 .  .  . .  . #> VEGFA         1 .  1 .  . 2 .  . .  . .  .  1  .  .  1  . . . . . 1 . 1 . . . .  .  . .  .  . . . . . .  1 1 . 1 .  . . .  .  . .  . #> VEGFB         . .  . .  . 1 .  . .  . .  .  .  1  .  .  1 . . . . . . 1 . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  1 #> VEGFC         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VEPH1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VEZF1         . .  2 1  . 1 .  . .  . .  .  .  1  1  2  . . . . . . . 2 . . . 1  .  . .  1  . 1 . . . .  1 . . 1 .  1 . 1  1  1 .  . #> VEZT          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGF           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . 2 . . .  . . .  .  . .  . #> VGLL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGLL2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VGLL4         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . 2 .  .  . .  .  . . . . . 2  . . . 2 .  1 . 1  .  2 .  . #> VHL           . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VHLL          . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIL1          . .  . .  . . .  1 .  . .  .  1  .  .  .  . . . . . . . . 3 1 . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> VILL          1 .  2 .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIM           4 . 12 .  5 6 .  1 .  5 .  .  .  . 16 14  . . 2 . . . . . . . 7 1  .  . 4  2  1 2 . . . 6  . . 3 7 .  . . 1  2  2 2  8 #> VIPAS39       . .  . 2  . 1 .  1 .  . .  .  .  .  .  .  . 2 . . 1 . . . . . . .  .  . 1  2  . . 2 . 2 .  1 . . 1 .  . . .  1  1 .  . #> VIPR1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VIPR2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VKORC1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VKORC1L1      . .  1 .  . . .  . .  . .  .  .  .  1  .  1 . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> VLDLR         . .  . .  . . 1  . .  1 .  .  .  .  .  .  . 1 . . . . . 1 . . . .  .  . 1  .  1 . . . 1 .  . . . . .  . . .  .  2 .  . #> VMA21         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VMAC          . .  . .  . . .  1 1  . .  1  1  .  .  .  . . . . . 1 . 4 . . . .  1  . .  .  . . 1 2 . 1  . 1 . . .  . . .  .  . .  1 #> VMP1          1 .  1 1  1 . 1  . .  . .  .  1  .  1  4  . . 2 . . 1 . . . . 2 2  .  1 .  2  . . . . . 1  . . . . 4  . . .  .  1 .  2 #> VN1R5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VNN1          3 .  . .  . 1 .  . .  . .  .  .  .  1  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . 1 .  . 1 .  .  . .  . #> VOPP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPREB1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> VPS11         . .  . .  . 2 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  1 1 . . .  1 . .  .  . .  . #> VPS13A        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS13B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . 1 . 1 . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> VPS13C        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS13D        . .  . 1  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . 1 .  . . .  .  . .  . #> VPS16         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . 1 .  .  1 .  .  . . . 1 . .  . . . . .  . 1 .  .  . .  . #> VPS18         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VPS25         . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS26A        . 1  . .  1 1 .  . .  . .  .  1  .  .  2  . . 1 . 1 . . . 1 . . .  1  . .  .  1 . 1 . . .  . . . . .  . . .  .  . .  2 #> VPS26B        . .  1 .  . . .  . .  . .  1  .  .  1  .  . . . . . 1 3 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS29         2 .  1 2  1 1 1  1 1  1 2  1  1  .  1  1  4 . 1 3 . . . 1 2 . 2 1  .  1 1  .  2 . 1 4 2 1  1 1 . . .  . 1 2  3  1 3  . #> VPS33A        . .  . .  1 . .  3 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS33B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS35         . 1  1 1  . . 1  6 7  1 3  1  .  .  .  .  . 1 . 1 . 1 . 1 2 1 . 2  4  . 1  .  1 1 . . . .  3 2 1 . .  . 2 1  .  . .  2 #> VPS36         2 .  4 1  . . 1  . .  1 .  1  1  1  1  1  1 . . . . 2 . . . . 3 .  .  2 1  .  1 1 . 1 . .  2 . . 3 .  . 3 1  .  . .  2 #> VPS37A        . 3  . 1  . . .  1 .  . .  .  1  .  1  .  . 1 . 2 . . 4 . 1 . . 1  1  1 .  1  1 1 . . . .  1 1 2 . 3  . 1 .  2  2 1  . #> VPS37B        3 .  1 .  . 1 .  . .  . .  3  1  1  .  .  . 2 1 . . . 1 1 . 1 . .  .  . 1  .  . . . . 1 .  1 . . . .  . . 1  .  . 1  1 #> VPS37C        . .  . .  . . .  . .  . .  .  .  .  .  1  . 1 . . . . . . . . 1 .  .  . .  .  . . . 2 . .  . . . . .  . . .  .  . .  . #> VPS37D        . .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS39         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  . #> VPS41         . .  . .  . 1 1  . 1  . 1  .  .  .  1  .  1 . . . . . . . . . . .  1  1 1  1  1 1 1 1 . 1  . 1 . . .  . . .  1  2 .  1 #> VPS45         . .  1 .  1 . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  1  . . . 1 . .  . 1 . . .  . . .  .  . 1  . #> VPS4A         2 .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . 1 . . .  .  1 .  .  . . . 1 . 1  . . . 2 .  . . 1  .  . .  . #> VPS4B         . .  1 .  . . .  . 1  . 1  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> VPS50         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  1  . .  . #> VPS51         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> VPS52         . .  1 .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  . 1 . 1 . .  . . . . .  . . .  1  . .  . #> VPS53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 1 . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VPS54         . .  . .  1 . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  1  1 . . . . .  . . . 1 .  . . .  .  . .  . #> VPS72         . 2  1 4  2 2 2  1 2  1 .  1  1  2  1  3  . . 2 2 2 2 . 1 1 . 1 1  .  1 3  2  2 1 2 . 1 .  3 1 . . .  1 1 .  1  . 1  2 #> VPS8          . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . 1 . 2 . . . .  1  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> VPS9D1        . .  . .  1 . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . 1 . . .  . . .  .  . .  1 #> VRK1          . .  2 .  . 1 .  1 .  . .  .  1  .  2  1  . . . . . . . . . 1 . .  .  . .  .  1 . . . . .  . . . 1 .  1 . .  .  . .  1 #> VRK2          . .  1 .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VRK3          . .  2 .  1 2 .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . 1 . 1 . .  . . . 1 .  . 1 .  .  . 1  . #> VSIG1         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG10        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG10L       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIG8         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSIR          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSNL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM2L        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VSTM5         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> VTA1          1 2  . 1  1 . 1  2 .  . .  .  .  2  1  2  1 . . . 1 . . . . . . 1  2  . 1  2  2 . 1 . . .  2 . 1 . .  . 1 1  2  1 .  1 #> VTCN1         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VTI1A         . .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VTI1B         1 1  1 .  2 . 2  2 1  . .  3  1  .  1  2  . . . 1 1 . . . . 1 . .  2  . .  .  . . 1 3 2 .  4 . 1 1 .  . . .  .  . 1  1 #> VTN           . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . .  . 1 . . .  . . .  .  . .  . #> VWA1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 3 . . . .  . . . . .  . . .  .  . .  . #> VWA2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA3B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA5A         . .  . 1  . 1 .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . 1  1  . .  .  . . . . . .  . . . . .  . 1 .  .  . .  . #> VWA5B1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWA5B2        . 1  . 1  . . 1  1 .  2 2  1  2  .  .  .  . 2 . 1 . 3 . . 3 1 . .  1  1 .  .  1 1 . . 1 .  1 . 1 . 1  4 1 3  .  . .  . #> VWA8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWC2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> VWCE          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WAC           . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WAPL          2 1  1 1  2 1 1  . .  . .  .  .  1  .  1  1 . 2 1 . . 1 . . . . 3  .  . 2  1  3 1 . . . 2  2 . 2 1 .  1 . .  1  1 .  2 #> WARS1         . .  1 .  . . 1  2 3  1 .  .  .  .  .  1  1 . . 1 . . . . . . . .  .  1 .  1  1 . . 1 . .  . 3 . . .  . 1 .  .  . .  . #> WARS2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WASF1         . 1  . .  . . .  . .  . .  .  1  1  .  1  . . . . . 1 . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . 2  .  . .  . #> WASF2         1 .  . .  . 1 2  . .  1 .  .  1  2  1  1  . . . . . 1 . . 2 . . .  .  1 .  .  . 1 . 1 . .  . . . . .  1 . .  .  1 .  . #> WASF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WASL          . .  1 .  . . .  . .  . 1  .  1  1  .  1  . 1 . 2 2 . 1 . 1 . . .  1  1 1  2  . 1 1 1 . 1  1 . . 1 .  . 1 .  .  . .  1 #> WBP1          1 .  2 1  . 1 1  2 .  . .  .  .  .  1  2  . 1 1 . . 1 . 2 . 1 3 .  1  . .  1  1 . . 2 1 2  . 1 . 2 3  . . .  1  5 .  1 #> WBP1L         . .  1 1  . 1 .  . 1  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  1 .  .  1 . . . . 1  . . . . .  . . .  1  . .  1 #> WBP2          1 .  3 4  1 . 1  . .  . .  .  .  1  .  .  2 1 1 . . . 1 . 2 1 1 2  .  1 1  2  . . . 2 2 .  1 1 . . .  3 1 .  .  1 .  1 #> WBP4          4 .  1 .  . . 1  1 .  . .  .  .  .  2  .  . . . . 1 1 4 1 . . 1 3  1  1 .  1  . . . . 3 .  1 . . 3 .  1 1 .  1  . .  . #> WDFY1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . 1  .  1 . . . . .  . . . 1 1  . . .  .  . .  . #> WDFY3         . 1  . .  . 1 .  . .  . .  .  .  .  1  .  . . . . 1 . . . 1 . 1 .  1  . 1  .  . . . . . .  . 1 . . .  . . .  1  . .  . #> WDHD1         . .  1 .  . . .  . 1  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDPCP         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> WDR1          . .  1 .  . 1 1  . 1  1 2  1  .  2  1  .  1 . . . 1 . . . 4 . 1 .  .  . .  .  2 2 . 2 . .  . 2 . 1 1  . . 1  1  . 1  1 #> WDR11         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> WDR12         . .  . .  . . .  . .  . .  .  .  .  .  1  . . 1 . . . . . . . . .  .  . 1  .  . . . . . .  . . 1 . .  . . .  .  . .  1 #> WDR13         1 .  1 .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> WDR18         . .  2 .  1 1 .  1 .  . 1  .  1  1  .  1  1 1 . 1 1 . . . 2 . . 1  1  . .  .  . . . . . .  1 1 1 . .  . 1 .  .  1 2  2 #> WDR19         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR20         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR24         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR25         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR26         1 1  1 .  . . .  1 .  . .  .  .  1  .  1  . . . 1 . . . . . . 2 1  1  . .  .  . . 1 . . .  2 1 . . .  1 . .  .  . 1  1 #> WDR3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR31         1 .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR33         . .  . .  2 . .  . .  1 .  1  .  .  .  1  . . 1 1 . . 1 1 . . . .  1  . .  .  . . . . . .  1 . 1 . .  . . .  .  . 1  . #> WDR35         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR36         . .  . .  . . .  . .  . 1  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR37         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR4          . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  1 .  . #> WDR41         . .  1 .  . . .  . .  . .  .  .  .  .  .  . 1 1 . . . 2 . . . . .  .  . 1  .  . . . 1 . .  . . . 1 1  1 . .  .  . .  . #> WDR43         1 1  . .  3 . .  . .  . 1  .  .  1  .  .  . . . . 2 2 1 . . . 1 .  .  . .  .  . . . 1 . .  . . . . .  . . 1  .  . .  . #> WDR44         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR45         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR45B        . 1  . .  . . .  1 1  1 1  .  1  .  .  1  . . . 1 . . 1 . 1 1 1 .  1  . .  .  . 1 2 1 . 1  1 . . . 1  . . 1  .  . .  2 #> WDR46         1 .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  2 1 . 1 . .  . . . . .  1 . 1  .  1 .  . #> WDR47         . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> WDR48         . .  . .  1 . .  1 .  . .  .  .  .  .  .  1 . . 1 . 2 . . 1 . . .  .  2 .  .  1 . 1 . . .  . . 1 . .  . . .  .  . .  . #> WDR49         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR5          . 1  . .  . . .  . 1  . .  .  .  1  2  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  1 . .  .  . 2  . #> WDR53         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  1 . . . . .  . 1 . . .  . . .  .  . 1  . #> WDR54         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  1 .  . #> WDR55         . .  1 .  . 1 1  . .  . 2  .  .  .  .  3  1 . . . . . 1 . . . . .  .  . 2  1  . . . . . .  1 . . . .  . . .  .  . .  1 #> WDR59         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR5B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR6          . 2  . 1  . 2 .  1 2  1 .  .  .  2  .  1  . 2 . 2 1 2 1 1 1 . 2 2  1  . 1  .  . . . 1 . .  5 1 . . 2  . . 1  1  1 1  . #> WDR61         . 1  1 .  2 . .  . 2  1 .  1  .  1  .  1  1 1 . 3 . . . . 2 1 3 .  1  . .  1  . . . 3 . 1  . . . . .  1 . 1  .  . 1  1 #> WDR62         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> WDR7          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR70         . .  . .  1 . .  . .  . .  .  .  .  .  2  . . . . . . . . . . . .  .  . 1  .  . . . . 1 .  . . 1 . .  . . .  .  . .  . #> WDR72         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR73         . .  1 .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . 1 . . .  .  . 1  .  . . 1 . 2 .  . . . 1 .  . . .  1  . .  1 #> WDR74         . .  1 .  . 1 .  1 .  . .  1  .  .  .  .  . . . . . . . 1 1 1 . 1  .  . .  .  . . 1 . . .  . . . 1 .  . . 1  1  . .  . #> WDR75         1 .  2 .  . 1 .  . .  . .  2  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> WDR76         . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> WDR77         . 1  . .  . . .  . .  . .  .  .  .  .  1  1 . . . . 1 . . 1 1 . 1  1  . .  .  . . . . . .  1 . . . 1  . . 1  .  . .  . #> WDR81         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR82         1 .  . .  . . .  . .  . .  1  2  .  .  1  . . . . 1 . . . 1 . 1 .  .  . .  1  . . . . . 1  . . . . .  . . .  .  1 .  . #> WDR83         . 1  . .  1 . .  . .  . .  .  1  .  .  1  . 1 . 1 2 1 . . . 1 . .  2  . .  2  . . 1 1 1 .  2 . . . .  . 1 .  1  . .  . #> WDR83OS       2 1  3 3  1 1 1  1 2  2 1  1  .  1  3  .  1 2 . 1 1 1 2 1 . 1 . .  2  1 1  2  1 2 1 3 1 1  4 2 1 1 2  . . 1  1  3 .  1 #> WDR86         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR89         . .  2 2  . 3 .  . 1  1 1  .  1  1  1  .  . . . . 2 . 1 2 2 2 3 1  1  2 .  1  . . 1 1 . 4  1 3 . 3 2  1 1 1  1  4 .  2 #> WDR90         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR91         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDR92         . .  . .  1 1 .  2 .  . .  .  1  .  .  .  . . . . . . . . . 1 . .  .  1 1  .  . . . . . .  1 . 1 . .  . . .  .  . 1  . #> WDR93         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WDSUB1        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . 1 1  .  . .  .  . . 1 . . .  . . . . .  . 1 1  2  . .  . #> WDTC1         . .  . .  . . 2  . .  . .  .  .  .  1  .  . . 1 1 . . . 1 . . . .  .  1 .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> WEE1          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WEE2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC10A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC13        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC2        10 . 10 .  6 3 .  . .  . 1  .  .  .  5  7  . . 4 1 . . . . . . 8 .  .  1 4  3  . . 2 . 1 3  1 . . 1 4  1 . .  .  3 .  7 #> WFDC3         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFDC9         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFIKKN1       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WFIKKN2       1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> WFS1          . .  . .  . . .  1 1  . .  1  1  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . 1 . 1 . .  1 1 . . .  . 1 1  .  . .  . #> WHAMM         . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WHRN          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIF1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> WIPF1         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIPF2         . .  . .  . . .  . .  . .  .  .  .  .  2  . . 1 . . . . . . 1 . .  .  . .  .  . . . . . .  3 . . . .  . . .  .  . .  . #> WIPF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WIPI1         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . 1 . . 2 . . . .  1  . .  .  . . . 1 . .  2 2 . . .  . . .  .  . .  . #> WIPI2         . 1  . .  . 1 1  . .  1 .  .  .  .  .  .  . . 1 2 . 1 . . 1 . . .  1  . .  .  . . . . 1 1  1 . 1 . .  . . 1  .  . .  . #> WIZ           2 .  . .  1 . .  1 .  . .  .  1  .  .  .  . . 1 . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> WLS           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNK1          . .  . .  . 1 .  . .  . .  .  .  .  .  .  1 . . . 1 . . . . 1 . 1  1  1 .  .  . . . 1 . 1  2 . . 1 .  . . 1  .  . 1  . #> WNK2          . .  . .  1 . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . 1 1 .  . . . . .  1 . .  .  . .  . #> WNK3          . .  1 .  . . .  . .  . .  .  .  4  .  .  . . . . . . . . . . . 1  .  . .  .  . . 1 . . 1  . . . . .  . . .  .  . .  . #> WNK4          . 1  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> WNT10B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT11         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT3          . 1  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> WNT4          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT5A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT5B         . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT7B         2 .  3 .  1 . .  . .  . .  .  .  .  .  3  . . . . . . . . . . 1 .  .  . .  .  . . . . . 1  . . . 1 .  . . .  .  . .  1 #> WNT9A         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WNT9B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> WRAP53        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> WRAP73        . .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . . . . . . . 2 1 .  .  . 1  .  . . . 1 1 .  . . . 1 .  . . .  .  . .  . #> WRN           . .  . .  . . .  . .  . .  .  .  .  1  .  . 1 . . . . . . 1 . . .  .  1 .  1  . . . . . .  . . . . .  . . .  .  . .  . #> WRNIP1        . .  1 .  1 . 1  . .  . .  .  .  .  .  1  . . . 1 . . 1 . . . . .  1  1 .  .  . 1 . . . 1  . 1 . 1 .  . . .  .  . .  . #> WSB1          . .  2 .  1 . 2  . .  . .  .  .  .  .  .  . 1 1 . 1 . . . 1 . 3 1  .  . 1  .  . . 2 . . 1  . . . . .  . . .  .  2 .  . #> WSB2          . .  1 .  . . .  2 .  1 .  .  .  .  .  1  . . 1 . . 1 1 . . . . 1  1  . .  .  2 . . 1 . .  . 3 . . 1  . 1 .  .  . .  1 #> WSCD1         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> WTAP          . 1  2 .  . . .  1 .  . .  .  1  1  .  .  . . 1 . . . . . . . . 1  .  . .  .  . . 1 . . .  . . . . 2  . . .  .  . .  . #> WTIP          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  1  . . . . . .  . . 1 . .  . . .  .  . .  . #> WWC1          1 .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . 3 .  . . .  .  . .  1 #> WWC2          1 .  . .  . . .  . 1  . .  .  .  .  1  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> WWOX          . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 1 . .  . . 1 . .  . 1 .  .  . .  . #> WWP1          . .  . 2  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . 1  .  . .  .  . . . . . 1  1 . . . .  . . .  .  . .  . #> WWP2          . .  1 .  . . .  . 1  . .  1  .  .  1  .  . . 1 . . . 1 . . . . .  .  . .  .  . . . . . .  1 . . . 2  . . .  2  . .  . #> WWTR1         1 .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XAB2          . .  . .  . . 1  . 1  . .  1  .  .  1  .  . . . . . . 1 . . . . .  1  1 .  .  . . . . . 2  1 . 1 . .  . . .  .  . .  1 #> XAF1          . .  . .  . 2 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> XBP1          1 .  2 .  . . .  3 .  1 .  .  2  .  .  .  . . . . 2 1 1 . . . . 2  1  . .  .  . 1 1 6 2 .  2 3 1 2 .  . . 1  .  . 2  1 #> XDH           . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XIAP          . .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  1  . .  .  . . . 1 . .  . . 1 1 .  . . .  .  . .  1 #> XK            . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  . #> XKR5          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR7          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XKR9          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPA           . .  2 .  . . .  2 .  . .  .  1  .  .  .  . 2 . 1 . . . . . . 1 .  .  . .  .  . 1 . . . .  3 . 1 . 1  . . .  .  . .  . #> XPC           . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> XPNPEP1       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> XPNPEP2       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPNPEP3       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  1  . .  . #> XPO1          . .  . .  . . 1  . 1  1 .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  1  1 . . . 1 .  1 . . . .  . 1 .  1  . .  . #> XPO4          1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPO5          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XPO6          . .  1 .  . 1 .  . .  . .  .  2  1  .  .  . . . . . . . . . . . .  .  . .  .  1 1 . . . .  1 . 1 1 .  . . .  1  1 .  . #> XPO7          . .  1 .  1 1 .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . 1 .  .  1 1  1  . . . . . .  1 . . 1 .  . . .  .  1 1  . #> XPOT          1 1  . .  . . .  . .  . .  .  .  1  .  .  1 1 . . 1 1 . . . 1 . .  .  . 1  .  . . . . . .  . . . . .  . . 1  .  . .  . #> XPR1          . .  . .  . . .  2 .  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  . 1  .  1 1 . . . .  1 . . . 1  . . .  .  1 .  . #> XRCC1         1 .  2 .  1 . .  1 .  . .  1  2  1  .  2  3 . 1 . . . . . . . 2 .  .  . .  .  . 2 1 . 1 .  . . 1 1 .  2 . 1  .  . .  1 #> XRCC2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC3         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> XRCC5         . .  . 1  1 1 .  1 .  . .  .  .  .  1  .  1 . . . . . 1 1 . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRCC6         2 .  . .  . . .  . .  1 .  .  .  .  .  .  1 . . . . 1 . . . . 1 1  .  . .  .  . . . . . .  . 1 . 3 .  . . .  1  1 .  . #> XRN1          . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XRN2          . .  2 .  . 3 2  . .  . .  .  .  .  .  1  . . . 3 1 1 1 . . 1 1 .  .  2 1  .  . . . 1 . 2  1 1 . . 3  . . 1  1  1 1  . #> XRRA1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XXYLT1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XYLB          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> XYLT1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> XYLT2         . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> YAE1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . 1 . .  .  . .  .  . . 1 . 1 .  . 1 . . .  . . .  .  . .  . #> YAF2          . 3  1 .  1 . .  1 1  1 .  2  .  .  1  .  . . . 2 1 1 3 1 2 2 1 .  2  2 1  .  1 2 2 1 . 1  2 1 1 1 1  . . 1  2  . .  1 #> YAP1          1 .  1 .  . 1 .  . .  . .  .  .  .  .  1  . . 1 . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> YARS1         . .  1 .  . . .  1 .  . .  .  .  .  .  1  1 . . 1 . . . 2 . 1 . .  .  . .  .  . . . . 1 .  . . . . 1  . . .  1  . .  . #> YARS2         1 .  1 .  1 . .  . .  . .  .  .  .  .  .  1 1 . . . 1 1 . . . . .  .  . 1  .  . . . . 1 .  . . . . .  . . .  .  . .  1 #> YBEY          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YBX2          . .  . .  . . .  . .  1 .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YBX3          . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . 1 . .  2  . .  .  . . . . . 1  1 . 1 . .  . . .  .  . .  . #> YDJC          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YEATS2        . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 1 .  . . .  .  . .  . #> YEATS4        1 .  2 .  1 . .  1 2  . 1  1  1  .  .  1  1 . . 1 1 2 . . . . . .  1  3 .  1  1 1 . . 1 4  . . . 1 1  . . 1  .  . 2  2 #> YES1          . .  . .  . . .  . .  . 1  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> YIF1A         1 1  1 .  1 1 2  . 1  . .  1  .  1  .  1  1 . . 1 . 1 . . 2 . 1 .  1  2 .  2  1 . 1 4 . 1  1 . . . .  1 1 .  .  . .  . #> YIF1B         1 .  1 .  . 2 .  2 .  . .  .  .  .  .  3  . . . . 1 1 1 2 1 . . .  1  1 .  .  . 1 . 1 . .  1 2 . . .  . . .  .  . 1  . #> YIPF1         . .  . .  1 . .  1 1  1 .  1  .  1  .  1  1 1 . . . . . 2 . . . .  1  1 .  .  . . . . . .  . 2 . . .  1 . .  1  . .  . #> YIPF2         . .  . .  . 1 1  2 1  . 1  .  .  .  .  1  . . 1 . . 1 . 1 . . . 1  1  4 .  .  . . . . . 1  . . 2 . .  1 1 .  .  . 1  1 #> YIPF3         . .  . .  . 1 5  1 1  1 .  1  1  1  2  1  . 1 1 1 1 . . . 2 1 1 1  2  3 .  .  . 1 . 1 1 .  . . . 2 3  2 2 1  .  . .  . #> YIPF4         1 2  1 1  2 1 4  2 1  1 2  1  2  1  1  2  3 . . 5 1 3 2 2 3 . 3 .  .  3 .  7  3 1 2 2 . .  3 1 1 2 5  1 1 4  3  1 1  1 #> YIPF5         2 2  1 2  . 1 2  3 .  2 .  1  .  1  1  1  1 1 1 . . 1 1 3 . . 1 .  1  . .  1  2 1 1 . . 1  1 . . . .  1 3 .  1  . 1  1 #> YIPF6         . .  1 .  . . .  2 .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> YKT6          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . 2 . . . . .  .  1 1  1  1 . 1 . . .  . . . 1 .  . . .  .  1 1  1 #> YLPM1         . 1  1 .  . . .  . .  . .  .  1  .  2  1  . . . . . 1 . . . 1 . .  1  . 2  .  . . . . 2 .  . . . . 2  . . .  1  . .  . #> YME1L1        1 .  3 .  . . .  . .  1 .  3  .  .  .  .  1 1 1 . . . . . 1 . 1 .  1  1 .  1  . . . 1 . .  . . . . 1  . 2 .  .  . 1  . #> YOD1          . .  . .  . . .  1 .  . .  .  .  1  .  .  . . 1 . . 1 . . . . 1 .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> YPEL1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YPEL2         . .  . .  . . .  1 .  1 .  .  .  2  .  .  1 . . . . . . . 1 . . .  1  3 .  .  1 . . . . .  . . . . 2  . . .  .  1 .  1 #> YPEL3         . 6  . 2  . 1 3  3 1  5 4  2  5  1  2  .  1 8 . 4 5 2 5 . 8 1 . 3  7  4 .  2  3 3 2 1 5 .  2 1 4 . 6  1 1 4  3  4 2  1 #> YPEL4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YPEL5         . .  . .  . . .  1 .  . .  .  .  .  .  .  1 . . 1 1 . . 1 1 1 . 1  .  1 .  .  . 1 . . . .  . . 1 . .  1 . .  .  . .  . #> YRDC          . 1  2 .  2 . .  1 .  1 .  .  .  1  .  1  5 . . . 1 1 . . . . 1 1  1  . .  .  1 2 2 . . 3  . . 2 1 1  2 1 .  1  . .  1 #> YTHDC1        . .  . 1  . . .  . .  . .  .  .  1  .  2  1 . . . . 2 . . . . . .  .  . .  2  1 . 1 . 1 1  . . . . .  2 . .  1  . 1  . #> YTHDC2        . .  . .  . . .  1 .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> YTHDF1        . .  . .  1 . 1  . 1  1 .  .  2  .  .  1  1 . . . . 1 . 1 . . 1 .  .  . 1  1  . . . 1 1 .  1 1 . 2 .  . 1 .  .  1 .  . #> YTHDF2        . 2  3 1  1 . .  1 1  . .  .  4  2  1  2  . 1 . 1 . . . . . 1 1 .  .  1 1  1  3 . 1 2 . 1  2 . 1 . .  2 2 1  1  . .  1 #> YTHDF3        . .  . .  1 1 .  . .  . .  1  .  .  .  .  . 1 . . . 1 . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> YWHAB         3 1  4 2  1 1 1  1 5  2 1  1  1  3  .  2  3 1 1 3 1 2 3 2 4 1 . 2  1  3 4  2  1 1 2 1 2 1  1 4 . 3 .  2 . 2  .  3 2  4 #> YWHAE        10 4 11 5  6 7 2 11 5 10 4 11 10  7  9 14 12 6 3 9 4 5 7 7 5 8 5 5 10 14 4 10 12 8 2 9 6 7 18 6 5 6 5 10 1 7 11 12 4 14 #> YWHAG         . .  1 1  . . .  2 1  1 .  .  1  .  .  2  . . . . . . 1 1 1 2 . 2  1  . .  .  1 1 . 2 1 .  2 . . . 1  2 1 .  .  . .  . #> YWHAH         5 3  5 3  2 3 3  4 2  5 4  1  .  2  2  6  2 1 2 1 1 1 1 1 2 1 2 2  1  2 .  1  2 2 1 4 1 1  4 2 1 1 1  1 2 1  2  . 6  1 #> YWHAQ         9 6  6 4 12 4 1 15 6  3 3  3  9  9  3  8  2 6 4 1 1 6 3 7 1 4 4 .  7 10 8  5  2 5 5 5 3 7  4 5 4 7 3  2 3 5  5  2 2  8 #> YWHAZ         3 1  . 1  . . .  1 1  1 .  2  .  1  1  2  2 . . . 1 . 2 1 1 . . 4  2  1 2  3  . 1 1 1 . 1  1 . 1 . .  . . 1  2  . 2  2 #> YY1           . 1  1 .  . . .  . 1  3 1  .  .  .  1  1  . . . 1 . . 2 1 . . 1 2  1  1 .  1  3 2 1 2 . 1  1 1 1 1 1  . 1 .  1  1 .  1 #> YY1AP1        . .  1 .  . . .  4 .  . .  .  2  .  2  2  1 . . 1 . . . . . . . .  .  . .  .  . . . . 1 .  1 . . 1 1  1 . .  .  . .  . #> Z82190.2      1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> Z83844.1      . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> Z84488.1      . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZADH2         . .  1 1  . . .  . 1  . .  .  .  2  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZAP70         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZAR1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZAR1L         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBED3         . .  1 .  . 2 .  . 2  . .  1  .  .  .  .  . . 1 . 1 . 1 . 1 . 1 .  .  1 .  .  1 . . . . .  . 2 . . .  1 . 1  .  1 2  . #> ZBED4         . .  1 .  . . .  . .  . .  .  1  .  1  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . 1 .  . . 1  .  1 .  . #> ZBED9         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZBP1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB1         . .  . .  . . 1  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZBTB10        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . 3 . .  . . . . .  . . .  1  . .  . #> ZBTB11        1 1  . .  . . .  1 .  . 1  .  2  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . 1 .  . . .  .  . .  1 #> ZBTB12        . .  . .  . 1 .  . .  1 .  .  .  .  1  .  . . . . . . 1 . . . 1 .  .  . 1  .  . . . . . .  . . . 1 .  . . .  1  . .  . #> ZBTB14        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZBTB16        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . 1 . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB17        . .  1 1  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB18        . 1  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . . . . .  . 1 . . .  . . .  .  1 .  . #> ZBTB2         . .  1 .  . . .  . 1  . .  .  .  .  .  .  . . . 1 . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB20        1 .  1 1  . 2 .  1 .  3 2  1  .  3  1  4  1 . 2 1 2 3 2 . 2 2 1 5  2 11 2  2  2 . . 6 . 4  3 2 3 1 .  2 3 5  6  1 2  . #> ZBTB21        . .  1 .  . . .  . .  . .  1  .  .  .  2  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB24        . .  . .  . . .  . .  . .  .  .  .  .  1  2 . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  1 #> ZBTB25        . .  . .  1 . .  1 .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . 1 . .  . . .  1  . 1  1 #> ZBTB26        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB32        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB33        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . 1  1 . 1 . .  . . .  .  . .  . #> ZBTB34        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZBTB37        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZBTB38        . .  2 .  . 1 .  . 1  . .  .  .  .  .  1  . . . . . . . . . . 1 .  1  . .  .  . . . . . 1  . . . . .  . . .  2  . 1  1 #> ZBTB39        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZBTB40        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB41        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 1 . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZBTB42        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB43        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  1 . 1  .  1 .  . #> ZBTB44        . .  1 .  . . .  . .  1 .  .  .  1  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB45        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . 1 . . . . . . .  .  . .  .  1 . . 1 . .  . . . . .  . . .  .  . .  . #> ZBTB46        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB47        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB48        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB49        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  . . .  .  . .  . #> ZBTB5         . .  1 .  . . .  . .  . .  .  .  1  .  1  . . . . . 1 . . . . . .  .  . 1  1  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZBTB6         . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB7A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB7B        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  1 . . 2 .  . . .  .  . .  . #> ZBTB7C        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZBTB8A        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . 1  . #> ZBTB8B        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZBTB8OS       1 .  . .  1 . .  . .  . .  1  .  1  .  .  . 1 . . . . 1 . . . . .  .  2 .  .  1 . . . . .  . . . . 1  1 . .  .  . .  . #> ZC2HC1A       . .  . 1  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . 1 . . . .  . . . 1 .  . . .  .  . .  . #> ZC2HC1C       . .  . .  . . .  . .  1 .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . 1 .  . 1 . . .  . . .  .  . .  . #> ZC3H10        . .  . .  . . .  . .  . .  1  .  1  .  .  . . . . . . 1 . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZC3H11A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H11B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12A       . .  . 1  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12C       . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H12D       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3H13        . .  1 .  2 . 2  . 1  1 .  .  .  1  1  .  . . . 1 2 . 1 . 1 . 2 .  .  . 1  .  . . 1 . . .  . 2 . . .  . . .  .  3 .  . #> ZC3H14        2 1  1 .  . 4 2  1 1  2 .  .  1  .  1  .  1 . 1 1 2 . . . 2 . . 2  1  1 .  .  2 . 2 1 . .  . 2 1 1 1  1 . 2  .  . 3  1 #> ZC3H15        1 1  . .  1 . 1  1 2  1 .  1  2  .  3  2  1 2 . . . . 1 . 1 3 . 1  .  2 .  1  2 . . . . 2  1 2 1 . 1  . . .  1  2 1  1 #> ZC3H18        2 .  . .  . . 1  . 1  . .  .  1  .  .  2  . 1 . . 1 . . 1 . . 2 1  .  . .  .  1 . . . . .  . . 1 . 2  . 1 .  .  . .  1 #> ZC3H3         . .  . .  . 1 1  2 .  . .  .  1  .  .  .  . . . . . . . 5 . 1 . .  .  . .  .  1 . . . . .  . 2 . . .  . . .  .  . .  . #> ZC3H4         2 .  . .  . . .  . .  . .  .  1  .  .  .  . 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  1 .  . #> ZC3H6         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . 1 1 . 1  . 1 1  .  . .  . #> ZC3H7A        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  1 .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZC3H7B        . .  . .  1 . .  . 2  . .  .  .  3  .  1  . . . . . 3 . . 1 . . 1  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZC3H8         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . 1 . . . .  . . . . .  1 . .  .  1 .  . #> ZC3HAV1       . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZC3HAV1L      . .  1 .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZC3HC1        . .  . .  . . .  . .  . .  .  1  .  .  1  . . . . . . . . . . . 2  .  . .  .  . . 1 . . 1  . 1 . . .  . . .  .  . .  1 #> ZC4H2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZCCHC10       1 1  . 1  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC12       . .  . 3  . . .  1 1  3 .  .  .  4  .  .  8 . . . . 1 2 2 . . . 1  1  . .  .  1 2 . 5 . .  2 2 . . .  . 1 .  4  . .  . #> ZCCHC14       . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZCCHC17       1 .  2 1  . 1 .  1 1  1 1  .  1  2  2  3  1 . 1 . . . . 1 . 2 . 3  1  1 1  .  1 1 1 1 . 1  2 . . . .  1 2 .  1  . 1  . #> ZCCHC18       . .  . 3  . . .  1 1  3 .  .  .  4  .  .  8 . . . . 1 2 2 . . . 1  1  . .  .  1 2 . 5 . .  2 2 . . .  . 1 .  4  . .  . #> ZCCHC2        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . 1 . . . .  . . . . 1  . . .  .  . .  . #> ZCCHC24       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC3        . .  1 3  . 1 .  2 1  . .  1  .  2  1  1  2 . . . . 2 . . . . 1 .  1  . .  1  . . 1 . . .  1 . . . .  . . .  .  . .  . #> ZCCHC4        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZCCHC7        . .  . .  . 1 .  . .  . .  .  1  .  .  .  1 1 . . . . . . . . 2 .  .  . 1  .  . . . . 1 .  . . . . .  . . .  1  . .  1 #> ZCCHC8        1 1  1 .  . . .  . .  . .  .  .  .  1  1  1 . . . . 1 1 1 . . . 1  .  . .  .  . . . . . .  . . 1 . .  . . .  .  2 .  . #> ZCCHC9        . .  1 .  . . 1  2 .  . .  .  .  3  1  1  . . 2 . 1 . 1 . . . 1 .  1  1 .  1  . . . . . .  . 1 1 . .  . . .  .  . .  1 #> ZCRB1         4 .  6 3  1 2 .  3 1  . 1  1  .  2  1  4  3 . 1 1 2 2 1 1 2 3 3 3  5  8 1  .  . 1 1 1 . 2  4 2 1 2 2  . 1 4  2  2 3  1 #> ZCWPW1        . .  . .  . . .  . .  . .  1  .  .  .  .  . . 1 . . . . . . . 2 .  .  . 1  .  . . . . . .  . . . . 1  . . .  .  1 .  . #> ZDBF2         . .  . 1  . . .  1 1  . 1  .  1  3  .  1  2 . . 2 1 . 4 . 2 . . 2  1  1 .  .  . 2 . 2 . .  1 1 3 . .  1 1 2  .  . .  . #> ZDHHC1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  1  . .  1 #> ZDHHC12       1 .  . 2  . 2 .  1 .  . .  2  .  .  .  1  . 2 . . 1 1 . . . 1 1 .  2  2 .  1  . . 1 . . 1  . 1 . . .  1 . .  1  . .  . #> ZDHHC13       . .  2 1  . . 1  . .  . 1  .  .  .  .  .  . . . . 1 . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC14       . .  . .  . . .  . .  . .  .  .  .  1  .  . . . 1 . . . 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZDHHC15       1 .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC16       . .  . .  2 2 .  . .  . .  1  .  .  .  2  . . . 1 . . . . . . . .  .  1 2  .  . . . . . 1  . 1 . . .  . . 1  .  1 .  1 #> ZDHHC17       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC18       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC2        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC20       . 1  . .  1 . .  1 1  2 1  1  .  .  1  .  . . 1 1 1 . 2 . . 1 . 3  .  . .  .  . 1 . . . .  1 . . . 1  . 1 .  .  . .  3 #> ZDHHC21       . .  . .  . 1 .  . .  . .  .  1  .  .  .  . . . . . . . . . . 1 .  1  . .  1  . . . 1 . .  . 1 . . .  . . .  .  . .  . #> ZDHHC23       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC24       . .  . .  1 . 1  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC3        . .  . .  . . .  . .  . 2  .  .  .  .  .  . 2 . . . . . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC4        . .  . .  . . .  . .  . .  .  1  .  1  1  1 1 . . . 1 . . . . . .  .  . 1  .  . . . 1 1 .  . . . 2 .  . . .  .  . .  . #> ZDHHC5        1 .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZDHHC6        . 2  . .  . . .  . .  . .  1  .  .  1  .  1 . 1 . . 1 . . 2 . 2 .  .  . .  .  1 . 1 2 1 .  2 . 1 . .  . . 1  .  . 1  . #> ZDHHC7        . .  . .  . 1 .  1 .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  1 .  . #> ZDHHC8        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZDHHC9        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 2 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZEB1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZEB2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZER1          . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> ZFAND1        1 .  . .  . . .  . 1  . .  .  .  .  2  .  1 . . 1 1 1 . . . . 1 .  .  . 2  1  . . . . . .  . . . . .  . . .  1  . .  . #> ZFAND2A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZFAND2B       . 1  . .  . . .  1 .  . .  2  .  .  .  .  . . . . . . . 1 . . . .  1  . .  .  1 . . . . .  2 . . . .  . . .  .  1 1  . #> ZFAND3        . 3  . .  2 . .  . .  . 1  1  .  .  1  1  . 1 1 2 1 1 2 . . . . .  .  . .  1  . 2 . . . .  2 . 1 . .  . . .  1  . 1  . #> ZFAND4        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFAND5        . .  4 1  1 . 2  2 1  . .  4  1  2  1  .  1 1 1 . . . 1 2 . 2 1 .  1  . 1  3  . 1 . . 2 4  3 1 1 2 3  2 . .  2  2 .  4 #> ZFAND6        1 1  2 1  3 2 3  . .  1 3  3  2  .  1  1  . 1 3 2 2 2 2 1 2 3 2 1  2  2 3  5  2 2 1 1 1 2  3 . 2 3 3  2 . 1  .  2 4  2 #> ZFAT          1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . 1  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZFC3H1        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZFHX2         . .  1 2  . . .  1 .  . .  1  .  1  .  .  . . . . . . . 1 . . . .  .  2 .  .  . . . . . .  . 2 . . .  . 1 .  .  . .  1 #> ZFHX3         3 .  1 .  . 1 .  . 1  . .  .  .  .  2  2  . . 2 1 . 1 . 1 . . . .  .  1 1  .  1 . . . . 2  1 . . . .  . 1 .  .  . .  . #> ZFHX4         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP1          . 1  . 1  . . .  1 .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . 1 . 1  . . . . .  . . .  .  1 .  . #> ZFP14         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP2          . .  . .  . . .  . .  2 .  .  .  .  .  .  . . . 1 . . . . 1 . . .  .  . 1  .  . . . . . .  . . . . .  . . .  1  . .  . #> ZFP28         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP30         . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . 1 . 1 . . .  .  . .  .  . 1 . . . .  . . . . .  1 1 .  1  . .  . #> ZFP36         . 1  . 1  1 . 1  . .  . .  1  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . 1 . 1  . . . . 1  . . .  .  . .  . #> ZFP36L1       . .  2 .  . . .  . .  . .  .  .  .  1  1  . . . 1 . . . . 1 . 1 .  .  . 2  .  . 1 . . . 3  . . . 3 1  . . .  .  . .  1 #> ZFP36L2       . .  . .  1 . .  . .  1 .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZFP37         . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  1 .  . #> ZFP41         1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP57         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP62         1 .  1 1  . . .  . 1  . .  .  .  .  .  1  . . . . . . . . . 1 1 .  .  . 1  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZFP64         . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP69         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP82         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFP90         . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . 2 . 1 . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  .  1 .  . #> ZFP91         . 2  1 3  . 1 .  . 1  1 1  .  1  .  .  1  . 4 1 . . 1 . . 2 . . 1  .  . .  1  1 . . 1 1 .  1 . . 2 1  . 1 .  2  1 1  . #> ZFP91-CNTF    . 2  1 3  . 1 .  . 1  1 1  .  1  .  .  1  . 4 1 . . 1 . . 2 . . 1  .  . .  1  1 . . 1 1 .  1 . . 2 1  . 1 .  2  1 1  . #> ZFP92         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFPL1         . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFPM1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . 2 . .  .  . .  1  . . . . 1 .  . 1 . . .  . . .  .  . .  2 #> ZFPM2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFR           . .  3 2  . . .  4 1  2 .  .  1  1  .  .  . 1 . 1 . . 5 1 . 1 1 2  1  1 4  .  . 1 . 1 . .  3 1 . 3 .  1 . 1  2  . 1  1 #> ZFR2          . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFX           . .  . .  . . .  . .  . .  .  1  .  .  .  . . . 1 . . . . . . . .  .  2 .  .  . . . . . .  . . 1 . .  . . .  .  1 .  . #> ZFYVE1        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZFYVE19       2 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . 1  1  . .  1  . . . . . .  1 . . . 1  1 . .  1  . .  1 #> ZFYVE21       . .  . 1  . . 1  2 1  . .  .  1  2  2  .  . 1 . . . 1 1 2 1 . . 1  1  . 1  .  . 1 . . . .  2 1 1 1 .  . . 1  .  . .  . #> ZFYVE26       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZFYVE27       1 .  1 .  1 . 2  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . 1 .  1  1 .  . #> ZFYVE9        1 .  . .  . . .  1 .  . 1  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZG16          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZG16B         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZGLP1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZGPAT         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZHX1          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZHX1-C8orf76  1 1  1 .  . . .  3 .  . .  .  .  .  1  1  1 . . 1 . 1 . 1 . . 1 1  .  . .  .  . 1 . . . .  2 . 1 1 1  . . .  1  . 1  . #> ZHX2          . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  1 .  . #> ZHX3          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZIK1          . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN1       . .  1 .  . . 1  1 .  1 .  .  1  .  1  .  . . . 1 . 1 . 1 . . 1 1  .  . .  1  1 1 . . . .  1 . . . .  . . .  .  3 .  . #> ZKSCAN2       . .  . .  . . .  . .  . .  .  .  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN4       . .  . 1  . . .  . .  . 1  .  .  .  .  .  . . . . . 1 . 1 . . . .  .  1 1  .  2 . . . . .  1 . 1 . 2  . . .  1  . .  . #> ZKSCAN5       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZKSCAN7       . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZKSCAN8       . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT1         . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT2         4 2  1 2  2 2 1  . .  1 .  .  .  2  1  2  1 2 1 . . . 1 . 2 1 1 .  2  1 3  2  2 . . 3 1 1  1 . 1 2 .  2 . .  2  1 2  2 #> ZMAT3         . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMAT5         . 1  . .  1 . .  1 1  . 2  .  .  1  .  1  1 . . . . . 2 . 1 . 1 .  1  1 .  1  1 . 1 3 1 1  1 . 1 1 .  . . .  .  . .  2 #> ZMIZ1         1 .  1 .  . . .  . .  1 .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . 1 . . . .  . . . 2 .  . . 1  .  . 2  . #> ZMIZ2         . 2  . 1  . 1 1  . .  . .  .  .  1  1  1  . 2 . 1 . . . . . 1 . .  .  . .  .  . 1 . 2 1 .  . . . . .  . . .  .  1 .  . #> ZMPSTE24      . .  1 .  . . .  1 2  . .  .  1  .  1  .  . . . . . . 1 . . . . .  .  . 1  .  . 1 . . 1 .  1 . . . .  . 2 .  .  1 .  . #> ZMYM1         . .  . .  . 1 .  1 .  . 1  .  .  .  .  .  1 1 . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYM2         . 1  . .  . . .  2 1  . .  .  .  .  .  .  . . . . . . . . . . . 1  1  1 .  .  . . . . . .  1 . . 1 .  . . .  .  . 2  . #> ZMYM3         . .  . .  . . .  . .  . .  .  .  .  1  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYM4         . .  1 .  . 1 .  1 .  . .  .  1  .  .  2  . . . . 1 . . . . . . .  .  . .  .  . . . 1 . 1  . . . 1 1  . . .  .  . .  . #> ZMYM5         . .  1 .  . . .  . .  . .  .  .  2  1  1  1 . 1 . . . . . . . 1 .  .  1 .  1  . . . . . .  . . 1 . 3  1 . .  .  1 .  . #> ZMYM6         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND10       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND11       . .  1 1  . 2 1  1 .  2 .  1  .  .  .  .  2 . 1 . . . 4 3 . 1 . .  2  1 .  1  . 1 . 1 . 1  2 . . . .  1 . 2  .  . .  . #> ZMYND12       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZMYND19       . .  . 1  1 . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZMYND8        1 .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . 1 . .  .  . .  .  . . 1 . . .  . . . 1 1  1 . .  1  1 .  . #> ZNF106        . 1  2 .  . . .  1 1  . .  .  .  .  .  .  1 1 . . . 1 1 1 . . 1 .  .  . .  1  . . . 1 1 .  . 1 . . .  . . .  .  . .  . #> ZNF112        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF12         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF121        . .  . .  . . .  . .  . 1  .  .  .  .  2  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF124        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF131        . .  1 1  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . 1 .  .  . .  .  . . . . . 1  . . . . .  1 . .  .  . .  . #> ZNF142        . .  . .  . . .  1 .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF143        2 .  . .  . . .  1 .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  2 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF146        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF148        . .  . 2  1 . .  1 1  . .  .  .  1  .  1  1 2 . . . . . . 1 1 . .  .  . .  1  . 1 . . . .  . . . . .  2 . .  1  . .  . #> ZNF160        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF169        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF174        . .  . .  . . .  . .  . .  .  1  .  .  .  1 . . . . . . . . . . .  .  . .  .  . 1 . . . .  . 1 . . .  . . .  .  . .  . #> ZNF18         . .  . .  . 1 1  . .  . .  .  1  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF180        . .  . .  1 . .  . .  . .  .  .  .  1  .  . . . . . . . . 1 . 1 .  .  . .  .  . 1 . . . .  . . . . 1  . . .  .  . .  . #> ZNF182        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . 1  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF185        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF189        . .  . .  . . .  . .  . 2  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF195        . 1  2 .  . 2 .  . 1  . .  .  .  .  .  1  . . . 1 . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF2          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF20         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF200        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF202        . .  . .  . . .  . .  . .  .  1  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF205        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF207        . 1  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . 1 .  . . . . .  . 1 .  1  . .  . #> ZNF212        . 1  . .  . . 1  . .  . .  .  .  .  1  .  . 1 . 1 . . 1 . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF213        1 .  . .  2 1 .  . .  . .  .  .  .  .  .  1 . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF217        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF219        2 .  1 .  . 1 .  . 1  . .  .  .  .  .  .  . . . . 1 . . 2 1 1 . .  .  . .  4  . . . . . .  . . 1 . .  . . .  .  1 .  . #> ZNF22         . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF226        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF23         . 1  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . 1 . 1 . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  1  . .  . #> ZNF233        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . 1  .  . .  . #> ZNF236        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . 1 . . .  1 . .  .  . .  . #> ZNF239        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF24         1 .  1 .  1 . .  . .  1 1  .  .  .  1  .  1 . . 1 . . . . . 1 . .  .  . .  2  . . . . . 1  . . . . .  . . 1  .  1 .  2 #> ZNF248        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF25         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF251        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF260        . .  . .  . . .  . .  . .  1  .  .  .  1  1 1 . 1 . . . . . . . .  .  . .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF263        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . 1 1 . .  . . . . 2  . 1 .  1  . .  2 #> ZNF266        . .  . 1  . . 1  2 2  . .  .  .  .  1  .  . 1 . . . . 1 . . . . .  .  . 1  2  . . . 1 . .  . . . . .  . . .  1  . .  2 #> ZNF274        1 .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . 2 .  . . .  .  1 .  . #> ZNF276        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  . .  . #> ZNF277        1 .  1 .  2 . .  . .  . .  .  .  .  2  .  . . . . . . . . 1 . . .  1  . .  2  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF280B       . .  . 1  . . .  1 .  . .  .  .  .  .  .  . . . . . . . 1 . 1 . .  .  . .  .  1 . 1 . . .  . . . . .  1 . 1  .  . .  . #> ZNF280C       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . 1 .  . 1 .  .  . .  . #> ZNF280D       . 1  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . 1 . . . .  .  . .  .  . . . . . 1  . 1 . . 1  1 1 .  .  . .  . #> ZNF281        . .  . .  . . .  2 .  . .  .  .  .  2  .  . . . . . 1 . 3 . . . .  .  . .  .  . . . . . 1  . . . . .  1 . 2  .  . .  . #> ZNF282        . .  3 .  2 . .  . .  . .  .  .  .  .  .  . 1 . . 1 . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF286A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF287        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF292        . 2  . .  . 1 .  1 .  1 .  1  2  1  1  .  . . 1 1 . 2 . . . . . .  1  1 2  2  . 1 1 . 2 .  . . . 1 .  . . 1  1  1 .  1 #> ZNF296        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF316        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . 1 . . . .  . . . . .  . . .  .  . .  . #> ZNF317        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . 1  .  . .  . #> ZNF318        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF319        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  1 #> ZNF32         3 .  4 1  . . .  1 .  1 .  2  1  .  .  1  2 4 2 . . . . 2 . 1 2 1  1  . 3  .  . 1 . 2 . 1  . . . 3 .  . . .  .  1 .  1 #> ZNF322        . .  1 .  . 1 1  . 1  . .  .  .  .  1  .  . . 1 . . 2 . 1 . . . .  .  . .  .  1 . . . 1 .  1 1 . . .  . . .  .  . .  1 #> ZNF324        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF324B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF326        1 .  . .  . 1 .  . .  . 1  .  .  .  .  .  . 1 1 . . . . . 2 . . .  .  . 1  1  1 . . . 1 .  . . . . .  1 . .  2  . .  1 #> ZNF329        . 1  . .  . . 1  1 .  . 1  .  1  .  .  1  . 3 . . . 1 2 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  1 .  . #> ZNF330        . 1  . .  1 . .  2 .  . .  1  1  .  .  .  . . . . . . 1 2 . . . .  .  . .  .  . . . 1 . 1  . . . . 2  1 . .  .  . .  . #> ZNF334        . .  . .  1 . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF335        . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF337        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF34         2 .  2 .  . 1 .  1 1  . 1  .  .  3  .  .  . . . . . . . 1 . . . .  .  . .  .  . 1 . . . .  3 . 1 . 1  1 1 .  1  1 .  . #> ZNF341        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF345        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF346        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF35         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF354A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . 1  . . .  .  . .  . #> ZNF354B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF354C       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZNF358        . .  . .  . 1 .  . .  . .  1  .  .  .  .  . . . . 1 1 . . . . . 1  1  . 2  1  . . . . 2 .  4 . . . 1  1 . .  .  1 .  . #> ZNF362        . .  . .  . . .  . .  1 .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZNF365        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF367        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF382        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF383        . .  2 .  . 1 .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  . #> ZNF384        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . . . .  . . .  .  . .  1 #> ZNF385A       . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF385B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF385C       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF394        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF395        . .  . .  1 . .  . .  . .  1  .  .  2  .  . . . 1 . . . . . . 1 .  .  2 1  .  . 1 . . . 1  . 1 . 1 .  . . 1  .  . .  . #> ZNF397        . .  . 1  . . .  . .  . .  .  .  2  .  2  . . . . . . . . 1 . 1 .  .  . 1  1  . . . 1 . .  . . . . .  . . .  1  . .  . #> ZNF398        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . 1 . . . . . . . .  .  . .  1  . . . . . .  1 . . . .  . . .  .  . .  . #> ZNF408        . .  . .  . . .  . .  . 1  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF410        . 1  . .  . 2 .  1 1  . .  2  1  .  .  .  1 . . . 2 . . . 1 1 . .  .  . .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF414        . .  1 2  . . .  . .  . 1  .  .  .  1  2  1 . 2 . . . . . 1 . . .  .  . .  .  . . 1 . . .  1 . . . .  . . .  .  . .  1 #> ZNF418        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF419        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF420        . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  1 . .  .  . .  . #> ZNF423        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF426        . .  . .  . . .  . .  . .  1  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 2 . . .  . . .  .  . .  . #> ZNF428        3 .  . .  . 1 .  . .  1 .  .  .  .  .  3  2 . . . . . . 1 . 1 . .  .  2 .  1  . 1 . 1 . 1  . . . . .  1 1 .  .  1 .  . #> ZNF429        . 1  2 .  . 2 .  . 1  . .  .  .  .  .  1  . . . 1 . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  1 #> ZNF433        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF436        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . 1  . . . . .  . . .  .  1 .  . #> ZNF438        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF439        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF440        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF444        2 .  1 2  . . .  . .  . .  .  .  .  .  .  1 . 1 . . . . . . 2 1 .  1  . .  2  1 1 . . . .  1 . . . .  1 1 .  .  . 2  . #> ZNF445        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF446        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF449        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . 1 . . . .  .  . .  .  . 1 . . 1 .  . . . . .  . . .  .  . .  . #> ZNF45         . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF451        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZNF454        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF462        . .  . .  1 . .  . 1  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF467        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . 1  .  . 1 1 . . .  . . 1 . .  . . .  .  . .  . #> ZNF473        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF48         . .  2 .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . 1 1 . . .  .  . .  .  . . 1 . 3 .  1 . . . 1  . . .  .  2 .  . #> ZNF480        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF483        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF487        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF491        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF496        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF503        . .  . .  . . .  . .  . 1  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . . .  1 . .  1  . .  . #> ZNF507        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF511        . .  1 .  . 1 .  . .  1 1  .  1  .  2  .  . . . . . . 1 . 1 . . 1  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF511-PRAP1  . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF512        . .  1 .  . . .  . .  . .  .  .  .  .  .  1 . . 1 . . 1 . . . . .  .  . .  .  . . . 1 1 .  . . . . .  . . .  .  . .  2 #> ZNF512B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF513        . 1  . .  . . .  . .  . .  1  .  .  .  .  1 . . 2 . . . . 2 . . .  .  2 .  1  . . . . 1 .  1 . . . .  . . .  1  1 .  . #> ZNF516        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . 1 . . 1 . 1 . .  1  . .  .  . . . 2 1 .  1 1 . . .  . . .  .  1 1  . #> ZNF517        . .  2 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF518A       . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  1  . . . . . .  . . . . 1  . . .  .  . .  . #> ZNF518B       . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF521        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF526        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF532        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  1  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF536        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF541        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF551        . .  . .  . . .  . .  . .  1  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF552        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF554        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF555        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF556        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF558        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF560        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF561        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF562        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF566        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF569        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF570        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF574        1 .  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . 2  .  1 .  .  . . . . . .  . . . . .  . . .  .  . .  1 #> ZNF575        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF583        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  1 . . . .  . . .  .  . .  . #> ZNF586        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF587B       . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF592        . .  . .  1 . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF593        1 .  . .  1 . .  . .  . .  .  .  .  1  1  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF597        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF598        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . 1 2 . 1  . . . . .  . . 1  .  . .  . #> ZNF605        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF606        . .  . .  . . .  . .  . .  1  .  .  1  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  1  . .  . #> ZNF608        . .  . .  . . .  . .  . .  .  .  .  .  .  . 1 . . . . . . . . . .  .  1 .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF609        . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF610        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . 1 .  .  . .  . #> ZNF618        1 .  . 1  . . .  . 1  . .  .  .  .  2  .  . . . . 1 . . . . . 1 .  .  1 .  .  . . 1 . . 1  1 . . . .  . . .  .  . .  . #> ZNF622        1 .  . .  1 . 1  2 1  . 2  .  1  1  1  1  1 . . . . . . . 1 . . 1  .  . 2  1  . 2 . . . .  . . 1 . 2  . . 1  .  2 1  . #> ZNF623        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . 1 . . . . .  .  . .  .  . . . . . .  . . . . .  . . 1  .  . .  . #> ZNF627        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF628        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  1 . . . .  . . .  .  . 1  . #> ZNF629        . .  1 .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  1 . . 1 .  . . .  .  1 .  . #> ZNF638        2 .  . .  . . 1  . 2  . .  3  1  1  .  .  1 . . 1 . . . . . . . .  .  . 2  .  1 . . . . .  1 1 . . .  . . .  .  1 .  1 #> ZNF639        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . 1 . . . .  .  . .  .  . . . 1 . .  1 . . . .  1 . .  .  1 1  . #> ZNF641        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF644        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF646        1 .  1 .  . . .  . .  . .  1  .  .  .  .  . . . . . . 1 1 2 . . .  .  . 1  .  . . . . . .  . . . . .  1 . .  .  . .  2 #> ZNF652        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF653        . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . 1 . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF654        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF655        1 .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . 1 . .  . . . 1 .  . . 1  .  1 .  . #> ZNF664        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF665        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF667        . .  . .  . . .  2 .  . .  .  .  1  1  1  1 . . 1 . . . . . . . 1  .  1 .  .  . . . 2 . .  . 2 . . .  . . .  1  . .  . #> ZNF668        1 .  . .  . . .  . .  . 1  .  .  .  .  1  . . . . . . . . . 1 . .  .  1 .  1  . . . 1 . .  1 . . . .  . . 1  .  . 1  . #> ZNF669        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF672        . 1  . .  . . .  1 .  . .  .  .  .  .  .  . . 1 . . . 1 . . 1 . .  .  1 .  .  1 . 1 . . 1  . . . . .  . . .  1  . .  . #> ZNF674        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF687        . .  . .  1 . .  1 .  . .  .  1  .  .  .  . 1 . . . . . . . . . .  .  . .  .  1 . . . . 1  . . . . .  . . .  .  . .  . #> ZNF688        2 .  1 .  . . .  . 1  . 1  .  .  .  .  .  . . . . . . 1 1 . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  1 #> ZNF689        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF69         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF691        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNF692        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . 1 .  . . . 1 .  . . .  .  . 2  . #> ZNF697        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF7          . .  . .  . . 1  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . 1 .  1 . . . .  . . .  .  . .  . #> ZNF700        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF703        . 2  . .  3 . 1  . .  . .  1  1  .  1  .  . 1 . . . 1 . 1 1 . . .  1  . 1  2  2 1 . . 1 .  . . . . 1  1 . 1  .  . .  1 #> ZNF704        . .  1 .  . . .  . .  . .  .  1  .  .  .  1 . . . . . . . 1 . . .  .  . 1  .  . . . . . .  1 . . 2 .  . . .  .  . .  . #> ZNF705A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705B       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705D       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705E       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF705G       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF706        5 4  5 1  3 7 .  3 1  . 4  1  2  .  3 18  2 . 3 2 1 2 . 1 3 . 2 1  2  5 2  2  4 2 1 2 3 3  1 . . 4 2  3 1 2  3  1 2  5 #> ZNF711        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF713        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . 1 . . . . . . . .  1  . .  1  1 . . . . .  . . . 1 .  . . .  .  . .  . #> ZNF721        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF727        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF736        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF740        . .  . .  . 1 .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  1  . .  . #> ZNF746        . .  . .  . . .  . .  . .  1  .  1  .  .  . . . . . 1 . . . 1 . .  .  . .  .  . . . . 1 .  1 1 . . .  . . .  .  . .  . #> ZNF747        1 .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . 1 .  . . .  .  . .  . #> ZNF749        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF750        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF76         . .  . .  . . .  . .  . .  .  .  .  .  .  . . 2 . . . . . . . 1 .  .  1 .  .  . . . . . .  1 . . . 1  . . .  .  . .  . #> ZNF763        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF764        1 .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . 1 . .  . . . 1 .  . . .  .  . .  . #> ZNF768        . .  1 1  . . 1  . .  . .  .  .  .  1  .  . . . . . . . 1 . . . .  .  . .  .  . . . . . 1  . 1 1 . .  . . .  .  . .  . #> ZNF770        . .  . .  . . .  . .  . .  .  .  .  1  1  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF771        2 .  1 1  . 1 .  . 1  . .  .  .  .  1  .  1 . . . . . . . . . . 3  .  . .  .  . 1 . . 1 1  . 2 1 . 1  . . .  .  1 1  2 #> ZNF777        . .  1 .  . . .  1 .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF778        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF780A       . .  . .  . . .  . .  1 .  .  1  .  .  .  1 . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . 1  . . 1  .  . .  1 #> ZNF781        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . 1 .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZNF784        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF786        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF787        . .  . 1  2 1 .  . .  . 1  1  1  .  .  .  1 . . . . . 1 . 1 . . .  .  . .  .  . . . . . 2  1 . . . .  . . 1  .  . 1  . #> ZNF8          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . 1  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF800        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . . 1 . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  1 .  . #> ZNF804A       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF821        1 1  1 .  . . .  . .  . .  .  1  2  .  1  . . 1 . 1 . . . . 1 . .  .  . 1  .  . . . . . .  . . . . 2  1 . 1  1  . .  . #> ZNF827        . .  . .  . . .  . .  . .  .  .  1  .  .  . . . . . . . . . . . .  .  . .  .  1 . 1 . . .  . . . . .  . . .  1  . 1  . #> ZNF830        1 1  1 .  2 1 .  . .  . .  1  .  .  .  1  . 1 . 1 . 1 1 . 1 2 . .  .  . .  1  1 1 . . . .  2 . . . 1  . . .  2  . 1  1 #> ZNF839        . .  . .  . . .  . .  . .  .  1  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . 1 . . .  . . .  .  . .  . #> ZNF845        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . 1  1  . . 1 . . .  1 . . . .  . . .  .  . .  1 #> ZNF850        . .  . 1  . . .  . .  . .  .  .  .  .  1  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNF879        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . 1 . . . .  . . . . .  . . .  2  . .  . #> ZNF891        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZNFX1         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . . . .  .  . .  .  . . . . . .  . . 2 . .  . . 1  .  . .  . #> ZNHIT1        1 1  3 1  2 1 .  1 .  2 .  2  1  2  .  1  1 3 . 2 . 1 1 2 . . 2 .  4  . 2  .  1 . 2 5 . 2  . 1 3 1 .  . 3 2  .  3 .  3 #> ZNHIT2        . .  1 1  . 1 .  . .  . 1  .  1  .  .  2  1 . 1 . . 1 . 1 . . 2 1  .  . .  .  . . 1 . . .  . 1 1 . .  . 1 1  .  . 1  . #> ZNHIT3        1 1  2 .  1 . .  1 .  . .  .  .  .  1  1  . 1 . . . . 1 . 2 . . 1  1  . .  1  . . . . . .  2 . . . .  1 . 1  .  1 1  . #> ZNHIT6        . .  . .  . . .  1 .  . .  .  .  .  .  .  . . . . . 2 . . . . . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZNRF1         . 1  . .  . 1 1  1 .  . .  1  .  .  .  .  . 1 . . 2 . 1 . . 1 . .  1  . .  3  . . . . . .  1 1 1 . .  . . .  .  . .  . #> ZNRF2         . .  . .  1 . .  . .  . .  .  .  .  3  .  . . . . . 1 . . . . . .  1  1 1  .  . . . . 1 .  . . . . 1  . . 1  .  1 1  . #> ZNRF3         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  1  . .  .  . . . . . .  . . 1 . .  . 1 .  .  . .  . #> ZPBP          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZPBP2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZPR1          1 .  . 1  . 1 .  . .  . 1  .  .  .  1  .  . . . 1 . . 1 . . 1 1 1  .  . .  1  . . . . . 1  . . 1 . 1  . 1 .  1  . .  . #> ZRANB1        . 1  1 .  . . .  1 .  1 1  2  1  .  1  1  . . . . 1 2 2 1 . 1 . 1  .  . .  .  1 . . . 1 .  . . . . .  1 . 1  1  . .  1 #> ZRANB2        . .  2 1  . . 1  1 1  1 .  .  .  2  .  2  1 . 1 . . 1 1 1 1 . . .  .  2 2  .  1 1 . . . .  1 . . . .  . . 1  1  1 2  1 #> ZRANB3        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZRSR2         . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN10       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN12       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . 1 . . .  . . 1 . 1  . . .  .  1 .  . #> ZSCAN18       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN2        . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . 1 . . . 1  .  . .  .  . . . . . .  1 . . . .  . 1 .  .  . .  . #> ZSCAN20       . .  . 1  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN21       . .  1 1  . . .  . .  . .  .  1  .  .  .  . . 1 . 2 . . . 1 . . .  .  . .  .  . . . . . 1  2 1 . 1 .  . 1 .  .  . 1  . #> ZSCAN22       . .  . .  . . .  1 .  . .  .  .  .  .  .  . . 1 . . 1 . 1 . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN25       . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSCAN26       . .  2 .  . . .  1 .  . .  .  .  .  .  1  . . 1 . 1 . . . . . . .  1  . .  .  . . . . . .  1 . . . .  . 1 .  2  . 1  . #> ZSCAN29       . .  . .  . . .  . .  . .  .  .  .  .  .  . . 1 . . . . . . . . .  .  . .  .  . . . . . .  . . . . 1  . . .  .  . .  . #> ZSWIM1        . .  1 .  . . .  . .  . .  .  .  .  .  .  . . . . . 1 . . 1 . 1 1  .  . .  .  . . . . . .  1 . . 1 .  . . .  .  . .  . #> ZSWIM3        . .  . .  1 . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM4        . 1  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  1 . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM5        . .  . .  . . .  . 1  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM6        1 .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZSWIM7        . .  . .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . . . . 1 .  1  . 1  .  . 1 . . . .  1 . . 1 .  . . .  .  . .  . #> ZSWIM8        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . 1 . . . . 1 . .  .  . .  .  . . . 1 . .  . . . . .  . . .  .  . .  . #> ZW10          . .  . .  . . .  . .  . .  .  1  .  .  1  . . 1 . 1 . . . . . . .  .  . .  .  . . . . . .  . . 1 . .  . . .  .  . .  . #> ZWILCH        . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . 1  1 . . 1 .  . . .  .  . .  . #> ZWINT         1 .  . 2  1 1 .  2 3  1 1  .  .  3  1  4  3 . . 1 . 2 . 3 1 . 2 3  2  6 .  1  3 2 7 . . .  . 1 2 . 1  1 . 1  1  . 1  1 #> ZXDC          . .  . .  . . .  . .  . .  .  .  .  .  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZYG11B        . .  2 1  . . .  . .  . .  .  1  1  .  .  . . . . . . . . 1 . 1 .  .  . .  .  . . . . . .  . . . . .  . . .  .  . 1  . #> ZYX           . .  . .  . . .  . .  . .  .  .  .  1  .  . . . . . . . . . . . .  .  . .  .  . . . . . .  . . . . .  . . .  .  . .  . #> ZZEF1         . .  . .  . . .  1 1  . .  .  .  .  .  .  . . . . . . . . . . 1 .  1  . .  .  . . . . . .  . . . . .  . 1 .  .  . .  . #> ZZZ3          1 .  1 .  . . .  . .  . .  .  .  .  .  1  . . . 1 . . . 1 . . . .  1  1 .  .  . . . . . 1  . 1 . . .  . . .  .  2 .  . #>                          #> UBR3         .  1 ...... #> UBR4         1  . ...... #> UBR5         1  . ...... #> UBR7         .  . ...... #> UBTD1        .  . ...... #> UBTD2        .  . ...... #> UBTF         .  1 ...... #> UBXN1        4  . ...... #> UBXN10       .  . ...... #> UBXN11       .  . ...... #> UBXN2A       .  . ...... #> UBXN2B       .  . ...... #> UBXN4        1  3 ...... #> UBXN6        .  1 ...... #> UBXN7        .  1 ...... #> UBXN8        .  . ...... #> UCHL1        1  1 ...... #> UCHL3        .  . ...... #> UCHL5        .  . ...... #> UCK1         .  . ...... #> UCK2         1  . ...... #> UCKL1        .  . ...... #> UCN3         .  . ...... #> UCP2         .  . ...... #> UEVLD        .  . ...... #> UFC1         .  5 ...... #> UFL1         .  . ...... #> UFM1         1  3 ...... #> UFSP1        .  . ...... #> UFSP2        .  . ...... #> UGCG         1  . ...... #> UGDH         .  . ...... #> UGGT1        .  2 ...... #> UGGT2        .  . ...... #> UGP2         .  . ...... #> UGT1A6       .  . ...... #> UGT8         .  . ...... #> UHMK1        .  . ...... #> UHRF1        .  . ...... #> UHRF1BP1     .  . ...... #> UHRF1BP1L    .  . ...... #> UHRF2        .  1 ...... #> UIMC1        .  1 ...... #> ULK1         .  . ...... #> ULK2         .  . ...... #> ULK3         .  . ...... #> ULK4         .  . ...... #> UMODL1       .  . ...... #> UMPS         .  . ...... #> UNC119       .  1 ...... #> UNC119B      .  . ...... #> UNC13A       .  . ...... #> UNC13B       .  . ...... #> UNC13C       .  . ...... #> UNC13D       .  . ...... #> UNC45A       .  . ...... #> UNC50        .  1 ...... #> UNC5A        .  . ...... #> UNC5B        .  . ...... #> UNC5C        .  . ...... #> UNC5D        .  . ...... #> UNC79        .  . ...... #> UNC80        .  . ...... #> UNC93B1      .  . ...... #> UNG          .  . ...... #> UNK          .  . ...... #> UNKL         .  . ...... #> UPB1         .  . ...... #> UPF1         .  2 ...... #> UPF2         .  2 ...... #> UPF3A        .  . ...... #> UPF3B        .  1 ...... #> UPK1A        .  . ...... #> UPK1B        .  . ...... #> UPK3A        .  . ...... #> UPK3B        .  . ...... #> UPK3BL1      .  . ...... #> UPK3BL2      .  . ...... #> UPP1         .  . ...... #> UPP2         .  . ...... #> UPRT         .  . ...... #> UQCC1        .  . ...... #> UQCC2        2 12 ...... #> UQCC3        1  2 ...... #> UQCR10       3  2 ...... #> UQCR11       1  7 ...... #> UQCRB        3  7 ...... #> UQCRC1       2  . ...... #> UQCRC2       1  . ...... #> UQCRFS1      .  1 ...... #> UQCRH        5  5 ...... #> UQCRHL       5  5 ...... #> UQCRQ        .  4 ...... #> URB1         .  . ...... #> URB2         .  . ...... #> URGCP        .  . ...... #> URI1         .  . ...... #> URM1         2  . ...... #> UROD         .  . ...... #> UROS         1  . ...... #> USB1         .  . ...... #> USE1         3  . ...... #> USF1         .  . ...... #> USF2         .  . ...... #> USF3         .  . ...... #> USH1C        .  . ...... #> USH1G        .  . ...... #> USH2A        .  . ...... #> USHBP1       .  . ...... #> USO1         .  1 ...... #> USP1         .  . ...... #> USP10        .  . ...... #> USP11        .  . ...... #> USP12        .  . ...... #> USP13        .  . ...... #> USP14        .  . ...... #> USP15        .  . ...... #> USP16        .  . ...... #> USP18        .  . ...... #> USP19        .  . ...... #> USP2         .  . ...... #> USP20        .  . ...... #> USP21        .  . ...... #> USP22        3  1 ...... #> USP24        .  . ...... #> USP25        .  . ...... #> USP27X       .  . ...... #> USP28        .  . ...... #> USP29        .  . ...... #> USP3         .  . ...... #> USP30        .  . ...... #> USP31        .  . ...... #> USP32        .  . ...... #> USP33        1  . ...... #> USP34        .  1 ...... #> USP35        .  1 ...... #> USP36        .  . ...... #> USP37        .  . ...... #> USP38        .  . ...... #> USP39        1  . ...... #> USP4         2  . ...... #> USP40        1  . ...... #> USP41        .  . ...... #> USP42        .  . ...... #> USP43        .  . ...... #> USP44        .  . ...... #> USP45        .  . ...... #> USP46        .  . ...... #> USP47        .  . ...... #> USP48        .  . ...... #> USP49        .  . ...... #> USP5         .  1 ...... #> USP50        .  . ...... #> USP51        .  . ...... #> USP53        1  . ...... #> USP54        .  1 ...... #> USP6         .  . ...... #> USP6NL       .  . ...... #> USP7         .  1 ...... #> USP8         .  . ...... #> USP9X        .  . ...... #> USPL1        1  1 ...... #> UTP14A       .  . ...... #> UTP14C       .  . ...... #> UTP15        .  . ...... #> UTP18        .  1 ...... #> UTP20        .  . ...... #> UTP23        .  . ...... #> UTP3         1  . ...... #> UTP6         .  . ...... #> UTRN         .  . ...... #> UTY          .  . ...... #> UVRAG        .  . ...... #> UVSSA        .  . ...... #> UXS1         .  1 ...... #> UXT          .  . ...... #> VAC14        .  . ...... #> VAMP1        .  . ...... #> VAMP2        .  . ...... #> VAMP3        .  . ...... #> VAMP4        .  . ...... #> VAMP5        .  . ...... #> VAMP8        2  . ...... #> VANGL1       .  . ...... #> VANGL2       .  . ...... #> VAPA         .  3 ...... #> VAPB         2  3 ...... #> VARS1        .  . ...... #> VARS2        .  . ...... #> VASH1        .  . ...... #> VASH2        .  . ...... #> VASP         .  . ...... #> VAT1         1  . ...... #> VAT1L        .  1 ...... #> VAV1         .  . ...... #> VAV2         .  . ...... #> VAV3         .  . ...... #> VBP1         .  . ...... #> VCAM1        .  . ...... #> VCAN         .  . ...... #> VCL          .  . ...... #> VCP          2  3 ...... #> VCPIP1       .  . ...... #> VCPKMT       .  . ...... #> VDAC1        1  1 ...... #> VDAC2        3  2 ...... #> VDAC3        5  . ...... #> VDR          .  . ...... #> VEGFA        .  . ...... #> VEGFB        .  . ...... #> VEGFC        .  . ...... #> VEPH1        .  . ...... #> VEZF1        1  . ...... #> VEZT         .  . ...... #> VGF          .  . ...... #> VGLL1        .  . ...... #> VGLL2        .  . ...... #> VGLL4        .  1 ...... #> VHL          .  . ...... #> VHLL         .  . ...... #> VIL1         .  . ...... #> VILL         .  . ...... #> VIM          .  . ...... #> VIPAS39      1  . ...... #> VIPR1        .  . ...... #> VIPR2        .  . ...... #> VKORC1       .  . ...... #> VKORC1L1     .  . ...... #> VLDLR        .  1 ...... #> VMA21        .  . ...... #> VMAC         1  . ...... #> VMP1         2  . ...... #> VN1R5        .  . ...... #> VNN1         .  . ...... #> VOPP1        .  . ...... #> VPREB1       .  . ...... #> VPS11        .  . ...... #> VPS13A       .  . ...... #> VPS13B       .  . ...... #> VPS13C       .  1 ...... #> VPS13D       .  1 ...... #> VPS16        .  . ...... #> VPS18        .  . ...... #> VPS25        .  . ...... #> VPS26A       .  . ...... #> VPS26B       .  . ...... #> VPS29        2  1 ...... #> VPS33A       .  . ...... #> VPS33B       .  . ...... #> VPS35        .  2 ...... #> VPS36        .  1 ...... #> VPS37A       1  . ...... #> VPS37B       .  1 ...... #> VPS37C       .  . ...... #> VPS37D       .  . ...... #> VPS39        .  . ...... #> VPS41        .  . ...... #> VPS45        .  . ...... #> VPS4A        .  . ...... #> VPS4B        .  1 ...... #> VPS50        .  . ...... #> VPS51        .  . ...... #> VPS52        .  . ...... #> VPS53        .  . ...... #> VPS54        .  . ...... #> VPS72        3  3 ...... #> VPS8         .  . ...... #> VPS9D1       1  . ...... #> VRK1         .  . ...... #> VRK2         .  . ...... #> VRK3         .  . ...... #> VSIG1        .  . ...... #> VSIG10       .  . ...... #> VSIG10L      .  . ...... #> VSIG2        .  . ...... #> VSIG8        .  . ...... #> VSIR         .  . ...... #> VSNL1        .  . ...... #> VSTM2A       .  . ...... #> VSTM2B       .  . ...... #> VSTM2L       .  . ...... #> VSTM4        .  . ...... #> VSTM5        .  . ...... #> VTA1         .  . ...... #> VTCN1        .  . ...... #> VTI1A        .  . ...... #> VTI1B        .  1 ...... #> VTN          .  . ...... #> VWA1         .  . ...... #> VWA2         .  . ...... #> VWA3B        .  . ...... #> VWA5A        .  . ...... #> VWA5B1       .  . ...... #> VWA5B2       1  . ...... #> VWA8         .  . ...... #> VWC2         .  . ...... #> VWCE         .  . ...... #> WAC          .  . ...... #> WAPL         .  . ...... #> WARS1        .  . ...... #> WARS2        .  . ...... #> WASF1        .  . ...... #> WASF2        .  . ...... #> WASF3        .  . ...... #> WASL         .  1 ...... #> WBP1         1  1 ...... #> WBP1L        1  . ...... #> WBP2         1  . ...... #> WBP4         .  . ...... #> WDFY1        .  . ...... #> WDFY3        .  1 ...... #> WDHD1        .  . ...... #> WDPCP        .  . ...... #> WDR1         .  1 ...... #> WDR11        .  . ...... #> WDR12        1  . ...... #> WDR13        .  . ...... #> WDR18        .  . ...... #> WDR19        .  . ...... #> WDR20        .  . ...... #> WDR24        .  . ...... #> WDR25        .  . ...... #> WDR26        .  . ...... #> WDR3         .  . ...... #> WDR31        .  . ...... #> WDR33        .  . ...... #> WDR35        .  . ...... #> WDR36        .  . ...... #> WDR37        .  . ...... #> WDR4         .  . ...... #> WDR41        .  . ...... #> WDR43        .  . ...... #> WDR44        .  . ...... #> WDR45        .  . ...... #> WDR45B       .  . ...... #> WDR46        .  . ...... #> WDR47        .  . ...... #> WDR48        .  . ...... #> WDR49        .  . ...... #> WDR5         .  . ...... #> WDR53        .  . ...... #> WDR54        .  . ...... #> WDR55        .  . ...... #> WDR59        .  . ...... #> WDR5B        .  . ...... #> WDR6         .  1 ...... #> WDR61        2  . ...... #> WDR62        .  . ...... #> WDR7         .  . ...... #> WDR70        .  . ...... #> WDR72        .  . ...... #> WDR73        .  . ...... #> WDR74        1  . ...... #> WDR75        .  . ...... #> WDR76        .  . ...... #> WDR77        .  . ...... #> WDR81        .  . ...... #> WDR82        .  1 ...... #> WDR83        .  . ...... #> WDR83OS      .  1 ...... #> WDR86        .  . ...... #> WDR89        .  4 ...... #> WDR90        .  . ...... #> WDR91        .  . ...... #> WDR92        .  1 ...... #> WDR93        .  . ...... #> WDSUB1       .  . ...... #> WDTC1        .  2 ...... #> WEE1         .  . ...... #> WEE2         .  . ...... #> WFDC10A      .  . ...... #> WFDC13       .  . ...... #> WFDC2        2  . ...... #> WFDC3        .  . ...... #> WFDC9        .  . ...... #> WFIKKN1      .  . ...... #> WFIKKN2      .  . ...... #> WFS1         .  1 ...... #> WHAMM        .  . ...... #> WHRN         .  . ...... #> WIF1         .  . ...... #> WIPF1        .  . ...... #> WIPF2        .  . ...... #> WIPF3        .  . ...... #> WIPI1        .  . ...... #> WIPI2        .  3 ...... #> WIZ          .  . ...... #> WLS          .  . ...... #> WNK1         .  . ...... #> WNK2         .  . ...... #> WNK3         .  . ...... #> WNK4         .  . ...... #> WNT10B       .  . ...... #> WNT11        .  . ...... #> WNT3         .  . ...... #> WNT4         .  . ...... #> WNT5A        .  . ...... #> WNT5B        .  . ...... #> WNT6         .  . ...... #> WNT7B        .  . ...... #> WNT9A        .  . ...... #> WNT9B        .  . ...... #> WRAP53       .  . ...... #> WRAP73       .  . ...... #> WRN          .  . ...... #> WRNIP1       .  . ...... #> WSB1         1  1 ...... #> WSB2         2  . ...... #> WSCD1        .  . ...... #> WTAP         .  . ...... #> WTIP         .  . ...... #> WWC1         .  . ...... #> WWC2         .  . ...... #> WWOX         .  . ...... #> WWP1         .  . ...... #> WWP2         .  . ...... #> WWTR1        .  . ...... #> XAB2         .  . ...... #> XAF1         .  . ...... #> XBP1         .  3 ...... #> XDH          .  . ...... #> XIAP         .  . ...... #> XK           .  . ...... #> XKR5         .  . ...... #> XKR6         .  . ...... #> XKR7         .  . ...... #> XKR8         .  . ...... #> XKR9         .  . ...... #> XPA          .  . ...... #> XPC          .  . ...... #> XPNPEP1      .  . ...... #> XPNPEP2      .  . ...... #> XPNPEP3      .  . ...... #> XPO1         .  1 ...... #> XPO4         .  . ...... #> XPO5         .  . ...... #> XPO6         .  . ...... #> XPO7         .  . ...... #> XPOT         .  . ...... #> XPR1         .  1 ...... #> XRCC1        .  . ...... #> XRCC2        .  . ...... #> XRCC3        .  . ...... #> XRCC4        .  . ...... #> XRCC5        .  1 ...... #> XRCC6        .  . ...... #> XRN1         1  . ...... #> XRN2         2  . ...... #> XRRA1        .  . ...... #> XXYLT1       .  . ...... #> XYLB         .  . ...... #> XYLT1        .  . ...... #> XYLT2        .  . ...... #> YAE1         .  . ...... #> YAF2         1  . ...... #> YAP1         .  . ...... #> YARS1        .  . ...... #> YARS2        .  . ...... #> YBEY         .  . ...... #> YBX2         .  . ...... #> YBX3         .  . ...... #> YDJC         .  . ...... #> YEATS2       .  . ...... #> YEATS4       .  . ...... #> YES1         .  . ...... #> YIF1A        .  . ...... #> YIF1B        .  1 ...... #> YIPF1        .  1 ...... #> YIPF2        1  . ...... #> YIPF3        .  . ...... #> YIPF4        .  . ...... #> YIPF5        .  . ...... #> YIPF6        .  . ...... #> YKT6         1  1 ...... #> YLPM1        .  . ...... #> YME1L1       .  . ...... #> YOD1         .  . ...... #> YPEL1        .  . ...... #> YPEL2        .  . ...... #> YPEL3        3  1 ...... #> YPEL4        .  1 ...... #> YPEL5        .  . ...... #> YRDC         1  1 ...... #> YTHDC1       .  . ...... #> YTHDC2       .  . ...... #> YTHDF1       .  . ...... #> YTHDF2       .  . ...... #> YTHDF3       .  . ...... #> YWHAB        .  4 ...... #> YWHAE        9  9 ...... #> YWHAG        2  . ...... #> YWHAH        4  1 ...... #> YWHAQ        6  5 ...... #> YWHAZ        2  1 ...... #> YY1          2  1 ...... #> YY1AP1       .  . ...... #> Z82190.2     .  . ...... #> Z83844.1     .  . ...... #> Z84488.1     .  . ...... #> ZADH2        .  . ...... #> ZAP70        .  . ...... #> ZAR1         .  . ...... #> ZAR1L        .  . ...... #> ZBED3        .  . ...... #> ZBED4        .  1 ...... #> ZBED9        .  . ...... #> ZBP1         .  . ...... #> ZBTB1        .  . ...... #> ZBTB10       .  . ...... #> ZBTB11       .  . ...... #> ZBTB12       .  . ...... #> ZBTB14       .  . ...... #> ZBTB16       .  . ...... #> ZBTB17       .  . ...... #> ZBTB18       .  . ...... #> ZBTB2        .  . ...... #> ZBTB20       1  1 ...... #> ZBTB21       .  . ...... #> ZBTB24       .  1 ...... #> ZBTB25       1  . ...... #> ZBTB26       .  . ...... #> ZBTB3        .  . ...... #> ZBTB32       .  . ...... #> ZBTB33       1  . ...... #> ZBTB34       .  . ...... #> ZBTB37       .  . ...... #> ZBTB38       1  . ...... #> ZBTB39       .  . ...... #> ZBTB4        .  . ...... #> ZBTB40       .  . ...... #> ZBTB41       .  . ...... #> ZBTB42       .  . ...... #> ZBTB43       .  . ...... #> ZBTB44       .  . ...... #> ZBTB45       .  . ...... #> ZBTB46       .  . ...... #> ZBTB47       .  . ...... #> ZBTB48       .  . ...... #> ZBTB49       .  . ...... #> ZBTB5        .  . ...... #> ZBTB6        .  . ...... #> ZBTB7A       .  . ...... #> ZBTB7B       .  1 ...... #> ZBTB7C       .  1 ...... #> ZBTB8A       .  . ...... #> ZBTB8B       .  . ...... #> ZBTB8OS      .  . ...... #> ZC2HC1A      1  1 ...... #> ZC2HC1C      .  . ...... #> ZC3H10       .  . ...... #> ZC3H11A      .  . ...... #> ZC3H11B      .  . ...... #> ZC3H12A      .  . ...... #> ZC3H12B      .  . ...... #> ZC3H12C      .  . ...... #> ZC3H12D      .  . ...... #> ZC3H13       .  . ...... #> ZC3H14       2  . ...... #> ZC3H15       .  . ...... #> ZC3H18       .  . ...... #> ZC3H3        .  1 ...... #> ZC3H4        .  . ...... #> ZC3H6        .  . ...... #> ZC3H7A       .  . ...... #> ZC3H7B       1  1 ...... #> ZC3H8        .  . ...... #> ZC3HAV1      .  . ...... #> ZC3HAV1L     .  . ...... #> ZC3HC1       .  . ...... #> ZC4H2        .  . ...... #> ZCCHC10      .  . ...... #> ZCCHC12      3  . ...... #> ZCCHC14      .  . ...... #> ZCCHC17      .  . ...... #> ZCCHC18      3  . ...... #> ZCCHC2       .  1 ...... #> ZCCHC24      .  . ...... #> ZCCHC3       .  . ...... #> ZCCHC4       .  . ...... #> ZCCHC7       .  . ...... #> ZCCHC8       1  . ...... #> ZCCHC9       .  1 ...... #> ZCRB1        .  3 ...... #> ZCWPW1       .  . ...... #> ZDBF2        1  . ...... #> ZDHHC1       .  . ...... #> ZDHHC12      .  . ...... #> ZDHHC13      .  1 ...... #> ZDHHC14      .  . ...... #> ZDHHC15      .  . ...... #> ZDHHC16      .  . ...... #> ZDHHC17      .  . ...... #> ZDHHC18      .  . ...... #> ZDHHC2       .  . ...... #> ZDHHC20      .  1 ...... #> ZDHHC21      .  . ...... #> ZDHHC23      .  . ...... #> ZDHHC24      .  . ...... #> ZDHHC3       .  . ...... #> ZDHHC4       .  1 ...... #> ZDHHC5       .  . ...... #> ZDHHC6       .  . ...... #> ZDHHC7       .  . ...... #> ZDHHC8       .  . ...... #> ZDHHC9       .  . ...... #> ZEB1         .  . ...... #> ZEB2         .  . ...... #> ZER1         .  . ...... #> ZFAND1       .  . ...... #> ZFAND2A      .  . ...... #> ZFAND2B      .  . ...... #> ZFAND3       .  . ...... #> ZFAND4       .  . ...... #> ZFAND5       2  . ...... #> ZFAND6       4  . ...... #> ZFAT         .  . ...... #> ZFC3H1       .  . ...... #> ZFHX2        .  2 ...... #> ZFHX3        2  . ...... #> ZFHX4        .  . ...... #> ZFP1         1  . ...... #> ZFP14        .  1 ...... #> ZFP2         .  . ...... #> ZFP28        .  . ...... #> ZFP3         .  . ...... #> ZFP30        .  . ...... #> ZFP36        1  . ...... #> ZFP36L1      .  . ...... #> ZFP36L2      .  . ...... #> ZFP37        .  . ...... #> ZFP41        .  . ...... #> ZFP57        .  . ...... #> ZFP62        .  . ...... #> ZFP64        .  . ...... #> ZFP69        .  . ...... #> ZFP82        .  . ...... #> ZFP90        .  . ...... #> ZFP91        .  . ...... #> ZFP91-CNTF   .  . ...... #> ZFP92        .  . ...... #> ZFPL1        .  . ...... #> ZFPM1        .  . ...... #> ZFPM2        .  . ...... #> ZFR          .  1 ...... #> ZFR2         .  . ...... #> ZFX          .  . ...... #> ZFYVE1       .  . ...... #> ZFYVE19      .  . ...... #> ZFYVE21      .  . ...... #> ZFYVE26      .  . ...... #> ZFYVE27      .  . ...... #> ZFYVE9       .  . ...... #> ZG16         .  . ...... #> ZG16B        .  . ...... #> ZGLP1        .  . ...... #> ZGPAT        .  . ...... #> ZHX1         .  . ...... #> ZHX1-C8orf76 .  . ...... #> ZHX2         .  . ...... #> ZHX3         .  . ...... #> ZIK1         .  . ...... #> ZKSCAN1      .  . ...... #> ZKSCAN2      .  . ...... #> ZKSCAN4      .  . ...... #> ZKSCAN5      .  . ...... #> ZKSCAN7      .  . ...... #> ZKSCAN8      .  . ...... #> ZMAT1        .  . ...... #> ZMAT2        .  . ...... #> ZMAT3        .  . ...... #> ZMAT5        .  . ...... #> ZMIZ1        .  1 ...... #> ZMIZ2        1  1 ...... #> ZMPSTE24     1  . ...... #> ZMYM1        .  . ...... #> ZMYM2        .  . ...... #> ZMYM3        .  . ...... #> ZMYM4        .  . ...... #> ZMYM5        1  . ...... #> ZMYM6        .  . ...... #> ZMYND10      .  . ...... #> ZMYND11      .  . ...... #> ZMYND12      .  . ...... #> ZMYND19      .  . ...... #> ZMYND8       .  . ...... #> ZNF106       .  . ...... #> ZNF112       .  . ...... #> ZNF12        .  . ...... #> ZNF121       .  . ...... #> ZNF124       .  . ...... #> ZNF131       .  . ...... #> ZNF142       .  . ...... #> ZNF143       .  . ...... #> ZNF146       .  . ...... #> ZNF148       .  2 ...... #> ZNF160       .  . ...... #> ZNF169       .  . ...... #> ZNF174       .  . ...... #> ZNF18        .  . ...... #> ZNF180       .  . ...... #> ZNF182       .  . ...... #> ZNF185       .  . ...... #> ZNF189       .  . ...... #> ZNF195       .  . ...... #> ZNF2         .  . ...... #> ZNF20        .  . ...... #> ZNF200       .  . ...... #> ZNF202       .  . ...... #> ZNF205       1  . ...... #> ZNF207       .  . ...... #> ZNF212       .  . ...... #> ZNF213       .  . ...... #> ZNF217       .  . ...... #> ZNF219       .  . ...... #> ZNF22        .  . ...... #> ZNF226       .  . ...... #> ZNF23        .  . ...... #> ZNF233       .  . ...... #> ZNF236       .  . ...... #> ZNF239       .  . ...... #> ZNF24        .  . ...... #> ZNF248       .  . ...... #> ZNF25        .  . ...... #> ZNF251       .  . ...... #> ZNF260       2  1 ...... #> ZNF263       .  . ...... #> ZNF266       1  . ...... #> ZNF274       .  2 ...... #> ZNF276       .  . ...... #> ZNF277       .  . ...... #> ZNF280B      .  . ...... #> ZNF280C      .  . ...... #> ZNF280D      .  . ...... #> ZNF281       .  . ...... #> ZNF282       .  1 ...... #> ZNF286A      .  . ...... #> ZNF287       .  . ...... #> ZNF292       .  . ...... #> ZNF296       .  . ...... #> ZNF316       .  . ...... #> ZNF317       .  . ...... #> ZNF318       1  . ...... #> ZNF319       .  . ...... #> ZNF32        2  . ...... #> ZNF322       .  . ...... #> ZNF324       .  1 ...... #> ZNF324B      .  1 ...... #> ZNF326       .  . ...... #> ZNF329       .  . ...... #> ZNF330       .  . ...... #> ZNF334       .  . ...... #> ZNF335       .  . ...... #> ZNF337       .  . ...... #> ZNF34        .  . ...... #> ZNF341       .  1 ...... #> ZNF345       .  . ...... #> ZNF346       .  . ...... #> ZNF35        .  . ...... #> ZNF354A      .  . ...... #> ZNF354B      .  . ...... #> ZNF354C      .  . ...... #> ZNF358       1  . ...... #> ZNF362       .  . ...... #> ZNF365       .  . ...... #> ZNF367       .  . ...... #> ZNF382       .  . ...... #> ZNF383       .  . ...... #> ZNF384       .  . ...... #> ZNF385A      .  . ...... #> ZNF385B      .  . ...... #> ZNF385C      .  . ...... #> ZNF394       1  . ...... #> ZNF395       .  . ...... #> ZNF397       .  . ...... #> ZNF398       .  . ...... #> ZNF408       .  . ...... #> ZNF410       .  . ...... #> ZNF414       .  . ...... #> ZNF418       .  . ...... #> ZNF419       .  . ...... #> ZNF420       .  1 ...... #> ZNF423       .  . ...... #> ZNF426       .  . ...... #> ZNF428       .  1 ...... #> ZNF429       .  . ...... #> ZNF433       .  . ...... #> ZNF436       .  . ...... #> ZNF438       .  . ...... #> ZNF439       .  . ...... #> ZNF440       .  . ...... #> ZNF444       .  . ...... #> ZNF445       .  . ...... #> ZNF446       .  . ...... #> ZNF449       .  . ...... #> ZNF45        .  . ...... #> ZNF451       .  . ...... #> ZNF454       .  . ...... #> ZNF462       .  . ...... #> ZNF467       .  . ...... #> ZNF473       .  . ...... #> ZNF48        .  . ...... #> ZNF480       .  . ...... #> ZNF483       .  . ...... #> ZNF487       .  . ...... #> ZNF491       .  . ...... #> ZNF496       .  . ...... #> ZNF503       .  2 ...... #> ZNF507       .  . ...... #> ZNF511       .  1 ...... #> ZNF511-PRAP1 .  . ...... #> ZNF512       .  1 ...... #> ZNF512B      .  1 ...... #> ZNF513       .  1 ...... #> ZNF516       .  . ...... #> ZNF517       .  . ...... #> ZNF518A      .  . ...... #> ZNF518B      .  . ...... #> ZNF521       .  . ...... #> ZNF526       .  . ...... #> ZNF532       .  . ...... #> ZNF536       .  . ...... #> ZNF541       .  . ...... #> ZNF551       .  . ...... #> ZNF552       .  . ...... #> ZNF554       .  . ...... #> ZNF555       .  . ...... #> ZNF556       .  . ...... #> ZNF558       .  . ...... #> ZNF560       .  . ...... #> ZNF561       .  . ...... #> ZNF562       .  . ...... #> ZNF566       .  . ...... #> ZNF569       .  . ...... #> ZNF570       .  . ...... #> ZNF574       .  . ...... #> ZNF575       .  . ...... #> ZNF583       .  . ...... #> ZNF586       .  . ...... #> ZNF587B      .  . ...... #> ZNF592       .  1 ...... #> ZNF593       .  . ...... #> ZNF597       .  . ...... #> ZNF598       1  . ...... #> ZNF605       .  . ...... #> ZNF606       .  . ...... #> ZNF608       .  . ...... #> ZNF609       .  1 ...... #> ZNF610       .  . ...... #> ZNF618       .  . ...... #> ZNF622       .  . ...... #> ZNF623       .  . ...... #> ZNF627       .  . ...... #> ZNF628       .  . ...... #> ZNF629       .  . ...... #> ZNF638       .  1 ...... #> ZNF639       .  . ...... #> ZNF641       .  . ...... #> ZNF644       .  . ...... #> ZNF646       .  . ...... #> ZNF652       .  . ...... #> ZNF653       .  . ...... #> ZNF654       .  . ...... #> ZNF655       .  . ...... #> ZNF664       1  . ...... #> ZNF665       .  . ...... #> ZNF667       .  . ...... #> ZNF668       .  . ...... #> ZNF669       .  . ...... #> ZNF672       .  . ...... #> ZNF674       .  . ...... #> ZNF687       .  1 ...... #> ZNF688       .  . ...... #> ZNF689       .  . ...... #> ZNF69        .  . ...... #> ZNF691       .  . ...... #> ZNF692       .  . ...... #> ZNF697       .  . ...... #> ZNF7         .  . ...... #> ZNF700       .  . ...... #> ZNF703       .  . ...... #> ZNF704       .  . ...... #> ZNF705A      .  . ...... #> ZNF705B      .  . ...... #> ZNF705D      .  . ...... #> ZNF705E      .  . ...... #> ZNF705G      .  . ...... #> ZNF706       1  2 ...... #> ZNF711       .  . ...... #> ZNF713       .  . ...... #> ZNF721       .  . ...... #> ZNF727       .  . ...... #> ZNF736       .  . ...... #> ZNF740       .  . ...... #> ZNF746       .  . ...... #> ZNF747       .  . ...... #> ZNF749       .  . ...... #> ZNF750       .  . ...... #> ZNF76        .  1 ...... #> ZNF763       .  . ...... #> ZNF764       .  . ...... #> ZNF768       .  . ...... #> ZNF770       .  . ...... #> ZNF771       .  . ...... #> ZNF777       .  . ...... #> ZNF778       .  . ...... #> ZNF780A      .  . ...... #> ZNF781       .  . ...... #> ZNF784       .  . ...... #> ZNF786       .  . ...... #> ZNF787       .  1 ...... #> ZNF8         .  . ...... #> ZNF800       .  . ...... #> ZNF804A      .  . ...... #> ZNF821       .  . ...... #> ZNF827       .  . ...... #> ZNF830       .  . ...... #> ZNF839       .  . ...... #> ZNF845       .  . ...... #> ZNF850       .  . ...... #> ZNF879       .  . ...... #> ZNF891       .  . ...... #> ZNFX1        .  1 ...... #> ZNHIT1       1  1 ...... #> ZNHIT2       2  1 ...... #> ZNHIT3       .  1 ...... #> ZNHIT6       .  . ...... #> ZNRF1        .  . ...... #> ZNRF2        1  . ...... #> ZNRF3        .  . ...... #> ZPBP         .  1 ...... #> ZPBP2        .  . ...... #> ZPR1         .  . ...... #> ZRANB1       .  . ...... #> ZRANB2       1  2 ...... #> ZRANB3       .  . ...... #> ZRSR2        .  . ...... #> ZSCAN10      .  . ...... #> ZSCAN12      .  . ...... #> ZSCAN18      .  . ...... #> ZSCAN2       .  . ...... #> ZSCAN20      .  . ...... #> ZSCAN21      .  . ...... #> ZSCAN22      .  . ...... #> ZSCAN25      .  . ...... #> ZSCAN26      .  . ...... #> ZSCAN29      .  . ...... #> ZSWIM1       .  . ...... #> ZSWIM3       .  . ...... #> ZSWIM4       .  . ...... #> ZSWIM5       .  1 ...... #> ZSWIM6       .  . ...... #> ZSWIM7       .  . ...... #> ZSWIM8       1  . ...... #> ZW10         .  . ...... #> ZWILCH       .  . ...... #> ZWINT        1  7 ...... #> ZXDC         .  . ...... #> ZYG11B       .  . ...... #> ZYX          .  . ...... #> ZZEF1        .  . ...... #> ZZZ3         1  . ......"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"GraphPlot — GraphPlot","title":"GraphPlot — GraphPlot","text":"GraphPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GraphPlot — GraphPlot","text":"","code":"GraphPlot(   node,   edge,   transition = NULL,   node_coord = c(\"x\", \"y\"),   node_group = NULL,   node_palette = \"Paired\",   node_palcolor = NULL,   node_size = 4,   node_alpha = 1,   node_highlight = NULL,   node_highlight_color = \"red\",   label = FALSE,   label.size = 3.5,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   edge_threshold = 0.01,   use_triangular = c(\"upper\", \"lower\", \"both\"),   edge_line = c(\"straight\", \"curved\"),   edge_line_curvature = 0.3,   edge_line_angle = 90,   edge_color = \"grey40\",   edge_size = c(0.2, 1),   edge_alpha = 0.5,   edge_shorten = 0,   edge_offset = 0,   edge_highlight = NULL,   edge_highlight_color = \"red\",   transition_threshold = 0.01,   transition_line = c(\"straight\", \"curved\"),   transition_line_curvature = 0.3,   transition_line_angle = 90,   transition_color = \"black\",   transition_size = c(0.2, 1),   transition_alpha = 1,   transition_arrow_type = \"closed\",   transition_arrow_angle = 20,   transition_arrow_length = unit(0.02, \"npc\"),   transition_shorten = 0.05,   transition_offset = 0,   transition_highlight = NULL,   transition_highlight_color = \"red\",   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GraphPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GraphPlot — GraphPlot","text":"node  theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":null,"dir":"Reference","previous_headings":"","what":"GroupHeatmap — GroupHeatmap","title":"GroupHeatmap — GroupHeatmap","text":"GroupHeatmap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"GroupHeatmap — GroupHeatmap","text":"","code":"GroupHeatmap(   srt,   features = NULL,   group.by = NULL,   split.by = NULL,   within_groups = FALSE,   grouping.var = NULL,   numerator = NULL,   cells = NULL,   aggregate_fun = base::mean,   exp_cutoff = 0,   border = TRUE,   flip = FALSE,   slot = \"counts\",   assay = NULL,   exp_method = c(\"zscore\", \"raw\", \"fc\", \"log2fc\", \"log1p\"),   legend_title = NULL,   limits = NULL,   lib_normalize = identical(slot, \"counts\"),   libsize = NULL,   feature_split = NULL,   feature_split_by = NULL,   n_split = NULL,   split_order = NULL,   split_method = c(\"kmeans\", \"hclust\", \"mfuzz\"),   decreasing = FALSE,   fuzzification = NULL,   show_fuzzification = FALSE,   cluster_features_by = NULL,   cluster_rows = FALSE,   cluster_columns = FALSE,   cluster_row_slices = FALSE,   cluster_column_slices = FALSE,   show_row_names = FALSE,   show_column_names = FALSE,   row_names_side = ifelse(flip, \"left\", \"right\"),   column_names_side = ifelse(flip, \"bottom\", \"top\"),   row_names_rot = 0,   column_names_rot = 90,   row_title = NULL,   column_title = NULL,   row_title_side = \"left\",   column_title_side = \"top\",   row_title_rot = 0,   column_title_rot = ifelse(flip, 90, 0),   anno_terms = FALSE,   anno_keys = FALSE,   anno_features = FALSE,   terms_width = unit(4, \"in\"),   terms_fontsize = 8,   keys_width = unit(2, \"in\"),   keys_fontsize = c(6, 10),   features_width = unit(2, \"in\"),   features_fontsize = c(6, 10),   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = FALSE,   Ensembl_version = 103,   mirror = NULL,   db = \"GO_BP\",   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   pvalueCutoff = NULL,   padjustCutoff = 0.05,   topTerm = 5,   show_termid = FALSE,   topWord = 20,   min_word_length = 3,   exclude_words = c(\"cell\", \"cellular\", \"dna\", \"rna\", \"protein\", \"development\",     \"involved\", \"organization\", \"system\", \"regulation\", \"positive\", \"negative\",     \"response\", \"process\"),   nlabel = 0,   features_label = NULL,   label_size = 10,   label_color = \"black\",   add_bg = FALSE,   bg_alpha = 0.5,   add_dot = FALSE,   dot_size = unit(8, \"mm\"),   add_reticle = FALSE,   reticle_color = \"grey\",   add_violin = FALSE,   fill.by = \"feature\",   fill_palette = \"Dark2\",   fill_palcolor = NULL,   heatmap_palette = \"RdBu\",   heatmap_palcolor = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   cell_split_palette = \"simspec\",   cell_split_palcolor = NULL,   feature_split_palette = \"simspec\",   feature_split_palcolor = NULL,   cell_annotation = NULL,   cell_annotation_palette = \"Paired\",   cell_annotation_palcolor = NULL,   cell_annotation_params = if (flip) list(width = grid::unit(1, \"cm\")) else list(height =     grid::unit(1, \"cm\")),   feature_annotation = NULL,   feature_annotation_palette = \"Dark2\",   feature_annotation_palcolor = NULL,   feature_annotation_params = list(),   use_raster = NULL,   raster_device = \"png\",   raster_by_magick = FALSE,   height = NULL,   width = NULL,   units = \"inch\",   seed = 11,   ht_params = list() )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"GroupHeatmap — GroupHeatmap","text":"srt Seurat object. features vector gene names plot. group.Columns used calculate cell expression. One heatmap per column name. assay Assay used calculate expression. exp_method Method used calculate cell expression. feature_split vector group names features. db_combine  heatmap_palette Heatmap expression palette. cell_annotation_palette Column palette. feature_annotation_palette Feature groups palette.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/GroupHeatmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"GroupHeatmap — GroupHeatmap","text":"","code":"library(dplyr) data(\"pancreas_sub\") ht1 <- GroupHeatmap(pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot  panel_fix(ht1$plot, height = 4, width = 6, raster = TRUE, dpi = 50)   pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 15:57:50.008711] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:57:54.09739] DEtest done #> Elapsed time:4.09 secs de_filter <- filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1)  ht2 <- GroupHeatmap(   srt = pancreas_sub, features = de_filter$gene, group.by = \"CellType\",   split.by = \"Phase\", cell_split_palette = \"Dark2\",   nlabel = 10, show_row_names = FALSE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot   ht3 <- GroupHeatmap(   srt = pancreas_sub, features = de_filter$gene, feature_split = de_filter$group1, group.by = \"CellType\",   nlabel = 20, show_row_names = FALSE,   species = \"Mus_musculus\", db = \"GO_BP\", anno_terms = TRUE, anno_keys = TRUE, anno_features = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-08 15:57:56.291292] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 15:58:45.485693] Enrichment done #> Elapsed time:49.19 secs #> The size of the heatmap will be fixed as some elements are not scalable. ht3$plot   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", db = c(\"TF\", \"CSPA\")) #> Species: Mus_musculus #> Loading cached db: TF version:AnimalTFDB4 nterm:2 created:2023-09-08 15:18:36.351696 #> Loading cached db: CSPA version:CSPA nterm:1 created:2023-09-08 15:18:47.073713 de_top <- de_filter %>%   group_by(gene) %>%   top_n(1, avg_log2FC) %>%   group_by(group1) %>%   top_n(3, avg_log2FC) ht4 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Neurod2\"), cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   cell_annotation_params = list(height = grid::unit(0.5, \"in\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   add_dot = TRUE, add_bg = TRUE, show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   ht5 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   heatmap_palette = \"YlOrRd\",   cell_annotation = c(\"Phase\", \"G2M_score\", \"Neurod2\"), cell_annotation_palette = c(\"Dark2\", \"Paired\", \"Paired\"),   cell_annotation_params = list(width = grid::unit(0.5, \"in\")),   feature_annotation = c(\"TF\", \"CSPA\"),   feature_annotation_palcolor = list(c(\"gold\", \"steelblue\"), c(\"forestgreen\")),   add_dot = TRUE, add_bg = TRUE,   flip = TRUE, column_title_rot = 45, show_column_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht5$plot   ht6 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   add_violin = TRUE, cluster_rows = TRUE,   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot   ht7 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, feature_split = de_top$group1, group.by = \"CellType\",   add_violin = TRUE, fill.by = \"expression\", fill_palette = \"Blues\", cluster_rows = TRUE,   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht7$plot   ht8 <- GroupHeatmap(pancreas_sub,   features = de_top$gene, group.by = \"CellType\", split.by = \"Phase\", n_split = 4,   cluster_rows = TRUE, cluster_columns = TRUE, cluster_row_slices = TRUE, cluster_column_slices = TRUE,   add_dot = TRUE, add_reticle = TRUE, heatmap_palette = \"viridis\",   show_row_names = TRUE, ht_params = list(row_gap = grid::unit(0, \"mm\"), row_names_gp = grid::gpar(fontsize = 10)) ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht8$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Harmony_integrate — Harmony_integrate","title":"Harmony_integrate — Harmony_integrate","text":"Harmony_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Harmony_integrate — Harmony_integrate","text":"","code":"Harmony_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   Harmony_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   RunHarmony_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Harmony_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Harmony_integrate — Harmony_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":null,"dir":"Reference","previous_headings":"","what":"Integration_SCP — Integration_SCP","title":"Integration_SCP — Integration_SCP","text":"Single cell pipeline integration multiple datasets.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Integration_SCP — Integration_SCP","text":"","code":"Integration_SCP(   srtMerge = NULL,   batch,   append = TRUE,   srtList = NULL,   assay = NULL,   integration_method = \"Uncorrected\",   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Integration_SCP — Integration_SCP","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. integration_method Integration method. Can one \"Uncorrected\", \"Seurat\", \"scVI\", \"MNN\", \"fastMNN\", \"Harmony\", \"Scanorama\", \"BBKNN\", \"CSS\", \"LIGER\", \"Conos\", \"ComBat\". do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Integration_SCP — Integration_SCP","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Integration_SCP.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Integration_SCP — Integration_SCP","text":"","code":"data(\"panc8_sub\") panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Uncorrected\" ) #> [2023-09-08 16:01:04.185652] Start Uncorrected_integrate #> [2023-09-08 16:01:04.204603] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 16:01:04.840016] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 16:01:08.208846] Finished checking. #> [2023-09-08 16:01:08.986898] Perform integration(Uncorrected) on the data... #> [2023-09-08 16:01:08.988762] Start Standard_SCP #> [2023-09-08 16:01:08.988964] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Number of available HVF: 2000 #> [2023-09-08 16:01:09.452736] Finished checking. #> [2023-09-08 16:01:09.452994] Perform ScaleData on the data... #> [2023-09-08 16:01:10.201521] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 16:01:11.533039] Perform FindClusters (louvain) on the data... #> [2023-09-08 16:01:11.679429] Reorder clusters... #> [2023-09-08 16:01:11.917042] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input #> Non-linear dimensionality reduction(umap) using Reduction(Uncorrectedpca, dims:1-10) as input #> [2023-09-08 16:01:23.320355] Standard_SCP done #> Elapsed time: 14.33 secs  #> [2023-09-08 16:01:23.672948] Uncorrected_integrate done #> Elapsed time: 19.49 secs  CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))   panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\" ) #> [2023-09-08 16:01:24.444944] Start Seurat_integrate #> [2023-09-08 16:01:24.462746] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 16:01:25.056397] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 16:01:28.220235] Finished checking. #> [2023-09-08 16:01:28.758705] Perform FindIntegrationAnchors on the data... #> [2023-09-08 16:01:58.110391] Perform integration(Seurat) on the data... #> [2023-09-08 16:02:09.934691] Perform ScaleData on the data... #> [2023-09-08 16:02:11.414714] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 16:02:12.939185] Perform FindClusters (louvain) on the data... #> [2023-09-08 16:02:13.127007] Reorder clusters... #> [2023-09-08 16:02:13.341781] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> [2023-09-08 16:02:24.739751] Seurat_integrate done #> Elapsed time: 1 mins  CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"))   if (FALSE) { integration_methods <- c(\"Uncorrected\", \"Seurat\", \"scVI\", \"MNN\", \"fastMNN\", \"Harmony\", \"Scanorama\", \"BBKNN\", \"CSS\", \"LIGER\", \"Conos\", \"ComBat\") for (method in integration_methods) {   panc8_sub <- Integration_SCP(     srtMerge = panc8_sub, batch = \"tech\",     integration_method = method, linear_reduction_dims_use = 1:50, nonlinear_reduction = \"umap\"   )   print(CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"), reduction = paste0(method, \"UMAP2D\"), theme_use = \"theme_blank\")) }  nonlinear_reductions <- c(\"umap\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\", \"fr\") panc8_sub <- Integration_SCP(   srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\",   nonlinear_reduction = nonlinear_reductions ) for (nr in nonlinear_reductions) {   print(CellDimPlot(panc8_sub, group.by = c(\"tech\", \"celltype\"), reduction = paste0(\"Seurat\", nr, \"2D\"), theme_use = \"theme_blank\")) } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"LIGER_integrate — LIGER_integrate","title":"LIGER_integrate — LIGER_integrate","text":"LIGER_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"LIGER_integrate — LIGER_integrate","text":"","code":"LIGER_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   LIGER_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   optimizeALS_params = list(),   quantilenorm_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LIGER_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"LIGER_integrate — LIGER_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":null,"dir":"Reference","previous_headings":"","what":"LineagePlot — LineagePlot","title":"LineagePlot — LineagePlot","text":"LineagePlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"LineagePlot — LineagePlot","text":"","code":"LineagePlot(   srt,   lineages,   weights = NULL,   reduction = NULL,   dims = c(1, 2),   cells = NULL,   trim = c(0.01, 0.99),   span = 0.75,   palette = \"Dark2\",   palcolor = NULL,   lineages_arrow = arrow(length = unit(0.1, \"inches\")),   linewidth = 1,   line_bg = \"white\",   line_bg_stroke = 0.5,   whiskers = FALSE,   whiskers_linewidth = 0.5,   whiskers_alpha = 0.5,   aspect.ratio = 1,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"LineagePlot — LineagePlot","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/LineagePlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"LineagePlot — LineagePlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", show_plot = FALSE) LineagePlot(pancreas_sub, lineages = paste0(\"Lineage\", 1:3))  LineagePlot(pancreas_sub, lineages = paste0(\"Lineage\", 1:3), whiskers = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":null,"dir":"Reference","previous_headings":"","what":"ListDB — ListDB","title":"ListDB — ListDB","text":"ListDB","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"ListDB — ListDB","text":"","code":"ListDB(species = \"Homo_sapiens\", db = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"ListDB — ListDB","text":"db","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ListDB.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"ListDB — ListDB","text":"","code":"ListDB(species = \"Homo_sapiens\") #> [1] identifier version    comment    timestamp  date       db_version db_name    file       #> <0 rows> (or 0-length row.names) ListDB(species = \"Mus_musculus\") #>                                                         identifier version                                      comment #> 1 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7             6.0.0 nterm:5960|Mus_musculus-DO #> 2 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7 2023-09-04 08:03 nterm:10294|Mus_musculus-MP #> 3 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7        3.17.0 nterm:16027|Mus_musculus-GO_BP #> 4 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7          3.17.0 nterm:56|Mus_musculus-Enzyme #> 5 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7        3.17.0 nterm:11|Mus_musculus-GeneType #> 6 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7      3.17.0 nterm:23|Mus_musculus-Chromosome #> 7 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7         VerSeDa nterm:1|Mus_musculus-VerSeDa #> 8 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7               CSPA nterm:1|Mus_musculus-CSPA #> 9 Rcache v0.1.7 (R package R.cache by Henrik Bengtsson)              0.1.7          AnimalTFDB4 nterm:2|Mus_musculus-TF #>    timestamp                       date                   db_version                 db_name #> 1 1694187370 2023-09-08 15:36:09.611605             6.0.0 nterm:5960         Mus_musculus-DO #> 2 1694187363 2023-09-08 15:36:02.719487 2023-09-04 08:03 nterm:10294         Mus_musculus-MP #> 3 1694187056 2023-09-08 15:30:55.528871           3.17.0 nterm:16027      Mus_musculus-GO_BP #> 4 1694186476 2023-09-08 15:21:16.402184              3.17.0 nterm:56     Mus_musculus-Enzyme #> 5 1694186469 2023-09-08 15:21:08.639145              3.17.0 nterm:11   Mus_musculus-GeneType #> 6 1694186408 2023-09-08 15:20:08.228887              3.17.0 nterm:23 Mus_musculus-Chromosome #> 7 1694186352 2023-09-08 15:19:12.293131              VerSeDa nterm:1    Mus_musculus-VerSeDa #> 8 1694186327 2023-09-08 15:18:47.073713                 CSPA nterm:1       Mus_musculus-CSPA #> 9 1694186316 2023-09-08 15:18:36.351696          AnimalTFDB4 nterm:2         Mus_musculus-TF #>                                                                    file #> 1 /home/runner/.cache/R/R.cache/792dd0f1ca33ed8236cf6e82be723937.Rcache #> 2 /home/runner/.cache/R/R.cache/bc3123b03f0a175d52acb01b33815f41.Rcache #> 3 /home/runner/.cache/R/R.cache/42b4d036008b98824957461afba8e2f3.Rcache #> 4 /home/runner/.cache/R/R.cache/008eb78c5dea0f0a9c643a671db7ba86.Rcache #> 5 /home/runner/.cache/R/R.cache/feae616aade8debb4c248b537cbdaf65.Rcache #> 6 /home/runner/.cache/R/R.cache/e2c36a88c14e46ebb8d542a1faefd195.Rcache #> 7 /home/runner/.cache/R/R.cache/c81fdce160dcfca80a3a94cacd3ca65b.Rcache #> 8 /home/runner/.cache/R/R.cache/267624ab3d48b245ce01deac5165a7b1.Rcache #> 9 /home/runner/.cache/R/R.cache/82f852e1d9ed5c0a5ad672b843c18742.Rcache"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"MNN_integrate — MNN_integrate","title":"MNN_integrate — MNN_integrate","text":"MNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"MNN_integrate — MNN_integrate","text":"","code":"MNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   mnnCorrect_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/MNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"MNN_integrate — MNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"PAGA plot — PAGAPlot","title":"PAGA plot — PAGAPlot","text":"PAGA plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"PAGA plot — PAGAPlot","text":"","code":"PAGAPlot(   srt,   paga = srt@misc$paga,   type = \"connectivities\",   reduction = NULL,   dims = c(1, 2),   cells = NULL,   show_transition = FALSE,   node_palette = \"Paired\",   node_palcolor = NULL,   node_size = 4,   node_alpha = 1,   node_highlight = NULL,   node_highlight_color = \"red\",   label = FALSE,   label.size = 3.5,   label.fg = \"white\",   label.bg = \"black\",   label.bg.r = 0.1,   label_insitu = FALSE,   label_repel = FALSE,   label_repulsion = 20,   label_point_size = 1,   label_point_color = \"black\",   label_segment_color = \"black\",   edge_threshold = 0.01,   edge_line = c(\"straight\", \"curved\"),   edge_line_curvature = 0.3,   edge_line_angle = 90,   edge_size = c(0.2, 1),   edge_color = \"grey40\",   edge_alpha = 0.5,   edge_shorten = 0,   edge_offset = 0,   edge_highlight = NULL,   edge_highlight_color = \"red\",   transition_threshold = 0.01,   transition_line = c(\"straight\", \"curved\"),   transition_line_curvature = 0.3,   transition_line_angle = 90,   transition_size = c(0.2, 1),   transition_color = \"black\",   transition_alpha = 1,   transition_arrow_type = \"closed\",   transition_arrow_angle = 20,   transition_arrow_length = unit(0.02, \"npc\"),   transition_shorten = 0.05,   transition_offset = 0,   transition_highlight = NULL,   transition_highlight_color = \"red\",   aspect.ratio = 1,   title = \"PAGA\",   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"PAGA plot — PAGAPlot","text":"theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PAGAPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"PAGA plot — PAGAPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. PAGAPlot(pancreas_sub)  PAGAPlot(pancreas_sub, type = \"connectivities_tree\")  PAGAPlot(pancreas_sub, reduction = \"PCA\")  PAGAPlot(pancreas_sub, reduction = \"PAGAUMAP2D\")  PAGAPlot(pancreas_sub, label = TRUE)  PAGAPlot(pancreas_sub, label = TRUE, label_insitu = TRUE)  PAGAPlot(pancreas_sub, label = TRUE, label_insitu = TRUE, label_repel = TRUE)  PAGAPlot(pancreas_sub, edge_line = \"curved\")  PAGAPlot(pancreas_sub, node_size = \"GroupSize\")  PAGAPlot(pancreas_sub, node_highlight = \"Ductal\")  PAGAPlot(pancreas_sub, edge_highlight = paste(\"Pre-endocrine\", levels(pancreas_sub$SubCellType), sep = \"-\"))   pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ PAGAPlot(pancreas_sub, show_transition = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare the gene annotation databases — PrepareDB","title":"Prepare the gene annotation databases — PrepareDB","text":"Prepare gene annotation databases","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare the gene annotation databases — PrepareDB","text":"","code":"PrepareDB(   species = c(\"Homo_sapiens\", \"Mus_musculus\"),   db = c(\"GO\", \"GO_BP\", \"GO_CC\", \"GO_MF\", \"KEGG\", \"WikiPathway\", \"Reactome\",     \"ProteinComplex\", \"DGI\", \"MP\", \"DO\", \"HPO\", \"PFAM\", \"Chromosome\", \"GeneType\",     \"Enzyme\", \"TF\", \"CSPA\", \"Surfaceome\", \"SPRomeDB\", \"VerSeDa\", \"TFLink\", \"hTFtarget\",     \"TRRUST\", \"JASPAR\", \"ENCODE\", \"MSigDB\", \"CellTalk\", \"CellChat\"),   db_IDtypes = c(\"symbol\", \"entrez_id\", \"ensembl_id\"),   db_version = \"latest\",   db_update = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   biomart = NULL,   max_tries = 5,   custom_TERM2GENE = NULL,   custom_TERM2NAME = NULL,   custom_species = NULL,   custom_IDtype = NULL,   custom_version = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare the gene annotation databases — PrepareDB","text":"species species db Enrichment database name. db_update Whether update database latest version. custom_version","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Prepare the gene annotation databases — PrepareDB","text":"list containing database.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareDB.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prepare the gene annotation databases — PrepareDB","text":"","code":"if (interactive()) {   db_list <- PrepareDB(species = \"Homo_sapiens\", db = \"GO_BP\")   ListDB(species = \"Homo_sapiens\", db = \"GO_BP\")   head(db_list[[\"Homo_sapiens\"]][[\"GO_BP\"]][[\"TERM2GENE\"]])    # Based on homologous gene conversion, prepare a gene annotation database that originally does not exist in the species.   db_list <- PrepareDB(species = \"Homo_sapiens\", db = \"MP\")   ListDB(species = \"Homo_sapiens\", db = \"MP\")   head(db_list[[\"Homo_sapiens\"]][[\"MP\"]][[\"TERM2GENE\"]])    # Prepare databases for other species   db_list <- PrepareDB(species = \"Macaca_fascicularis\", db = \"GO_BP\")   ListDB(species = \"Macaca_fascicularis\", db = \"GO_BP\")   head(db_list[[\"Macaca_fascicularis\"]][[\"GO_BP\"]][[\"TERM2GENE\"]])    db_list <- PrepareDB(species = \"Saccharomyces_cerevisiae\", db = \"GO_BP\")   ListDB(species = \"Saccharomyces_cerevisiae\", db = \"GO_BP\")   head(db_list[[\"Saccharomyces_cerevisiae\"]][[\"GO_BP\"]][[\"TERM2GENE\"]])    # Prepare databases for Arabidopsis (plant)   db_list <- PrepareDB(     species = \"Arabidopsis_thaliana\",     db = c(       \"GO_BP\", \"GO_CC\", \"GO_MF\", \"KEGG\", \"WikiPathway\",       \"ENZYME\", \"Chromosome\"     ),     biomart = \"plants_mart\"   )   head(db_list[[\"Arabidopsis_thaliana\"]][[\"KEGG\"]][[\"TERM2GENE\"]])    # You can also build a custom database based on the gene sets you have   ccgenes <- CC_GenePrefetch(\"Homo_sapiens\")   custom_TERM2GENE <- rbind(     data.frame(term = \"S_genes\", gene = ccgenes[[\"cc_S_genes\"]]),     data.frame(term = \"G2M_genes\", gene = ccgenes[[\"cc_G2M_genes\"]])   )   str(custom_TERM2GENE)    # Set convert_species = TRUE to build a custom database for both species, with the name \"CellCycle\"   db_list <- PrepareDB(     species = c(\"Homo_sapiens\", \"Mus_musculus\"), db = \"CellCycle\", convert_species = TRUE,     custom_TERM2GENE = custom_TERM2GENE, custom_species = \"Homo_sapiens\", custom_IDtype = \"symbol\", custom_version = \"Seurat_v4\"   )   ListDB(db = \"CellCycle\")    db_list <- PrepareDB(species = \"Mus_musculus\", db = \"CellCycle\")   head(db_list[[\"Mus_musculus\"]][[\"CellCycle\"]][[\"TERM2GENE\"]]) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare SCP python environment — PrepareEnv","title":"Prepare SCP python environment — PrepareEnv","text":"Prepare SCP python environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare SCP python environment — PrepareEnv","text":"","code":"PrepareEnv(   conda = \"auto\",   miniconda_repo = \"https://repo.anaconda.com/miniconda\",   python_version = \"3.8\",   envname = NULL,   force = FALSE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareEnv.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare SCP python environment — PrepareEnv","text":"conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. miniconda_repo Repositories miniconda. Default https://repo.anaconda.com/miniconda python_version version python install. Default 3.8 envname name conda environment. force Whether force new environment created. TRUE, existing environment recreated. Default FALSE ... arguments passed conda_install","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":null,"dir":"Reference","previous_headings":"","what":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"Prepare Seurat object data SCExplorer hdf5 file","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"","code":"PrepareSCExplorer(   object,   base_dir = \"SCExplorer\",   DataFile = \"Data.hdf5\",   MetaFile = \"Meta.hdf5\",   assays = \"RNA\",   slots = c(\"counts\", \"data\"),   ignore_nlevel = 100,   write_tools = FALSE,   write_misc = FALSE,   compression_level = 6,   overwrite = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"overwrite","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/PrepareSCExplorer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Prepare Seurat object data for the SCExplorer into hdf5 file — PrepareSCExplorer","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) PrepareSCExplorer(pancreas_sub, base_dir = \"./SCExplorer\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Projection Plot — ProjectionPlot","title":"Projection Plot — ProjectionPlot","text":"Projection Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Projection Plot — ProjectionPlot","text":"","code":"ProjectionPlot(   srt_query,   srt_ref,   query_group = NULL,   ref_group = NULL,   query_feature = NULL,   ref_feature = NULL,   query_reduction = \"ref.embeddings\",   ref_reduction = srt_query[[query_reduction]]@misc[[\"reduction.model\"]] %||% NULL,   query_param = list(palette = \"Set1\", cells.highlight = TRUE),   ref_param = list(palette = \"Paired\"),   xlim = NULL,   ylim = NULL,   pt.size = 0.8,   stroke.highlight = 0.5 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Projection Plot — ProjectionPlot","text":"stroke.highlight","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ProjectionPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Projection Plot — ProjectionPlot","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-08 16:03:42.87913] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunKNNMap(srt_query = srt_query, srt_ref = srt_ref, ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'SeuratUMAP2D' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":null,"dir":"Reference","previous_headings":"","what":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"Attempt recover raw counts normalized matrix.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"","code":"RecoverCounts(   srt,   assay = NULL,   trans = c(\"expm1\", \"exp\", \"none\"),   min_count = c(1, 2, 3),   tolerance = 0.1,   sf = NULL,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"srt Seurat object. assay Name assay recover counts. trans transformation function applied data presumed log-normalized. min_count Minimum UMI count genes. tolerance recovering raw counts, nCount cell theoretically calculated integer. However, due decimal point preservation normalization, calculated nCount usually floating point number close integer. tolerance difference integer. Default 0.1 sf Set scaling factor manually. verbose Show messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RecoverCounts.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Attempt to recover raw counts from the normalized matrix. — RecoverCounts","text":"","code":"data(\"pancreas_sub\") raw_counts <- pancreas_sub@assays$RNA@counts  # Normalized the data pancreas_sub <- Seurat::NormalizeData(pancreas_sub)  # Now replace counts with the log-normalized data matrix pancreas_sub@assays$RNA@counts <- pancreas_sub@assays$RNA@data  # Recover the counts and compare with the raw counts matrix pancreas_sub <- RecoverCounts(pancreas_sub) #> The data is presumed to be log-normalized. #> Perform expm1 on the raw data. #> The presumed scale factor: 10000 identical(raw_counts, pancreas_sub@assays$RNA@counts) #> [1] TRUE"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":null,"dir":"Reference","previous_headings":"","what":"Rename clusters for the Seurat object — RenameClusters","title":"Rename clusters for the Seurat object — RenameClusters","text":"Rename clusters Seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename clusters for the Seurat object — RenameClusters","text":"","code":"RenameClusters(   srt,   group.by,   nameslist = list(),   name = \"newclusters\",   keep_levels = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename clusters for the Seurat object — RenameClusters","text":"srt Seurat object. group.old group used rename cells. nameslist named list new cluster value. name name new cluster stored Seurat object. keep_levels old group factor, keep order levels.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameClusters.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename clusters for the Seurat object — RenameClusters","text":"","code":"data(\"pancreas_sub\") levels(pancreas_sub@meta.data[[\"SubCellType\"]]) #> [1] \"Ductal\"        \"Ngn3 low EP\"   \"Ngn3 high EP\"  \"Pre-endocrine\" \"Beta\"          \"Alpha\"         \"Delta\"         #> [8] \"Epsilon\"        # Rename all clusters pancreas_sub <- RenameClusters(pancreas_sub, group.by = \"SubCellType\", nameslist = letters[1:8]) CellDimPlot(pancreas_sub, \"newclusters\")   # Rename specified clusters pancreas_sub <- RenameClusters(pancreas_sub,   group.by = \"SubCellType\",   nameslist = list(\"a\" = \"Alpha\", \"b\" = \"Beta\") ) CellDimPlot(pancreas_sub, \"newclusters\")   # Merge and rename clusters pancreas_sub <- RenameClusters(pancreas_sub,   group.by = \"SubCellType\",   nameslist = list(\"EndocrineClusters\" = c(\"Alpha\", \"Beta\", \"Epsilon\", \"Delta\")),   name = \"Merged\", keep_levels = TRUE ) CellDimPlot(pancreas_sub, \"Merged\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"Rename features for the Seurat object — RenameFeatures","title":"Rename features for the Seurat object — RenameFeatures","text":"Rename features Seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename features for the Seurat object — RenameFeatures","text":"","code":"RenameFeatures(srt, newnames = NULL, assays = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename features for the Seurat object — RenameFeatures","text":"srt Seurat object. newnames vector length features Seurat object, characters named old features. assays Assays rename.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RenameFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename features for the Seurat object — RenameFeatures","text":"","code":"data(\"panc8_sub\") head(rownames(panc8_sub)) #> [1] \"A1BG\"   \"A1CF\"   \"A2M\"    \"A4GALT\" \"AAAS\"   \"AACS\"   # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_rename <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA head(rownames(panc8_rename)) #> [1] \"A1bg\"   \"A1cf\"   \"A2m\"    \"A4galt\" \"Aaas\"   \"Aacs\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with CSS method — RunCSSMap","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"Single-cell reference mapping CSS method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"","code":"RunCSSMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_css]]@assay.used,   ref_css = NULL,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCSSMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with CSS method — RunCSSMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"CSS\") #> [2023-09-08 16:03:54.807823] Start CSS_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"CSS\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunCSSMap(srt_query = srt_query, srt_ref = srt_ref, ref_css = \"CSS\", ref_umap = \"CSSUMAP2D\") #> Install package: \"simspec\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing github package(s) 'quadbiolab/simspec' #> Warning: package ‘quadbiolab/simspec’ is not available for this version of R #>  #> A version of this package for your version of R might be available elsewhere, #> see the ideas at #> https://cran.r-project.org/doc/manuals/r-patched/R-admin.html#Installing-packages #> Using github PAT from envvar GITHUB_PAT #> Downloading GitHub repo quadbiolab/simspec@HEAD #> ── R CMD build ───────────────────────────────────────────────────────────────────────────────────────────────────────── #> * checking for file ‘/tmp/Rtmp5K7zMn/remotes8ff1496a43ee/quadbio-simspec-680488c/DESCRIPTION’ ... OK #> * preparing ‘simspec’: #> * checking DESCRIPTION meta-information ... OK #> * checking for LF line-endings in source and make files and shell scripts #> * checking for empty or unneeded directories #> Omitted ‘LazyData’ from DESCRIPTION #> * building ‘simspec_0.0.0.9000.tar.gz’ #>  #> Installing package into ‘/home/runner/work/_temp/Library’ #> (as ‘lib’ is unspecified) #> Error: Cannot find 'CSS' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":null,"dir":"Reference","previous_headings":"","what":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"CellQC, doublet-calling run first reject abnormal cell data based median absolute deviation (MAD) outliers. doublet-calling outlier filtering, CellQC perform general QC (gene count, UMI count, etc.) reject cell data non-species interest based proportion number UMIs species.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"","code":"RunCellQC(   srt,   assay = \"RNA\",   batch = NULL,   qc_metrics = c(\"doublets\", \"outlier\", \"umi\", \"gene\", \"mito\", \"ribo\", \"ribo_mito_ratio\",     \"species\"),   return_filtered = FALSE,   db_method = \"scDblFinder\",   db_rate = NULL,   db_coefficient = 0.01,   outlier_cutoff = c(\"log10_nCount:lower:2.5\", \"log10_nCount:higher:5\",     \"log10_nFeature:lower:2.5\", \"log10_nFeature:higher:5\", \"featurecount_dist:lower:2.5\"),   outlier_n = 1,   UMI_threshold = 3000,   gene_threshold = 1000,   mito_threshold = 20,   mito_pattern = c(\"MT-\", \"Mt-\", \"mt-\"),   mito_gene = NULL,   ribo_threshold = 50,   ribo_pattern = c(\"RP[SL]\\\\d+\\\\w{0,1}\\\\d*$\", \"Rp[sl]\\\\d+\\\\w{0,1}\\\\d*$\",     \"rp[sl]\\\\d+\\\\w{0,1}\\\\d*$\"),   ribo_gene = NULL,   ribo_mito_ratio_range = c(1, Inf),   species = NULL,   species_gene_prefix = NULL,   species_percent = 95,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"srt Seurat object. assay Assay use. qc_metrics QC metrics applied. return_filtered Whether return cell-filtered Seurat object. db_method Doublet-calling methods used. Can one scDblFinder, Scrublet, DoubletDetection, scds_cxds, scds_bcds, scds_hybrid db_rate expected doublet rate. default assumed 1% per thousand cells captured (4% among 4000 thousand cells), appropriate 10x datasets. outlier_cutoff MAD outlier metrics. See isOutlier. outlier_n Minimum number outlier metrics meet conditions determining outlier cells. Default 1. UMI_threshold UMI number threshold. Cells exceed threshold considered kept. Default 3000. gene_threshold Gene number threshold. Cells exceed threshold considered kept. Default 1000. mito_threshold Percentage UMI counts mitochondrial genes. Cells exceed threshold considered discarded. Default 20. mito_pattern Regex patterns match mitochondrial genes. mito_gene defined mitochondrial genes. features provided, ignore mito_pattern matching. ribo_threshold Percentage UMI counts ribosomal genes. Cells exceed threshold considered discarded. Default 50. ribo_pattern Regex patterns match ribosomal genes. ribo_gene defined ribosomal genes. features provided, ignore ribo_pattern matching. species Species used suffix QC metrics. first species interest. Default NULL. species_gene_prefix Species gene prefix used calculate QC metrics species. Default NULL. species_percent Percentage UMI counts first species. Cells exceed threshold considered kept. Default 95. seed Set random seed. Default 11.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"Returns Seurat object QC results stored meta.data slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"General quality control usually uses metrics gene count, UMI count, etc. addition, ribo content mito content can used QC indicators: mito content can used indication apoptosis, general threshold 20 ribo content cell type dependent, cell types even 50 however, ribo content single cell data can also indicate whether empty droplets, ribo content empty droplets usually high mito content low instead.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunCellQC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run cell-level quality control for single cell RNA-seq data. — RunCellQC","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunCellQC(pancreas_sub) #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 26  #> ... 12 potential doublets  #> ... 14 outlier cells  #> ... 0 low-UMI cells  #> ... 0 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 974  CellStatPlot(   srt = pancreas_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" ) #> `geom_line()`: Each group consists of only one observation. #> ℹ Do you need to adjust the group aesthetic? #> `geom_line()`: Each group consists of only one observation. #> ℹ Do you need to adjust the group aesthetic?  table(pancreas_sub$CellQC) #>  #> Pass Fail  #>  974   26   data(\"ifnb_sub\") ifnb_sub <- RunCellQC(ifnb_sub, batch = \"stim\", UMI_threshold = 1000, gene_threshold = 550) #> === CTRL === #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 315  #> ... 54 potential doublets  #> ... 8 outlier cells  #> ... 28 low-UMI cells  #> ... 250 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 685  #> === STIM === #> >>> Total cells: 1000  #> >>> Cells which are filtered out: 303  #> ... 42 potential doublets  #> ... 12 outlier cells  #> ... 25 low-UMI cells  #> ... 251 low-gene cells  #> ... 0 high-mito cells  #> ... 0 high-ribo cells  #> ... 0 ribo_mito_ratio outlier cells  #> ... 0 species-contaminated cells  #> >>> Remained cells after filtering: 697  CellStatPlot(   srt = ifnb_sub,   stat.by = c(     \"db_qc\", \"outlier_qc\", \"umi_qc\", \"gene_qc\",     \"mito_qc\", \"ribo_qc\", \"ribo_mito_ratio_qc\", \"species_qc\"   ),   plot_type = \"upset\", stat_level = \"Fail\" )  table(ifnb_sub$CellQC) #>  #> Pass Fail  #> 1382  618"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":null,"dir":"Reference","previous_headings":"","what":"Differential gene test — RunDEtest","title":"Differential gene test — RunDEtest","text":"Differential gene test","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Differential gene test — RunDEtest","text":"","code":"RunDEtest(   srt,   group_by = NULL,   group1 = NULL,   group2 = NULL,   cells1 = NULL,   cells2 = NULL,   features = NULL,   markers_type = c(\"all\", \"paired\", \"conserved\", \"disturbed\"),   grouping.var = NULL,   meta.method = c(\"maximump\", \"minimump\", \"wilkinsonp\", \"meanp\", \"sump\", \"votep\"),   test.use = \"wilcox\",   only.pos = TRUE,   fc.threshold = 1.5,   base = 2,   pseudocount.use = 1,   mean.fxn = NULL,   min.pct = 0.1,   min.diff.pct = -Inf,   max.cells.per.ident = Inf,   latent.vars = NULL,   min.cells.feature = 3,   min.cells.group = 3,   norm.method = \"LogNormalize\",   p.adjust.method = \"bonferroni\",   slot = \"data\",   assay = NULL,   BPPARAM = BiocParallel::bpparam(),   seed = 11,   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Differential gene test — RunDEtest","text":"srt Seurat object group_by group_by fc.threshold fc.threshold min.pct min.pct verbose  force force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDEtest.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Differential gene test — RunDEtest","text":"","code":"library(dplyr) data(\"pancreas_sub\")  pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"SubCellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 16:05:51.587763] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:05:57.21809] DEtest done #> Elapsed time:5.63 secs AllMarkers <- filter(pancreas_sub@tools$DEtest_SubCellType$AllMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(AllMarkers$group1) #>  #>        Ductal   Ngn3 low EP  Ngn3 high EP Pre-endocrine          Beta         Alpha         Delta       Epsilon  #>            75            29            69            39            61            50            37            44  ht1 <- GroupHeatmap(pancreas_sub, features = AllMarkers$gene, feature_split = AllMarkers$group1, group.by = \"SubCellType\") #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht1$plot   TopMarkers <- AllMarkers %>%   group_by(gene) %>%   top_n(1, avg_log2FC) %>%   group_by(group1) %>%   top_n(3, avg_log2FC) ht2 <- GroupHeatmap(pancreas_sub, features = TopMarkers$gene, feature_split = TopMarkers$group1, group.by = \"SubCellType\", show_row_names = TRUE) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht2$plot   pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"SubCellType\", markers_type = \"paired\") #> [2023-09-08 16:06:00.096301] Start DEtest #> Workers: 1 #> Find paired markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:06:27.481414] DEtest done #> Elapsed time:27.39 secs PairedMarkers <- filter(pancreas_sub@tools$DEtest_SubCellType$PairedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(PairedMarkers$group1) #>  #>        Ductal   Ngn3 low EP  Ngn3 high EP Pre-endocrine          Beta         Alpha         Delta       Epsilon  #>           893           787           680           571           645           575           426           575  ht3 <- GroupHeatmap(pancreas_sub, features = PairedMarkers$gene, feature_split = PairedMarkers$group1, group.by = \"SubCellType\") #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht3$plot   data(\"panc8_sub\") panc8_sub <- Integration_SCP(panc8_sub, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-08 16:06:39.909879] Start Seurat_integrate #> [2023-09-08 16:06:39.925578] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 16:06:40.490097] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 16:06:43.6269] Finished checking. #> [2023-09-08 16:06:44.189758] Perform FindIntegrationAnchors on the data... #> [2023-09-08 16:07:13.8601] Perform integration(Seurat) on the data... #> [2023-09-08 16:07:25.046555] Perform ScaleData on the data... #> [2023-09-08 16:07:25.229411] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 16:07:26.565153] Perform FindClusters (louvain) on the data... #> [2023-09-08 16:07:26.750985] Reorder clusters... #> [2023-09-08 16:07:26.982299] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> Non-linear dimensionality reduction(umap) using Reduction(Seuratpca, dims:1-12) as input #> [2023-09-08 16:07:39.545865] Seurat_integrate done #> Elapsed time: 59.64 secs  CellDimPlot(panc8_sub, group.by = c(\"celltype\", \"tech\"))   panc8_sub <- RunDEtest(panc8_sub, group_by = \"celltype\", grouping.var = \"tech\", markers_type = \"conserved\") #> [2023-09-08 16:07:40.545424] Start DEtest #> Workers: 1 #> Find conserved markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0% #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: indrop has fewer than 3 cells. Skipping indrop #> Warning: No group was tested #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: fluidigmc1 has fewer than 3 cells. Skipping fluidigmc1 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: Only a single group was tested #> Warning: celseq has fewer than 3 cells. Skipping celseq #> Warning: celseq2 has fewer than 3 cells. Skipping celseq2 #> Warning: smartseq2 has fewer than 3 cells. Skipping smartseq2 #> Warning: indrop has fewer than 3 cells. Skipping indrop #> Warning: Only a single group was tested #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:08:21.774146] DEtest done #> Elapsed time:41.23 secs ConservedMarkers1 <- filter(panc8_sub@tools$DEtest_celltype$ConservedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(ConservedMarkers1$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                 34                 47                145                 89                171                 16  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                  8                  0                  0                128                152                105  #>            schwann  #>                 16  ht4 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = ConservedMarkers1$gene, feature_split = ConservedMarkers1$group1,   group.by = \"tech\", split.by = \"celltype\", within_groups = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   panc8_sub <- RunDEtest(panc8_sub, group_by = \"tech\", grouping.var = \"celltype\", markers_type = \"conserved\") #> [2023-09-08 16:08:32.272726] Start DEtest #> Workers: 1 #> Find conserved markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0% #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #> Warning: activated_stellate has fewer than 3 cells. Skipping activated_stellate #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: mast has fewer than 3 cells. Skipping mast #> Warning: schwann has fewer than 3 cells. Skipping schwann #> Warning: epsilon has fewer than 3 cells. Skipping epsilon #> Warning: macrophage has fewer than 3 cells. Skipping macrophage #> Warning: quiescent_stellate has fewer than 3 cells. Skipping quiescent_stellate #> Warning: endothelial has fewer than 3 cells. Skipping endothelial #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:09:05.45375] DEtest done #> Elapsed time:33.18 secs ConservedMarkers2 <- filter(panc8_sub@tools$DEtest_tech$ConservedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1) table(ConservedMarkers2$group1) #>  #>     celseq    celseq2 fluidigmc1     indrop  smartseq2  #>         29         11         61         52         22  ht4 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = ConservedMarkers2$gene, feature_split = ConservedMarkers2$group1,   group.by = \"tech\", split.by = \"celltype\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht4$plot   panc8_sub <- RunDEtest(panc8_sub, group_by = \"celltype\", grouping.var = \"tech\", markers_type = \"disturbed\") #> [2023-09-08 16:09:09.068901] Start DEtest #> Workers: 1 #> Find disturbed markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                   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      |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:09:46.431823] DEtest done #> Elapsed time:37.36 secs DisturbedMarkers <- filter(panc8_sub@tools$DEtest_celltype$DisturbedMarkers_wilcox, p_val_adj < 0.05 & avg_log2FC > 1 & var1 == \"smartseq2\") table(DisturbedMarkers$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                 37                117                 71                116                  5                  6  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                 16                  0                  0                  0                  0                  0  #>            schwann  #>                  0  ht5 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = DisturbedMarkers$gene, feature_split = DisturbedMarkers$group1,   group.by = \"celltype\", split.by = \"tech\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht5$plot   gene_specific <- names(which(table(DisturbedMarkers$gene) == 1)) DisturbedMarkers_specific <- DisturbedMarkers[DisturbedMarkers$gene %in% gene_specific, ] table(DisturbedMarkers_specific$group1) #>  #>              alpha               beta             ductal             acinar activated_stellate              gamma  #>                  3                 67                 27                 61                  4                  3  #>              delta            epsilon               mast        endothelial         macrophage quiescent_stellate  #>                 13                  0                  0                  0                  0                  0  #>            schwann  #>                  0  ht6 <- GroupHeatmap(panc8_sub,   slot = \"data\",   features = DisturbedMarkers_specific$gene, feature_split = DisturbedMarkers_specific$group1,   group.by = \"celltype\", split.by = \"tech\" ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht6$plot   ht7 <- GroupHeatmap(panc8_sub,   slot = \"data\", aggregate_fun = function(x) mean(expm1(x)) + 1,   features = DisturbedMarkers_specific$gene, feature_split = DisturbedMarkers_specific$group1,   group.by = \"celltype\", grouping.var = \"tech\", numerator = \"smartseq2\" ) #> Warning: When 'grouping.var' is specified, 'exp_method' can only be 'log2fc' #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. ht7$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":null,"dir":"Reference","previous_headings":"","what":"Run DiffusionMap(DM) — RunDM","title":"Run DiffusionMap(DM) — RunDM","text":"Run DM dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run DiffusionMap(DM) — RunDM","text":"","code":"RunDM(object, ...)  # S3 method for Seurat RunDM(   object,   reduction = \"pca\",   dims = 1:30,   features = NULL,   assay = NULL,   slot = \"data\",   graph = NULL,   neighbor = NULL,   ndcs = 2,   sigma = \"local\",   k = 30,   dist.method = \"euclidean\",   reduction.name = \"dm\",   reduction.key = \"DM_\",   seed.use = 42,   verbose = TRUE,   ... )  # S3 method for matrix RunDM(   object,   ndcs = 2,   sigma = \"local\",   k = 30,   dist.method = \"euclidean\",   assay = NULL,   slot = \"data\",   reduction.key = \"DM_\",   seed.use = 42,   verbose = TRUE,   ... )  # S3 method for Neighbor RunDM(   object,   ndcs = 2,   sigma = \"local\",   k = 30,   slot = \"data\",   assay = NULL,   reduction.key = \"DM_\",   verbose = TRUE,   seed.use = 42,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run DiffusionMap(DM) — RunDM","text":"object  ...  assay Name Assay dm run . slot Name slot dm run . graph  ndcs Total Number DM compute store (2 default). reduction.name dimensional reduction name, 'dm' default reduction.key dimensional reduction key, specifies string number dimension names. \"DM_\" default. seed.use Set random seed. default, sets seed 42. Setting NULL set seed. verbose Show progressbar progress information","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDM.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run DiffusionMap(DM) — RunDM","text":"Returns Seurat object DM calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":null,"dir":"Reference","previous_headings":"","what":"Run dimensionality reduction — RunDimReduction","title":"Run dimensionality reduction — RunDimReduction","text":"Run dimensionality reduction","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run dimensionality reduction — RunDimReduction","text":"","code":"RunDimReduction(   srt,   prefix = \"\",   features = NULL,   assay = NULL,   slot = \"data\",   linear_reduction = NULL,   linear_reduction_dims = 50,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = NULL,   nonlinear_reduction_dims = 2,   reduction_use = NULL,   reduction_dims = NULL,   graph_use = NULL,   neighbor_use = NULL,   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   verbose = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDimReduction.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run dimensionality reduction — RunDimReduction","text":"srt Seurat object. prefix prefix used name result. features Use features expression data run linear nonlinear dimensionality reduction. assay Specific assay get data . slot Specific slot get data . linear_reduction Method linear dimensionality reduction. Options \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Total number dimensions compute store linear_reduction. linear_reduction_params parameters passed linear_reduction method. force_linear_reduction Whether force linear dimensionality reduction. nonlinear_reduction Method nonlinear dimensionality reduction. Options \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\" nonlinear_reduction_dims Total number dimensions compute store nonlinear_reduction. reduction_use dimensional reduction use input nonlinear_reduction. reduction_dims dimensions use input nonlinear_reduction, used features NULL. graph_use Name graph use nonlinear_reduction. neighbor_use Name neighbor use nonlinear_reduction. nonlinear_reduction_params parameters passed nonlinear_reduction method. force_nonlinear_reduction Whether force nonlinear dimensionality reduction. verbose Show messages. seed Set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"Identification heterotypic (neotypic) doublets single-cell RNAseq data.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"","code":"RunDoubletCalling(   srt,   assay = \"RNA\",   db_method = \"scDblFinder\",   db_rate = ncol(srt)/1000 * 0.01,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"srt Seurat object. assay Assay use. db_method Doublet-calling methods used. Can one scDblFinder, Scrublet, DoubletDetection, scds_cxds, scds_bcds, scds_hybrid db_rate expected doublet rate. default assumed 1% per thousand cells captured (4% among 4000 thousand cells), appropriate 10x datasets. ... Arguments passed corresponding doublet-calling method.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"Returns Seurat object doublet prediction results prediction scores stored meta.data slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDoubletCalling.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling for single cell RNA-seq data. — RunDoubletCalling","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDoubletCalling(pancreas_sub, db_method = \"scDblFinder\") CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scDblFinder_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scDblFinder_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":null,"dir":"Reference","previous_headings":"","what":"RunDynamicEnrichment — RunDynamicEnrichment","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"RunDynamicEnrichment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"","code":"RunDynamicEnrichment(   srt,   lineages,   score_method = \"AUCell\",   ncore = 1,   slot = \"data\",   assay = NULL,   min_expcells = 20,   r.sq = 0.2,   dev.expl = 0.2,   padjust = 0.05,   IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"convert_species","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicEnrichment.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunDynamicEnrichment — RunDynamicEnrichment","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = \"Lineage1\", n_candidates = 200) #> [2023-09-08 16:10:43.596005] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 199 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:10:58.666097] RunDynamicFeatures done #> Elapsed time:15.07 secs ht1 <- DynamicHeatmap(   srt = pancreas_sub,   lineages = \"Lineage1\",   cell_annotation = \"SubCellType\",   n_split = 4 ) #> 146 features from Lineage1 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht1$plot   pancreas_sub <- RunDynamicEnrichment(   srt = pancreas_sub,   lineages = \"Lineage1\",   score_method = \"AUCell\",   db = \"GO_BP\",   species = \"Mus_musculus\" ) #> [2023-09-08 16:11:02.302977] Start RunDynamicFeatures #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Data is raw counts. Perform NormalizeData(LogNormalize) on the data ... #> Number of feature lists to be scored: 2738 #> [2023-09-08 16:11:09.386844] Start CellScoring #> Workers: 1 #> Warning: Feature names cannot have underscores ('_'), replacing with dashes ('-') #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from go_bp_ to gobp_ #> [2023-09-08 16:14:07.64345] CellScoring done #> Elapsed time:2.97 mins #> [2023-09-08 16:14:07.646186] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 2738 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:14:54.058053] RunDynamicFeatures done #> Elapsed time:46.41 secs #> [2023-09-08 16:14:54.0589] RunDynamicEnrichment done #> Elapsed time:3.86 mins ht2 <- DynamicHeatmap(   srt = pancreas_sub,   assay = \"GO_BP\",   lineages = \"Lineage1_GO_BP\",   cell_annotation = \"SubCellType\",   n_split = 4,   split_method = \"kmeans-peaktime\" ) #> 1856 features from Lineage1_GO_BP passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> GO-BP-2..deoxyribonucleotide.biosynthetic.process,GO-BP-2..deoxyribonucleotide.metabolic.process,GO-BP-ADP.metabolic.process,GO-BP-ATP.biosynthetic.process,GO-BP-ATP.metabolic.process,GO-BP-B.cell.activation,GO-BP-B.cell.apoptotic.process,GO-BP-B.cell.proliferation,GO-BP-CD4.positive..alpha.beta.T.cell.activation,GO-BP-DNA.conformation.change... #> Warning: The values in the 'counts' slot are non-integer. Set the library size to 1. #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht2$plot"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":null,"dir":"Reference","previous_headings":"","what":"RunDynamicFeatures — RunDynamicFeatures","title":"RunDynamicFeatures — RunDynamicFeatures","text":"RunDynamicFeatures","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunDynamicFeatures — RunDynamicFeatures","text":"","code":"RunDynamicFeatures(   srt,   lineages,   features = NULL,   suffix = lineages,   n_candidates = 1000,   minfreq = 5,   family = NULL,   slot = \"counts\",   assay = NULL,   libsize = NULL,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunDynamicFeatures — RunDynamicFeatures","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunDynamicFeatures.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunDynamicFeatures — RunDynamicFeatures","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunDynamicFeatures(pancreas_sub, lineages = c(\"Lineage1\", \"Lineage2\"), n_candidates = 200) #> [2023-09-08 16:15:33.430831] Start RunDynamicFeatures #> Workers: 1 #> Number of candidate features(union): 225 #> Calculate dynamic features for Lineage1... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> Calculate dynamic features for Lineage2... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:16:07.784473] RunDynamicFeatures done #> Elapsed time:34.35 secs names(pancreas_sub@tools$DynamicFeatures_Lineage1) #> [1] \"DynamicFeatures\" \"raw_matrix\"      \"fitted_matrix\"   \"upr_matrix\"      \"lwr_matrix\"      \"libsize\"         #> [7] \"lineages\"        \"family\"          head(pancreas_sub@tools$DynamicFeatures_Lineage1$DynamicFeatures) #>      features exp_ncells      r.sq  dev.expl peaktime valleytime pvalue padjust #> Gcg       Gcg        187 0.4655182 0.8691204 30.15024 24.1773998      0       0 #> Iapp     Iapp        334 0.4034078 0.7935303 30.15024  0.2290427      0       0 #> Pyy       Pyy        478 0.4559669 0.7388797 27.49398 15.9875637      0       0 #> Ppy       Ppy         88 0.1095566 0.6091776 30.15024  9.5549970      0       0 #> Gast     Gast        111 0.0591293 0.6073730 29.50531 10.7006670      0       0 #> Chgb     Chgb        346 0.4033797 0.7620188 23.04485 11.4825349      0       0 ht <- DynamicHeatmap(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   cell_annotation = \"SubCellType\",   n_split = 6, reverse_ht = \"Lineage1\" ) #> 169 features from Lineage1,Lineage2 passed the threshold (exp_ncells>20 & r.sq>0.2 & dev.expl>0.2 & padjust<0.05):  #> Gcg,Iapp,Pyy,Chgb,Slc38a5,Rbp4,Lrpprc,Cck,2810417H13Rik,Chga... #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> The size of the heatmap will be fixed as some elements are not scalable. ht$plot   DynamicPlot(   srt = pancreas_sub,   lineages = c(\"Lineage1\", \"Lineage2\"),   features = c(\"Nnat\", \"Irx1\"),   group.by = \"SubCellType\",   compare_lineages = TRUE,   compare_features = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":null,"dir":"Reference","previous_headings":"","what":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"Perform enrichment analysis(-representation) genes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"","code":"RunEnrichment(   srt = NULL,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"avg_log2FC > 0 & p_val_adj < 0.05\",   geneID = NULL,   geneID_groups = NULL,   geneID_exclude = NULL,   IDtype = \"symbol\",   result_IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   unlimited_db = c(\"Chromosome\", \"GeneType\", \"TF\", \"Enzyme\", \"CSPA\"),   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"geneID geneID geneID_groups geneID_groups IDtype IDtype result_IDtype result_IDtype species species db enrichment database db_update db_update convert_species  TERM2GENE TERM2GENE TERM2NAME TERM2NAME minGSSize minGSSize maxGSSize maxGSSize GO_simplify GO_simplify simplify_method simplify_method simplify_similarityCutoff simplify_similarityCutoff GO_simplify_padjustCutoff GO_simplify_padjustCutoff universe universe","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunEnrichment.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Perform the enrichment analysis(over-representation) on the genes — RunEnrichment","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\") #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 16:16:21.452923] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:16:25.325272] DEtest done #> Elapsed time:3.87 secs pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\", DE_threshold = \"p_val_adj < 0.05\",   db = \"GO_BP\", species = \"Mus_musculus\" ) #> [2023-09-08 16:16:25.328582] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:17:25.725114] Enrichment done #> Elapsed time:1.01 mins EnrichmentPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\", DE_threshold = \"p_val_adj < 0.05\",   db = c(\"MSigDB\", \"MSigDB_MH\"), species = \"Mus_musculus\" ) #> [2023-09-08 16:17:26.03741] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Preparing database: MSigDB #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:19:42.151135] Enrichment done #> Elapsed time:2.27 mins EnrichmentPlot(pancreas_sub, db = \"MSigDB\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.  EnrichmentPlot(pancreas_sub, db = \"MSigDB_MH\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Remove redundant GO terms pancreas_sub <- RunEnrichment(srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", GO_simplify = TRUE, species = \"Mus_musculus\") #> [2023-09-08 16:19:42.920584] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:21:46.49949] Enrichment done #> Elapsed time:2.06 mins EnrichmentPlot(pancreas_sub, db = \"GO_BP_sim\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Use a combined database pancreas_sub <- RunEnrichment(   srt = pancreas_sub, group_by = \"CellType\",   db = c(\"KEGG\", \"WikiPathway\", \"Reactome\", \"PFAM\", \"MP\"),   db_combine = TRUE,   species = \"Mus_musculus\" ) #> [2023-09-08 16:21:46.837909] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: MP version:2023-09-04 08:03 nterm:10294 created:2023-09-08 15:36:02.719487 #> Install package: \"PFAM.db\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing package(s) 'PFAM.db' #>  #> Install package: \"reactome.db\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing package(s) 'reactome.db' #> Preparing database: KEGG #> Preparing database: WikiPathway #> Preparing database: Reactome #> Preparing database: PFAM #> Convert ID types for the database: KEGG #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 9248 genes mapped with entrez_id #> ============================== #> 9248 genes mapped #> 86 genes unmapped #> ============================== #> Convert ID types for the database: WikiPathway #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 4560 genes mapped with entrez_id #> ============================== #> 4560 genes mapped #> 0 genes unmapped #> ============================== #> Convert ID types for the database: Reactome #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 8562 genes mapped with entrez_id #> ============================== #> 8562 genes mapped #> 6 genes unmapped #> ============================== #> Convert ID types for the database: PFAM #> Connect to the Ensembl archives... #> Using the 103 version of biomart... #> Connecting to the biomart... #> Searching the dataset mmusculus ... #> Connecting to the dataset mmusculus_gene_ensembl ... #> Converting the geneIDs... #> 19463 genes mapped with entrez_id #> ============================== #> 19463 genes mapped #> 73 genes unmapped #> ============================== #> Create 'Combined' database ... #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:26:17.425942] Enrichment done #> Elapsed time:4.51 mins EnrichmentPlot(pancreas_sub, db = \"Combined\", group_by = \"CellType\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2.   # Or use \"geneID\" and \"geneID_groups\" as input to run enrichment de_df <- dplyr::filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05) enrich_out <- RunEnrichment(geneID = de_df[[\"gene\"]], geneID_groups = de_df[[\"group1\"]], db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-08 16:26:17.867518] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:27:24.150185] Enrichment done #> Elapsed time:1.1 mins EnrichmentPlot(res = enrich_out, db = \"GO_BP\", plot_type = \"comparison\") #> Warning: Vectorized input to `element_text()` is not officially supported. #> ℹ Results may be unexpected or may change in future versions of ggplot2."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":null,"dir":"Reference","previous_headings":"","what":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"Create force-directed layout developed Fruchterman Reingold.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"","code":"RunFR(object, ...)  # S3 method for Seurat RunFR(   object,   reduction = NULL,   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   graph = NULL,   neighbor = NULL,   k.param = 20,   ndim = 2,   niter = 500,   seed.use = 42L,   verbose = TRUE,   reduction.name = \"FR\",   reduction.key = \"FR_\",   ... )  # S3 method for default RunFR(   object,   ndim = 2,   niter = 500,   reduction.key = \"FR_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunFR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create the force-directed layout developed by Fruchterman and Reingold. — RunFR","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":null,"dir":"Reference","previous_headings":"","what":"Run GLMPCA — RunGLMPCA","title":"Run GLMPCA — RunGLMPCA","text":"Run GLMPCA","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run GLMPCA — RunGLMPCA","text":"","code":"RunGLMPCA(object, ...)  # S3 method for Seurat RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.name = \"glmpca\",   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )  # S3 method for Assay RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.name = \"glmpca\",   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )  # S3 method for default RunGLMPCA(   object,   L = 5,   fam = c(\"poi\", \"nb\", \"nb2\", \"binom\", \"mult\", \"bern\"),   assay = NULL,   slot = \"counts\",   features = NULL,   reduction.key = \"GLMPC_\",   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run GLMPCA — RunGLMPCA","text":"object Seurat object ...  L number dimensions return (defaults 5) assay Assay use, defaults default assay features list features use performing GLM-PCA. null, defaults variable features. reduction.name Name store resulting DimReduc object . Defaults glmpca reduction.key Key resulting DimReduc. Defaults GLMPC_","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGLMPCA.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run GLMPCA — RunGLMPCA","text":"Seurat object containing output GLMPCA stored DimReduc object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":null,"dir":"Reference","previous_headings":"","what":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"Perform enrichment analysis(GSEA) genes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"","code":"RunGSEA(   srt = NULL,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"p_val_adj < 0.05\",   scoreType = \"std\",   geneID = NULL,   geneScore = NULL,   geneID_groups = NULL,   geneID_exclude = NULL,   IDtype = \"symbol\",   result_IDtype = \"symbol\",   species = \"Homo_sapiens\",   db = \"GO_BP\",   db_update = FALSE,   db_version = \"latest\",   db_combine = FALSE,   convert_species = TRUE,   Ensembl_version = 103,   mirror = NULL,   TERM2GENE = NULL,   TERM2NAME = NULL,   minGSSize = 10,   maxGSSize = 500,   unlimited_db = c(\"Chromosome\", \"GeneType\", \"TF\", \"Enzyme\", \"CSPA\"),   GO_simplify = FALSE,   GO_simplify_cutoff = \"p.adjust < 0.05\",   simplify_method = \"Wang\",   simplify_similarityCutoff = 0.7,   BPPARAM = BiocParallel::bpparam(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"geneID geneID geneID_groups geneID_groups IDtype IDtype result_IDtype result_IDtype species species db enrichment database db_update db_update convert_species  TERM2GENE TERM2GENE TERM2NAME TERM2NAME minGSSize minGSSize maxGSSize maxGSSize GO_simplify GO_simplify simplify_method simplify_method simplify_similarityCutoff simplify_similarityCutoff GO_simplify_padjustCutoff GO_simplify_padjustCutoff","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunGSEA.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Perform the enrichment analysis(GSEA) on the genes — RunGSEA","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE, fc.threshold = 1) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 16:27:30.481149] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:34:15.967379] DEtest done #> Elapsed time:6.76 mins pancreas_sub <- RunGSEA(pancreas_sub,   group_by = \"CellType\", DE_threshold = \"p_val_adj < 0.05\",   scoreType = \"std\", db = \"GO_BP\", species = \"Mus_musculus\" ) #> [2023-09-08 16:34:15.970888] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:40:51.303443] GSEA done #> Elapsed time:6.59 mins GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", plot_type = \"comparison\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Ductal\", id_use = \"GO:0006412\")  GSEAPlot(pancreas_sub, db = \"GO_BP\", group_by = \"CellType\", group_use = \"Endocrine\", id_use = c(\"GO:0046903\", \"GO:0015031\", \"GO:0007600\"))   # Remove redundant GO terms pancreas_sub <- RunGSEA(srt = pancreas_sub, group_by = \"CellType\", db = \"GO_BP\", GO_simplify = TRUE, species = \"Mus_musculus\") #> [2023-09-08 16:40:53.475685] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:48:11.116546] GSEA done #> Elapsed time:7.29 mins GSEAPlot(pancreas_sub, db = \"GO_BP_sim\", group_by = \"CellType\", plot_type = \"comparison\")   # Use a combined database pancreas_sub <- RunGSEA(   srt = pancreas_sub, group_by = \"CellType\",   db = c(\"KEGG\", \"WikiPathway\", \"Reactome\", \"PFAM\", \"MP\"),   db_combine = TRUE,   species = \"Mus_musculus\" ) #> [2023-09-08 16:48:11.514262] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: KEGG version:Release 107.0+/09-08, Sep 23 nterm:351 created:2023-09-08 16:24:54.778765 #> Loading cached db: WikiPathway version:20230810 nterm:200 created:2023-09-08 16:25:04.218829 #> Loading cached db: Reactome version:1.84.0 nterm:1715 created:2023-09-08 16:25:20.498028 #> Loading cached db: PFAM version:3.17.0 nterm:6565 created:2023-09-08 16:25:49.917661 #> Loading cached db: MP version:2023-09-04 08:03 nterm:10294 created:2023-09-08 15:36:02.719487 #> Create 'Combined' database ... #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:50:29.901259] GSEA done #> Elapsed time:2.31 mins GSEAPlot(pancreas_sub, db = \"Combined\", group_by = \"CellType\", plot_type = \"comparison\")   # Or use \"geneID\", \"geneScore\" and \"geneID_groups\" as input to run GSEA de_df <- dplyr::filter(pancreas_sub@tools$DEtest_CellType$AllMarkers_wilcox, p_val_adj < 0.05) gsea_out <- RunGSEA(geneID = de_df[[\"gene\"]], geneScore = de_df[[\"avg_log2FC\"]], geneID_groups = de_df[[\"group1\"]], db = \"GO_BP\", species = \"Mus_musculus\") #> [2023-09-08 16:50:30.280804] Start GSEA #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform GSEA... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:57:12.112682] GSEA done #> Elapsed time:6.7 mins GSEAPlot(res = gsea_out, db = \"GO_BP\", plot_type = \"comparison\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":null,"dir":"Reference","previous_headings":"","what":"Harmony single cell integration — RunHarmony2","title":"Harmony single cell integration — RunHarmony2","text":"Run Harmony algorithm Seurat pipelines.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Harmony single cell integration — RunHarmony2","text":"","code":"RunHarmony2(object, ...)  # S3 method for Seurat RunHarmony2(   object,   group.by.vars,   reduction = \"pca\",   dims.use = NULL,   theta = NULL,   lambda = NULL,   sigma = 0.1,   nclust = NULL,   tau = 0,   block.size = 0.05,   max.iter.harmony = 10,   max.iter.cluster = 20,   epsilon.cluster = 1e-05,   epsilon.harmony = 1e-04,   plot_convergence = FALSE,   verbose = TRUE,   reference_values = NULL,   reduction.save = \"Harmony\",   assay.use = \"RNA\",   project.dim = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunHarmony2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Harmony single cell integration — RunHarmony2","text":"object  ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with KNN method — RunKNNMap","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"Single-cell reference mapping KNN method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"","code":"RunKNNMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = NULL,   ref_umap = NULL,   ref_group = NULL,   features = NULL,   nfeatures = 2000,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with KNN method — RunKNNMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-08 16:57:17.281048] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunKNNMap(srt_query = srt_query, srt_ref = srt_ref, ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'SeuratUMAP2D' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using similarity. — RunKNNPredict","title":"Annotate single cells using similarity. — RunKNNPredict","text":"Annotate single cells using similarity.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using similarity. — RunKNNPredict","text":"","code":"RunKNNPredict(   srt_query,   srt_ref = NULL,   bulk_ref = NULL,   query_group = NULL,   ref_group = NULL,   query_assay = NULL,   ref_assay = NULL,   query_reduction = NULL,   ref_reduction = NULL,   query_dims = 1:30,   ref_dims = 1:30,   query_collapsing = !is.null(query_group),   ref_collapsing = TRUE,   return_full_distance_matrix = FALSE,   features = NULL,   features_type = c(\"HVF\", \"DE\"),   feature_source = \"both\",   nfeatures = 2000,   DEtest_param = list(max.cells.per.ident = 200, test.use = \"wilcox\"),   DE_threshold = \"p_val_adj < 0.05\",   nn_method = NULL,   distance_metric = \"cosine\",   k = 30,   filter_lowfreq = 0,   prefix = \"KNNPredict\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using similarity. — RunKNNPredict","text":"srt_query seurat object. bulk_ref cell atlas matrix, e.g., SCP::ref_scHCL query_assay assay used srt_query DE_threshold Threshold used filter DE features. Default \"p_val < 0.05\". using \"roc\" test, DE_threshold needs reassigned. e.g. \"power > 0.5\" k Number predictions return. prefix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunKNNPredict.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using similarity. — RunKNNPredict","text":"","code":"# Annotate cells using bulk RNA-seq data data(\"pancreas_sub\") data(\"ref_scMCA\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 16:57:19.228341] Start Standard_SCP #> [2023-09-08 16:57:19.228637] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 16:57:20.625969] Finished checking. #> [2023-09-08 16:57:20.626299] Perform ScaleData on the data... #> [2023-09-08 16:57:20.807471] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 16:57:21.786276] Perform FindClusters (louvain) on the data... #> [2023-09-08 16:57:21.926812] Reorder clusters... #> [2023-09-08 16:57:22.225544] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 16:57:33.881285] Standard_SCP done #> Elapsed time: 14.65 secs  pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Removal of low credible cell types from the predicted results pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, bulk_ref = ref_scMCA, filter_lowfreq = 30) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Annotate clusters using bulk RNA-seq data pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, query_group = \"SubCellType\", bulk_ref = ref_scMCA) #> Use 535 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)   # Annotate using single cell RNA-seq data data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-08 16:57:39.216217] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 16:57:40.12257] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 16:57:43.53514] Finished checking.  pancreas_sub <- RunKNNPredict(srt_query = pancreas_sub, srt_ref = panc8_sub, ref_group = \"celltype\") #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", ref_collapsing = FALSE ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_prob\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", ref_group = \"celltype\" ) #> Use the HVF to calculate distance metric. #> Use 631 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   # Annotate with DE gene instead of HVF pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\",   features_type = \"DE\", feature_source = \"ref\" ) #> [2023-09-08 16:57:48.029079] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:57:59.055708] DEtest done #> Elapsed time:11.03 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the ref data: 2000 #> Use 1865 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")   pancreas_sub <- RunKNNPredict(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"SubCellType\", ref_group = \"celltype\",   features_type = \"DE\", feature_source = \"both\" ) #> [2023-09-08 16:58:00.093378] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 8 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:58:02.967017] DEtest done #> Elapsed time:2.87 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the query data: 956 #> [2023-09-08 16:58:03.188753] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 13 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 16:58:13.594922] DEtest done #> Elapsed time:10.41 secs #> Use the DE features from AllMarkers_wilcox to calculate distance metric. #> DE features number of the ref data: 252 #> Use 67 features to calculate distance. #> Detected query data type: log_normalized_counts #> Detected reference data type: log_normalized_counts #> Calculate similarity... #> Use 'raw' method to find neighbors. #> Predict cell type... CellDimPlot(pancreas_sub, group.by = \"KNNPredict_classification\", label = TRUE)  FeatureDimPlot(pancreas_sub, features = \"KNNPredict_simil\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":null,"dir":"Reference","previous_headings":"","what":"Run LargeVis — RunLargeVis","title":"Run LargeVis — RunLargeVis","text":"Run LargeVis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run LargeVis — RunLargeVis","text":"","code":"RunLargeVis(object, ...)  # S3 method for Seurat RunLargeVis(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   perplexity = 50,   n_neighbors = perplexity * 3,   n_components = 2,   metric = \"euclidean\",   n_epochs = -1,   learning_rate = 1,   scale = \"maxabs\",   init = \"lvrandom\",   init_sdev = NULL,   repulsion_strength = 7,   negative_sample_rate = 5,   nn_method = NULL,   n_trees = 50,   search_k = 2 * n_neighbors * n_trees,   n_threads = NULL,   n_sgd_threads = 0,   grain_size = 1,   kernel = \"gauss\",   pca = NULL,   pca_center = TRUE,   pcg_rand = TRUE,   fast_sgd = FALSE,   batch = FALSE,   opt_args = NULL,   epoch_callback = NULL,   pca_method = NULL,   reduction.name = \"largevis\",   reduction.key = \"LargeVis_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunLargeVis(   object,   assay = NULL,   perplexity = 50,   n_neighbors = perplexity * 3,   n_components = 2,   metric = \"euclidean\",   n_epochs = -1,   learning_rate = 1,   scale = \"maxabs\",   init = \"lvrandom\",   init_sdev = NULL,   repulsion_strength = 7,   negative_sample_rate = 5,   nn_method = NULL,   n_trees = 50,   search_k = 2 * n_neighbors * n_trees,   n_threads = NULL,   n_sgd_threads = 0,   grain_size = 1,   kernel = \"gauss\",   pca = NULL,   pca_center = TRUE,   pcg_rand = TRUE,   fast_sgd = FALSE,   batch = FALSE,   opt_args = NULL,   epoch_callback = NULL,   pca_method = NULL,   reduction.key = \"LargeVis_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunLargeVis.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run LargeVis — RunLargeVis","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":null,"dir":"Reference","previous_headings":"","what":"Run multi-dimensional scaling(MDS) — RunMDS","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"Run MDS dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"","code":"RunMDS(object, ...)  # S3 method for Seurat RunMDS(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.name = \"mds\",   reduction.key = \"MDS_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for Assay RunMDS(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"MDS_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for default RunMDS(   object,   assay = NULL,   slot = \"data\",   nmds = 50,   dist.method = \"euclidean\",   mds.method = \"cmdscale\",   rev.mds = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"MDS_\",   seed.use = 42,   verbose = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"object object ...  assay Name Assay mds run . slot Name slot mds run . features Features compute mds . features=NULL, mds run using variable features Assay. nmds Total Number MDS compute store (50 default). rev.mds default computes mds cell x gene matrix. Setting true compute gene x cell matrix. ndims.print MDS print genes . nfeatures.print Number genes print MDS. reduction.name dimensional reduction name, 'mds' default reduction.key dimensional reduction key, specifies string number dimension names. \"MDS_\" default. verbose Print top genes associated high/low loadings MDS. seed.use Set random seed. default, sets seed 42. Setting NULL set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMDS.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run multi-dimensional scaling(MDS) — RunMDS","text":"Returns Seurat object MDS calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Monocle2 analysis — RunMonocle2","title":"Run Monocle2 analysis — RunMonocle2","text":"Run Monocle2 analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Monocle2 analysis — RunMonocle2","text":"","code":"RunMonocle2(   srt,   annotation = NULL,   assay = NULL,   slot = \"counts\",   expressionFamily = \"negbinomial.size\",   features = NULL,   feature_type = \"HVF\",   disp_filter = \"mean_expression >= 0.1 & dispersion_empirical >= 1 * dispersion_fit\",   max_components = 2,   reduction_method = \"DDRTree\",   norm_method = \"log\",   residualModelFormulaStr = NULL,   pseudo_expr = 1,   root_state = NULL,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Monocle2 analysis — RunMonocle2","text":"seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle2.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Monocle2 analysis — RunMonocle2","text":"","code":"if (interactive()) {   data(\"pancreas_sub\")   pancreas_sub <- RunMonocle2(srt = pancreas_sub, annotation = \"CellType\")   names(pancreas_sub@tools$Monocle2)   trajectory <- pancreas_sub@tools$Monocle2$trajectory    p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"DDRTree\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\")   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle2_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\")   print(p1 + p2 + p3)    pancreas_sub <- RunMonocle2(     srt = pancreas_sub, annotation = \"CellType\",     feature_type = \"Disp\", disp_filter = \"mean_expression >= 0.01 & dispersion_empirical >= 1 * dispersion_fit\"   )   trajectory <- pancreas_sub@tools$Monocle2$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"DDRTree\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle2_State\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\")   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle2_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\")   print(p1 + p2 + p3) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Monocle3 analysis — RunMonocle3","title":"Run Monocle3 analysis — RunMonocle3","text":"Run Monocle3 analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Monocle3 analysis — RunMonocle3","text":"","code":"RunMonocle3(   srt,   annotation = NULL,   assay = NULL,   slot = \"counts\",   reduction = DefaultReduction(srt),   clusters = NULL,   graph = NULL,   partition_qval = 0.05,   k = 50,   cluster_method = \"louvain\",   num_iter = 2,   resolution = NULL,   use_partition = NULL,   close_loop = TRUE,   learn_graph_control = NULL,   root_pr_nodes = NULL,   root_cells = NULL,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Monocle3 analysis — RunMonocle3","text":"clusters","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunMonocle3.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Monocle3 analysis — RunMonocle3","text":"","code":"if (interactive()) {   data(\"pancreas_sub\")   # Use Monocle clusters to infer the trajectories   pancreas_sub <- RunMonocle3(srt = pancreas_sub, annotation = \"CellType\", reduction = \"UMAP\")   names(pancreas_sub@tools$Monocle3)   trajectory <- pancreas_sub@tools$Monocle3$trajectory   milestones <- pancreas_sub@tools$Monocle3$milestones    p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\") + trajectory + milestones   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"UMAP\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"UMAP\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3)    # Select the lineage using monocle3::choose_graph_segments   cds <- pancreas_sub@tools$Monocle3$cds   cds_sub <- monocle3::choose_graph_segments(cds, starting_pr_node = NULL, ending_pr_nodes = NULL)   pancreas_sub$Lineages_1 <- NA   pancreas_sub$Lineages_1[colnames(cds_sub)] <- pancreas_sub$Monocle3_Pseudotime[colnames(cds_sub)]   CellDimPlot(pancreas_sub, group.by = \"SubCellType\", lineages = \"Lineages_1\", lineages_span = 0.1, theme_use = \"theme_blank\")    # Use Seurat clusters to infer the trajectories   pancreas_sub <- Standard_SCP(pancreas_sub)   CellDimPlot(pancreas_sub, group.by = c(\"Standardclusters\", \"CellType\"), label = TRUE, theme_use = \"theme_blank\")   pancreas_sub <- RunMonocle3(srt = pancreas_sub, annotation = \"CellType\", clusters = \"Standardclusters\")   trajectory <- pancreas_sub@tools$Monocle3$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3)    # Use custom graphs and cell clusters to infer the partitions and trajectories, respectively   pancreas_sub <- Standard_SCP(pancreas_sub, cluster_resolution = 5)   CellDimPlot(pancreas_sub, group.by = c(\"Standardclusters\", \"CellType\"), label = TRUE)   pancreas_sub <- RunMonocle3(     srt = pancreas_sub, annotation = \"CellType\",     clusters = \"Standardclusters\", graph = \"Standardpca_SNN\"   )   trajectory <- pancreas_sub@tools$Monocle3$trajectory   p1 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_partitions\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p2 <- CellDimPlot(pancreas_sub, group.by = \"Monocle3_clusters\", reduction = \"StandardUMAP2D\", label = TRUE, theme_use = \"theme_blank\") + trajectory   p3 <- FeatureDimPlot(pancreas_sub, features = \"Monocle3_Pseudotime\", reduction = \"StandardUMAP2D\", theme_use = \"theme_blank\") + trajectory   print(p1 + p2 + p3) }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Non-negative matrix factorization(NMF) — RunNMF","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"Run NMF dimensionality reduction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"","code":"RunNMF(object, ...)  # S3 method for Seurat RunNMF(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.name = \"nmf\",   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for Assay RunNMF(   object,   assay = NULL,   slot = \"data\",   features = NULL,   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )  # S3 method for default RunNMF(   object,   assay = NULL,   slot = \"data\",   nbes = 50,   nmf.method = \"RcppML\",   tol = 1e-05,   maxit = 100,   rev.nmf = FALSE,   ndims.print = 1:5,   nfeatures.print = 30,   reduction.key = \"BE_\",   verbose = TRUE,   seed.use = 42,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"object object ...  assay Name Assay nmf run . slot Name slot nmf run . features Features compute nmf . features=NULL, nmf run using variable features Assay. nbes Total Number BEs(\"basis experiment\", aka \"metagene\") compute store (50 default). rev.nmf default computes nmf cell x gene matrix. Setting true compute gene x cell matrix. ndims.print BEs print genes . nfeatures.print Number genes print . reduction.name dimensional reduction name, 'nmf' default reduction.key dimensional reduction key, specifies string number dimension names. \"BE_\" default. verbose Print top genes associated high/low loadings BEs. seed.use Set random seed. default, sets seed 42. Setting NULL set seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunNMF.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run Non-negative matrix factorization(NMF) — RunNMF","text":"Returns Seurat object NMF calculation stored reductions slot.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PAGA analysis — RunPAGA","title":"Run PAGA analysis — RunPAGA","text":"Run PAGA analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PAGA analysis — RunPAGA","text":"","code":"RunPAGA(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   n_pcs = 30,   n_neighbors = 30,   use_rna_velocity = FALSE,   vkey = \"stochastic\",   embedded_with_PAGA = FALSE,   paga_layout = \"fr\",   threshold = 0.1,   point_size = 20,   infer_pseudotime = FALSE,   root_group = NULL,   root_cell = NULL,   n_dcs = 10,   n_branchings = 0,   min_group_size = 0.01,   palette = \"Paired\",   palcolor = NULL,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PAGA analysis — RunPAGA","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. n_pcs n_pcs. n_neighbors n_neighbors. use_rna_velocity use_rna_velocity. vkey Key velocity. Default \"stochastic\". paga_layout Plotting layout computes positions. See See layout param scanpy.pl.paga function. threshold edge threshold. point_size point_size. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run PAGA analysis — RunPAGA","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPAGA.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run PAGA analysis — RunPAGA","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPAGA(srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") #> 'misc' slot is not converted. #> 'tools' slot is not converted. CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"draw_graph_fr\")  PAGAPlot(pancreas_sub, reduction = \"UMAP\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", paga = pancreas_sub@misc$paga)   pancreas_sub <- RunPAGA(   srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\",   embedded_with_PAGA = TRUE, infer_pseudotime = TRUE, root_group = \"Ductal\" ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase dpt_pseudotime #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M     0.08858810 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1     0.61145532 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M     0.10923140 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1     0.86335427 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M     0.03584586 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1     0.03778159 names(pancreas_sub@reductions) #> [1] \"PCA\"           \"UMAP\"          \"draw_graph_fr\" \"PAGAUMAP2D\"    \"diffmap\"       FeatureDimPlot(pancreas_sub, features = \"dpt_pseudotime\", reduction = \"PAGAUMAP2D\")  PAGAPlot(pancreas_sub, reduction = \"PAGAUMAP2D\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"PAGAUMAP2D\", paga = pancreas_sub@misc$paga)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with PCA method — RunPCAMap","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"Single-cell reference mapping PCA method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"","code":"RunPCAMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_dims = 1:30,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPCAMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with PCA method — RunPCAMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-08 16:59:21.485943] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunPCAMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Seuratpca\", ref_umap = \"SeuratUMAP2D\") #> Error: Cannot find 'Seuratpca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PHATE — RunPHATE","title":"Run PHATE — RunPHATE","text":"Run PHATE","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PHATE — RunPHATE","text":"","code":"RunPHATE(object, ...)  # S3 method for Seurat RunPHATE(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   knn = 5,   decay = 40,   n_landmark = 2000,   t = \"auto\",   gamma = 1,   n_pca = 100,   knn_dist = \"euclidean\",   knn_max = NULL,   n_jobs = 1,   mds = \"metric\",   mds_dist = \"euclidean\",   mds_solver = \"sgd\",   t_max = 100,   do_cluster = FALSE,   n_clusters = \"auto\",   max_clusters = 100,   reduction.name = \"phate\",   reduction.key = \"PHATE_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunPHATE(   object,   assay = NULL,   n_components = 2,   knn = 5,   decay = 40,   n_landmark = 2000,   t = \"auto\",   gamma = 1,   n_pca = 100,   knn_dist = \"euclidean\",   knn_max = NULL,   n_jobs = 1,   mds = \"metric\",   mds_dist = \"euclidean\",   mds_solver = \"sgd\",   t_max = 100,   do_cluster = FALSE,   n_clusters = \"auto\",   max_clusters = 100,   reduction.key = \"PHATE_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPHATE.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PHATE — RunPHATE","text":"object  ...  max_clusters","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":null,"dir":"Reference","previous_headings":"","what":"Run PaCMAP — RunPaCMAP","title":"Run PaCMAP — RunPaCMAP","text":"Run PaCMAP","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run PaCMAP — RunPaCMAP","text":"","code":"RunPaCMAP(object, ...)  # S3 method for Seurat RunPaCMAP(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   n.neighbors = NULL,   MN_ratio = 0.5,   FP_ratio = 2,   pair_neighbors = NULL,   pair_MN = NULL,   pair_FP = NULL,   distance_method = \"euclidean\",   lr = 1,   num_iters = 450L,   apply_pca = TRUE,   init = \"random\",   reduction.name = \"pacmap\",   reduction.key = \"PaCMAP_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunPaCMAP(   object,   assay = NULL,   n_components = 2,   n.neighbors = NULL,   MN_ratio = 0.5,   FP_ratio = 2,   pair_neighbors = NULL,   pair_MN = NULL,   pair_FP = NULL,   distance_method = \"euclidean\",   lr = 1,   num_iters = 450L,   apply_pca = TRUE,   init = \"random\",   reduction.key = \"PaCMAP_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPaCMAP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run PaCMAP — RunPaCMAP","text":"object  ...  assay  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":null,"dir":"Reference","previous_headings":"","what":"Run Palantir analysis — RunPalantir","title":"Run Palantir analysis — RunPalantir","text":"Run Palantir analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run Palantir analysis — RunPalantir","text":"","code":"RunPalantir(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   n_pcs = 30,   n_neighbors = 30,   dm_n_components = 10,   dm_alpha = 0,   dm_n_eigs = NULL,   early_group = NULL,   terminal_groups = NULL,   early_cell = NULL,   terminal_cells = NULL,   num_waypoints = 1200,   scale_components = TRUE,   use_early_cell_as_start = TRUE,   adjust_early_cell = FALSE,   adjust_terminal_cells = FALSE,   max_iterations = 25,   n_jobs = 8,   point_size = 20,   palette = \"Paired\",   palcolor = NULL,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run Palantir analysis — RunPalantir","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. n_pcs n_pcs. n_neighbors n_neighbors. n_jobs n_jobs. point_size point_size. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run Palantir analysis — RunPalantir","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunPalantir.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run Palantir analysis — RunPalantir","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunPalantir(   srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\",   early_group = \"Ductal\", use_early_cell_as_start = TRUE,   terminal_groups = c(\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\") ) #> 'misc' slot is not converted. #> 'tools' slot is not converted. head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase palantir_pseudotime #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M          0.25910808 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1          0.49968980 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M          0.29036675 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1          0.69014101 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M          0.11107706 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1          0.03843483 #>                  palantir_diff_potential Delta_diff_potential Epsilon_diff_potential Alpha_diff_potential #> CAGCCGAAGCGATATA               1.1828661            0.3363345             0.09180837           0.10830487 #> AGTGTCATCGCCGTGA               1.1772545            0.3362934             0.08943487           0.10713285 #> GATGAAAAGTTGTAGA               1.1828661            0.3363345             0.09180837           0.10830487 #> CACAGTACATCCGTGG               0.9354271            0.2798339             0.02801623           0.06885154 #> CGGAGCTCATTGGGCC               1.1828661            0.3363345             0.09180837           0.10830487 #> AGAGCTTGTGTGACCC               1.1828661            0.3363345             0.09180837           0.10830487 #>                  Beta_diff_potential #> CAGCCGAAGCGATATA           0.4635523 #> AGTGTCATCGCCGTGA           0.4671389 #> GATGAAAAGTTGTAGA           0.4635523 #> CACAGTACATCCGTGG           0.6232984 #> CGGAGCTCATTGGGCC           0.4635523 #> AGAGCTTGTGTGACCC           0.4635523 FeatureDimPlot(pancreas_sub, c(\"palantir_pseudotime\", \"palantir_diff_potential\"))  FeatureDimPlot(pancreas_sub, paste0(c(\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"), \"_diff_potential\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":null,"dir":"Reference","previous_headings":"","what":"RunSCExplorer — RunSCExplorer","title":"RunSCExplorer — RunSCExplorer","text":"RunSCExplorer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunSCExplorer — RunSCExplorer","text":"","code":"RunSCExplorer(   base_dir = \"SCExplorer\",   DataFile = \"Data.hdf5\",   MetaFile = \"Meta.hdf5\",   title = \"SCExplorer\",   initial_dataset = NULL,   initial_reduction = NULL,   initial_group = NULL,   initial_feature = NULL,   initial_assay = NULL,   initial_slot = NULL,   initial_label = \"No\",   initial_cell_palette = \"Paired\",   initial_feature_palette = \"Spectral\",   initial_theme = \"theme_scp\",   initial_size = 4,   initial_ncol = 3,   initial_arrange = \"Row\",   initial_dpi = 100,   workers = 2,   threads_per_workers = 10,   create_script = TRUE,   style_script = require(\"styler\", quietly = TRUE),   overwrite = FALSE,   return_app = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunSCExplorer — RunSCExplorer","text":"workers","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCExplorer.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunSCExplorer — RunSCExplorer","text":"","code":"if (FALSE) { data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) data(\"panc8_sub\") panc8_sub <- Integration_SCP(srtMerge = panc8_sub, batch = \"tech\", integration_method = \"Seurat\")  PrepareSCExplorer(list(mouse_pancreas = pancreas_sub, human_pancreas = panc8_sub), base_dir = \"./SCExplorer\", overwrite = TRUE)  # Create the app.R script app <- RunSCExplorer(base_dir = \"./SCExplorer\", workers = 2, overwrite = TRUE) list.files(\"./SCExplorer\") # This directory can be used as site directory for Shiny Server.  # Run shiny app if (interactive()) {   shiny::runApp(app) } # Note: If SCP installed in the isolated environment using renv, you need to add `renv::activate(project = \"path/to/SCP_env\")` to the app.R script.  #################################################################################################################### # You can deploy the app on the self-hosted shiny server(https://www.rstudio.com/products/shiny/shiny-server/). # Or deploy the app on the website(https://www.shinyapps.io) for free:  ### step1: set the repository URL for Bioconductor packages and update them to the latest version # options(repos = BiocManager::repositories()) # BiocManager::install(ask = FALSE)  ### step2: install \"rsconnect\" package and authorize your account # install.packages(\"rsconnect\") # library(rsconnect) # setAccountInfo(name = \"<NAME>\", token = \"<TOKEN>\", secret = \"<SECRET>\")  ### step3: deploy the app # deployApp(\"./SCExplorer\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":null,"dir":"Reference","previous_headings":"","what":"Run scVelo analysis — RunSCVELO","title":"Run scVelo analysis — RunSCVELO","text":"scVelo scalable toolkit RNA velocity analysis single cells. function performs scVelo workflow R reticulate.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run scVelo analysis — RunSCVELO","text":"","code":"RunSCVELO(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   linear_reduction = NULL,   nonlinear_reduction = NULL,   basis = NULL,   mode = \"stochastic\",   fitting_by = \"stochastic\",   magic_impute = FALSE,   knn = 5,   t = 2,   min_shared_counts = 30,   n_pcs = 30,   n_neighbors = 30,   approx = TRUE,   stream_smooth = NULL,   stream_density = 2,   arrow_length = 5,   arrow_size = 5,   arrow_density = 0.5,   denoise = FALSE,   denoise_topn = 3,   kinetics = FALSE,   kinetics_topn = 100,   calculate_velocity_genes = FALSE,   top_n = 6,   n_jobs = 1,   palette = \"Paired\",   palcolor = NULL,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run scVelo analysis — RunSCVELO","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. linear_reduction linear_reduction. nonlinear_reduction nonlinear_reduction. basis basis. mode mode. fitting_by fitting_by. min_shared_counts min_shared_counts. n_pcs n_pcs. n_neighbors n_neighbors. approx approx. stream_smooth stream_smooth. stream_density stream_density. arrow_length arrow_length. arrow_size arrow_size. arrow_density arrow_density. calculate_velocity_genes calculate_velocity_genes. n_jobs n_jobs. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat  h5ad h5ad file path.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run scVelo analysis — RunSCVELO","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSCVELO.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run scVelo analysis — RunSCVELO","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSCVELO(srt = pancreas_sub, assay_X = \"RNA\", group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ head(pancreas_sub[[]]) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase initial_size_unspliced #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M                   1587 #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1                   1199 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M                   2166 #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1                   1339 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M                    976 #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1                    822 #>                  initial_size_spliced initial_size n_counts root_cells   end_points stochastic_self_transition #> CAGCCGAAGCGATATA                10653        10653 4571.989          0 1.452156e-03                  0.4485805 #> AGTGTCATCGCCGTGA                 4596         4596 4538.002          0 4.700293e-05                  0.3937627 #> GATGAAAAGTTGTAGA                14091        14091 4556.545          0 3.551841e-03                  0.7711352 #> CACAGTACATCCGTGG                 5484         5484 4488.308          0 1.154690e-03                  0.2689254 #> CGGAGCTCATTGGGCC                 7357         7357 4579.191          0 3.440304e-04                  0.2470511 #> AGAGCTTGTGTGACCC                 6498         6498 4593.732          0 1.423519e-04                  0.4078819 #>                  stochastic_length stochastic_confidence stochastic_confidence_transition stochastic_root_cells #> CAGCCGAAGCGATATA              4.17             0.8269730                       0.06003009                     0 #> AGTGTCATCGCCGTGA             18.09             0.9360172                       0.13206813                     0 #> GATGAAAAGTTGTAGA              4.66             0.8642706                       0.04803392                     0 #> CACAGTACATCCGTGG              6.85             0.7111084                       0.35759005                     0 #> CGGAGCTCATTGGGCC              7.28             0.7939473                       0.19816431                     0 #> AGAGCTTGTGTGACCC              6.88             0.8454575                       0.11833344                     0 #>                  stochastic_end_points stochastic_pseudotime nCount_Ms nFeature_Ms nCount_Mu nFeature_Mu #> CAGCCGAAGCGATATA          1.452156e-03             0.2102930  4585.044        3685  892.5218        3535 #> AGTGTCATCGCCGTGA          4.700293e-05             0.7906109  4675.374        3549  961.4076        3239 #> GATGAAAAGTTGTAGA          3.551841e-03             0.1551773  4567.841        3666  899.8371        3414 #> CACAGTACATCCGTGG          1.154690e-03             0.8539678  4538.791        3743  934.1198        3572 #> CGGAGCTCATTGGGCC          3.440304e-04             0.2245581  4573.531        3585  882.0175        3157 #> AGAGCTTGTGTGACCC          1.423519e-04             0.2058769  4626.373        3669  899.8281        3394 #>                  nCount_stochastic nFeature_stochastic nCount_variance_stochastic nFeature_variance_stochastic #> CAGCCGAAGCGATATA         147.76477                1862                  118.07200                          425 #> AGTGTCATCGCCGTGA          70.10995                1542                  -27.08941                          209 #> GATGAAAAGTTGTAGA         140.92148                1752                  136.57796                          425 #> CACAGTACATCCGTGG         -35.27201                1435                  -61.89321                          243 #> CGGAGCTCATTGGGCC         185.67488                1857                   71.58423                          275 #> AGAGCTTGTGTGACCC         132.88978                1673                   31.84623                          266 #>                  nCount_velocity nFeature_velocity nCount_variance_velocity nFeature_variance_velocity #> CAGCCGAAGCGATATA       147.76477              1862                118.07200                        425 #> AGTGTCATCGCCGTGA        70.10995              1542                -27.08941                        209 #> GATGAAAAGTTGTAGA       140.92148              1752                136.57796                        425 #> CACAGTACATCCGTGG       -35.27201              1435                -61.89321                        243 #> CGGAGCTCATTGGGCC       185.67488              1857                 71.58423                        275 #> AGAGCTTGTGTGACCC       132.88978              1673                 31.84623                        266 names(pancreas_sub@assays) #> [1] \"RNA\"                 \"spliced\"             \"unspliced\"           \"Ms\"                  \"Mu\"                  #> [6] \"stochastic\"          \"variance_stochastic\" \"velocity\"            \"variance_velocity\"    FeatureDimPlot(pancreas_sub, c(\"stochastic_length\", \"stochastic_confidence\"))  FeatureDimPlot(pancreas_sub, \"stochastic_pseudotime\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", pt.size = NA, velocity = \"stochastic\") #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 1000 rows containing missing values (`geom_point()`). #> Warning: Removed 3 rows containing missing values (`geom_segment()`).   pancreas_sub <- Standard_SCP(pancreas_sub, normalization_method = \"SCT\", nonlinear_reduction = \"tsne\") #> [2023-09-08 17:01:19.405107] Start Standard_SCP #> [2023-09-08 17:01:19.405418] Checking srtList... ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Perform SCTransform on the data 1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:01:39.573812] Finished checking. #> [2023-09-08 17:01:39.574053] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:01:40.743525] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:01:40.927927] Reorder clusters... #> [2023-09-08 17:01:41.352883] Perform nonlinear dimension reduction (tsne) on the data... #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-11) as input #> [2023-09-08 17:01:55.159973] Standard_SCP done #> Elapsed time: 35.75 secs  pancreas_sub <- RunSCVELO(srt = pancreas_sub, assay_X = \"SCT\", group_by = \"SubCellType\", linear_reduction = \"Standardpca\", nonlinear_reduction = \"StandardTSNE2D\") #> Assay 'RNA' is in the srt object but not converted. #> Assay 'Ms' is in the srt object but not converted. #> Assay 'Mu' is in the srt object but not converted. #> Assay 'stochastic' is in the srt object but not converted. #> Assay 'variance_stochastic' is in the srt object but not converted. #> Assay 'velocity' is in the srt object but not converted. #> Assay 'variance_velocity' is in the srt object but not converted. #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using scmap. — RunScmap","title":"Annotate single cells using scmap. — RunScmap","text":"Annotate single cells using scmap.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using scmap. — RunScmap","text":"","code":"RunScmap(   srt_query,   srt_ref,   ref_group = NULL,   method = \"scmapCluster\",   n_features = 500,   threshold = 0.5,   k = 10,   query_assay = \"RNA\",   ref_assay = \"RNA\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using scmap. — RunScmap","text":"force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunScmap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using scmap. — RunScmap","text":"","code":"data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-08 17:02:36.471279] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 17:02:37.473925] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:02:42.007008] Finished checking.  # Annotation data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 17:02:44.629332] Start Standard_SCP #> [2023-09-08 17:02:44.629618] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:02:46.040177] Finished checking. #> [2023-09-08 17:02:46.040454] Perform ScaleData on the data... #> [2023-09-08 17:02:46.264681] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:02:47.313702] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:02:47.473329] Reorder clusters... #> [2023-09-08 17:02:47.781681] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:03:00.469146] Standard_SCP done #> Elapsed time: 15.84 secs  pancreas_sub <- RunScmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", method = \"scmapCluster\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform selectFeatures on the data... #> Perform indexCluster on the data... #> Perform scmapCluster on the data... #> Warning: Features Adcyap1, Cfc1, Col6a2, Col6a3, Crp, Ctrc, Gsta1, Lcn2, Loxl4, Mafa, Mt-atp6, Mt-co1, Mt-co2, Mt-co3, Mt-nd1, Mt-nd2, Mt-nd4, Mt-nd4l, Mt-nd5, Muc13, Serpina5, Tacstd2 are not present in the 'SCESet' object and therefore were not set. CellDimPlot(pancreas_sub, group.by = \"scmap_annotation\")   pancreas_sub <- RunScmap(   srt_query = pancreas_sub, srt_ref = panc8_sub,   ref_group = \"celltype\", method = \"scmapCell\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform selectFeatures on the data... #> Perform indexCell on the data... #> Perform scmapCell on the data... #> Perform scmapCell2Cluster on the data... CellDimPlot(pancreas_sub, group.by = \"scmap_annotation\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with Seurat method — RunSeuratMap","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"Single-cell reference mapping Seurat method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"","code":"RunSeuratMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_dims = 1:30,   ref_umap = NULL,   ref_group = NULL,   normalization.method = \"LogNormalize\",   reduction_project_method = \"pcaproject\",   k.anchor = 5,   k.filter = 200,   k.score = 30,   k.weight = 100,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"ref_assay","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSeuratMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with Seurat method — RunSeuratMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\") #> [2023-09-08 17:03:16.691936] Start Seurat_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Seurat\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunSeuratMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Seuratpca\", ref_umap = \"SeuratUMAP2D\", k.weight = 50) #> Error: Cannot find 'Seuratpca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":null,"dir":"Reference","previous_headings":"","what":"Annotate single cells using scmap. — RunSingleR","title":"Annotate single cells using scmap. — RunSingleR","text":"Annotate single cells using scmap.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Annotate single cells using scmap. — RunSingleR","text":"","code":"RunSingleR(   srt_query,   srt_ref,   query_group = NULL,   ref_group = NULL,   genes = \"de\",   de.method = \"wilcox\",   sd.thresh = 1,   de.n = NULL,   aggr.ref = FALSE,   aggr.args = list(),   quantile = 0.8,   fine.tune = TRUE,   tune.thresh = 0.05,   prune = TRUE,   BPPARAM = BiocParallel::bpparam(),   query_assay = \"RNA\",   ref_assay = \"RNA\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Annotate single cells using scmap. — RunSingleR","text":"force","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSingleR.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Annotate single cells using scmap. — RunSingleR","text":"","code":"data(\"panc8_sub\") # Simply convert genes from human to mouse and preprocess the data genenames <- make.unique(capitalize(rownames(panc8_sub), force_tolower = TRUE)) panc8_sub <- RenameFeatures(panc8_sub, newnames = genenames) #> Rename features for the assay: RNA panc8_sub <- check_srtMerge(panc8_sub, batch = \"tech\")[[\"srtMerge\"]] #> [2023-09-08 17:03:18.859759] Spliting srtMerge into srtList by column tech... ... #> [2023-09-08 17:03:19.629709] Checking srtList... ... #> Data 1/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/5 of the srtList... #> Data 2/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 2/5 of the srtList... #> Data 3/5 of the srtList is raw_normalized_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 3/5 of the srtList... #> Data 4/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 4/5 of the srtList... #> Data 5/5 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 5/5 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:03:23.728776] Finished checking.  # Annotation data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 17:03:26.163061] Start Standard_SCP #> [2023-09-08 17:03:26.163327] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:03:27.369733] Finished checking. #> [2023-09-08 17:03:27.370005] Perform ScaleData on the data... #> [2023-09-08 17:03:27.592314] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:03:28.707021] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:03:28.874494] Reorder clusters... #> [2023-09-08 17:03:29.193243] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:03:41.320049] Standard_SCP done #> Elapsed time: 15.16 secs  pancreas_sub <- RunSingleR(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = \"Standardclusters\", ref_group = \"celltype\", ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform SingleRCluster on the data... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  CellDimPlot(pancreas_sub, group.by = \"singler_annotation\")   pancreas_sub <- RunSingleR(   srt_query = pancreas_sub, srt_ref = panc8_sub,   query_group = NULL, ref_group = \"celltype\" ) #> Detected srt_query data type: log_normalized_counts #> Detected srt_ref data type: log_normalized_counts #> Perform SingleRCell on the data... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  CellDimPlot(pancreas_sub, group.by = \"singler_annotation\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":null,"dir":"Reference","previous_headings":"","what":"RunSlingshot — RunSlingshot","title":"RunSlingshot — RunSlingshot","text":"RunSlingshot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"RunSlingshot — RunSlingshot","text":"","code":"RunSlingshot(   srt,   group.by,   reduction = NULL,   dims = NULL,   start = NULL,   end = NULL,   prefix = NULL,   reverse = FALSE,   align_start = FALSE,   show_plot = TRUE,   lineage_palette = \"Dark2\",   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"RunSlingshot — RunSlingshot","text":"dims","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSlingshot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"RunSlingshot — RunSlingshot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\") #> Warning: Removed 8 rows containing missing values (`geom_path()`). #> Warning: Removed 8 rows containing missing values (`geom_path()`).  pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"PCA\", dims = 1:10)  CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:2), lineages_span = 0.1)   # 3D lineage pancreas_sub <- Standard_SCP(pancreas_sub) #> [2023-09-08 17:04:24.402359] Start Standard_SCP #> [2023-09-08 17:04:24.402606] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:04:25.696988] Finished checking. #> [2023-09-08 17:04:25.69725] Perform ScaleData on the data... #> [2023-09-08 17:04:25.863002] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:04:26.921353] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:04:27.098075] Reorder clusters... #> [2023-09-08 17:04:27.34966] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:04:39.894188] Standard_SCP done #> Elapsed time: 15.49 secs  pancreas_sub <- RunSlingshot(pancreas_sub, group.by = \"SubCellType\", reduction = \"StandardpcaUMAP3D\") CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = \"UMAP\", lineages = paste0(\"Lineage\", 1:3), lineages_span = 0.1, lineages_trim = c(0.05, 0.95))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Single-cell reference mapping with Symphony method — RunSymphonyMap","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"Single-cell reference mapping Symphony method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"","code":"RunSymphonyMap(   srt_query,   srt_ref,   query_assay = NULL,   ref_assay = srt_ref[[ref_pca]]@assay.used,   ref_pca = NULL,   ref_harmony = NULL,   ref_umap = NULL,   ref_group = NULL,   projection_method = c(\"model\", \"knn\"),   nn_method = NULL,   k = 30,   distance_metric = \"cosine\",   vote_fun = \"mean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"vote_fun","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunSymphonyMap.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Single-cell reference mapping with Symphony method — RunSymphonyMap","text":"","code":"data(\"panc8_sub\") srt_ref <- panc8_sub[, panc8_sub$tech != \"fluidigmc1\"] srt_query <- panc8_sub[, panc8_sub$tech == \"fluidigmc1\"] srt_ref <- Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Harmony\") #> [2023-09-08 17:04:46.913519] Start Harmony_integrate #> Error in Integration_SCP(srt_ref, batch = \"tech\", integration_method = \"Harmony\"): object 'srt_ref' not found CellDimPlot(srt_ref, group.by = c(\"celltype\", \"tech\")) #> Error in DefaultReduction(srt): Unable to find any reductions.  # Projection srt_query <- RunSymphonyMap(srt_query = srt_query, srt_ref = srt_ref, ref_pca = \"Harmonypca\", ref_harmony = \"Harmony\", ref_umap = \"HarmonyUMAP2D\") #> Install package: \"symphony\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing github package(s) 'immunogenomics/symphony' #> Warning: package ‘immunogenomics/symphony’ is not available for this version of R #>  #> A version of this package for your version of R might be available elsewhere, #> see the ideas at #> https://cran.r-project.org/doc/manuals/r-patched/R-admin.html#Installing-packages #> Using github PAT from envvar GITHUB_PAT #> Downloading GitHub repo immunogenomics/symphony@HEAD #> Installing 2 packages: sitmo, harmony #> Installing packages into ‘/home/runner/work/_temp/Library’ #> (as ‘lib’ is unspecified) #> ── R CMD build ───────────────────────────────────────────────────────────────────────────────────────────────────────── #> * checking for file ‘/tmp/Rtmp5K7zMn/remotes8ff11fff36d3/immunogenomics-symphony-bf7aaf9/DESCRIPTION’ ... OK #> * preparing ‘symphony’: #> * checking DESCRIPTION meta-information ... OK #> * cleaning src #> * checking for LF line-endings in source and make files and shell scripts #> * checking for empty or unneeded directories #> * building ‘symphony_0.1.1.tar.gz’ #>  #> Installing package into ‘/home/runner/work/_temp/Library’ #> (as ‘lib’ is unspecified) #> Error: Cannot find 'Harmonypca' in this Seurat object ProjectionPlot(srt_query = srt_query, srt_ref = srt_ref, query_group = \"celltype\", ref_group = \"celltype\") #> Error: Cannot find 'ref.embeddings' in this Seurat object"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":null,"dir":"Reference","previous_headings":"","what":"Run TriMap — RunTriMap","title":"Run TriMap — RunTriMap","text":"Run TriMap","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run TriMap — RunTriMap","text":"","code":"RunTriMap(object, ...)  # S3 method for Seurat RunTriMap(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   n_components = 2,   n_inliers = 12,   n_outliers = 4,   n_random = 3,   distance_method = \"euclidean\",   lr = 0.1,   n_iters = 400,   triplets = NULL,   weights = NULL,   use_dist_matrix = FALSE,   knn_tuple = NULL,   apply_pca = TRUE,   opt_method = \"dbd\",   reduction.name = \"trimap\",   reduction.key = \"TriMap_\",   verbose = TRUE,   seed.use = 11L,   ... )  # S3 method for default RunTriMap(   object,   assay = NULL,   n_components = 2,   n_inliers = 12,   n_outliers = 4,   n_random = 3,   distance_method = \"euclidean\",   lr = 0.1,   n_iters = 400,   triplets = NULL,   weights = NULL,   use_dist_matrix = FALSE,   knn_tuple = NULL,   apply_pca = TRUE,   opt_method = \"dbd\",   reduction.key = \"TriMap_\",   verbose = TRUE,   seed.use = 11L,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunTriMap.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run TriMap — RunTriMap","text":"object  ...  n_components","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":null,"dir":"Reference","previous_headings":"","what":"Run UMAP — RunUMAP2","title":"Run UMAP — RunUMAP2","text":"Run UMAP","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run UMAP — RunUMAP2","text":"","code":"RunUMAP2(object, ...)  # S3 method for Seurat RunUMAP2(   object,   reduction = \"pca\",   dims = NULL,   features = NULL,   neighbor = NULL,   graph = NULL,   assay = DefaultAssay(object = object),   slot = \"data\",   umap.method = \"uwot\",   reduction.model = NULL,   return.model = FALSE,   n.neighbors = 30L,   n.components = 2L,   metric = \"cosine\",   n.epochs = 200L,   spread = 1,   min.dist = 0.3,   set.op.mix.ratio = 1,   local.connectivity = 1L,   negative.sample.rate = 5L,   a = NULL,   b = NULL,   learning.rate = 1,   repulsion.strength = 1,   seed.use = 42L,   verbose = TRUE,   reduction.name = \"umap\",   reduction.key = \"UMAP_\",   ... )  # S3 method for default RunUMAP2(   object,   assay = NULL,   umap.method = \"uwot\",   reduction.model = NULL,   return.model = FALSE,   n.neighbors = 30L,   n.components = 2L,   metric = \"cosine\",   n.epochs = 200L,   spread = 1,   min.dist = 0.3,   set.op.mix.ratio = 1,   local.connectivity = 1L,   negative.sample.rate = 5L,   a = NULL,   b = NULL,   learning.rate = 1,   repulsion.strength = 1,   seed.use = 42L,   verbose = TRUE,   reduction.key = \"UMAP_\",   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunUMAP2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run UMAP — RunUMAP2","text":"object  ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":null,"dir":"Reference","previous_headings":"","what":"Run WOT analysis — RunWOT","title":"Run WOT analysis — RunWOT","text":"Run WOT analysis","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run WOT analysis — RunWOT","text":"","code":"RunWOT(   srt = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   adata = NULL,   group_by = NULL,   time_field = \"Time\",   growth_iters = 3L,   tmap_out = \"tmaps/tmap_out\",   time_from = 1,   time_to = NULL,   get_coupling = FALSE,   recalculate = FALSE,   palette = \"Paired\",   palcolor = NULL,   show_plot = TRUE,   dpi = 300,   save = FALSE,   dirpath = \"./\",   fileprefix = \"\",   return_seurat = !is.null(srt) )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run WOT analysis — RunWOT","text":"srt Seurat object. adata anndata object. Can created srt_to_adata group_by group_by. dpi dpi. save save. dirpath dirpath. fileprefix fileprefix. return_seurat","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/RunWOT.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run WOT analysis — RunWOT","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"SankeyPlot — SankeyPlot","title":"SankeyPlot — SankeyPlot","text":"SankeyPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SankeyPlot — SankeyPlot","text":"","code":"SankeyPlot(node, edge, node_group = NULL, group_list = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SankeyPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SankeyPlot — SankeyPlot","text":"group_list","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Scanorama_integrate — Scanorama_integrate","title":"Scanorama_integrate — Scanorama_integrate","text":"Scanorama_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scanorama_integrate — Scanorama_integrate","text":"","code":"Scanorama_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   Scanorama_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   return_corrected = FALSE,   scanorama_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Scanorama_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scanorama_integrate — Scanorama_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Seurat_integrate — Seurat_integrate","title":"Seurat_integrate — Seurat_integrate","text":"Seurat_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Seurat_integrate — Seurat_integrate","text":"","code":"Seurat_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   FindIntegrationAnchors_params = list(),   IntegrateData_params = list(),   IntegrateEmbeddings_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Seurat_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Seurat_integrate — Seurat_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":null,"dir":"Reference","previous_headings":"","what":"Append a Seurat object to another — SrtAppend","title":"Append a Seurat object to another — SrtAppend","text":"Append Seurat object another","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Append a Seurat object to another — SrtAppend","text":"","code":"SrtAppend(   srt_raw,   srt_append,   slots = slotNames(srt_append),   pattern = NULL,   overwrite = FALSE,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtAppend.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Append a Seurat object to another — SrtAppend","text":"srt_raw Seurat object appended. srt_append New Seurat object append. slots slots names. pattern character string containing regular expression. data matching names considered appending. overwrite Whether overwrite. verbose Show messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":null,"dir":"Reference","previous_headings":"","what":"Reorder idents by the gene expression — SrtReorder","title":"Reorder idents by the gene expression — SrtReorder","text":"Reorder idents gene expression","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reorder idents by the gene expression — SrtReorder","text":"","code":"SrtReorder(   srt,   features = NULL,   reorder_by = NULL,   slot = \"data\",   assay = NULL,   log = TRUE,   distance_metric = \"euclidean\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/SrtReorder.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reorder idents by the gene expression — SrtReorder","text":"srt Seurat object. features Features used reorder idents. reorder_by Reorder groups instead idents. slot Specific slot get data . assay Specific assay get data . log Whether log1p transformation needs applied. Default TRUE. distance_metric Metric compute distance. Default \"euclidean\".","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":null,"dir":"Reference","previous_headings":"","what":"Standard_SCP — Standard_SCP","title":"Standard_SCP — Standard_SCP","text":"Single cell pipeline single dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Standard_SCP — Standard_SCP","text":"","code":"Standard_SCP(   srt,   prefix = \"Standard\",   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_method = \"vst\",   nHVF = 2000,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Standard_SCP — Standard_SCP","text":"srt Seurat object. prefix prefix used name result. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Standard_SCP — Standard_SCP","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Standard_SCP.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Standard_SCP — Standard_SCP","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- Standard_SCP(srt = pancreas_sub) #> [2023-09-08 17:05:50.760993] Start Standard_SCP #> [2023-09-08 17:05:50.761451] Checking srtList... ... #> Data 1/1 of the srtList is raw_counts. Perform NormalizeData(LogNormalize) on the data ... #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:05:53.85542] Finished checking. #> [2023-09-08 17:05:53.855907] Perform ScaleData on the data... #> [2023-09-08 17:05:54.699275] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:05:56.043133] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:05:56.320433] Reorder clusters... #> [2023-09-08 17:05:56.766112] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:06:10.12223] Standard_SCP done #> Elapsed time: 19.36 secs  CellDimPlot(pancreas_sub, group.by = \"SubCellType\")   # Use a combination of different linear or non-linear dimension reduction methods linear_reductions <- c(\"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\") pancreas_sub <- Standard_SCP(   srt = pancreas_sub,   linear_reduction = linear_reductions,   nonlinear_reduction = \"umap\" ) #> [2023-09-08 17:06:10.466565] Start Standard_SCP #> [2023-09-08 17:06:10.466788] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:06:11.70359] Finished checking. #> [2023-09-08 17:06:11.703821] Perform ScaleData on the data... #> [2023-09-08 17:06:11.909945] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:06:13.16026] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:06:13.417075] Reorder clusters... #> [2023-09-08 17:06:13.765565] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:06:26.087924] Perform linear dimension reduction (ica) on the data... #> [2023-09-08 17:06:28.262914] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:06:28.476332] Reorder clusters... #> [2023-09-08 17:06:28.848974] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardica, dims:1-17) as input #> [2023-09-08 17:06:40.686126] Perform linear dimension reduction (nmf) on the data... #>  #> Attaching package: ‘Matrix’ #> The following object is masked from ‘package:S4Vectors’: #>  #>     expand #> [2023-09-08 17:06:57.613822] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:06:57.82821] Reorder clusters... #> [2023-09-08 17:06:58.265986] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardnmf, dims:1-50) as input #> [2023-09-08 17:07:10.318304] Perform linear dimension reduction (mds) on the data... #> [2023-09-08 17:07:25.897137] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:07:26.127641] Reorder clusters... #> [2023-09-08 17:07:26.61731] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardmds, dims:1-13) as input #> [2023-09-08 17:07:38.220196] Perform linear dimension reduction (glmpca) on the data... #> Install package: \"glmpca\" ... #> 'getOption(\"repos\")' replaces Bioconductor standard repositories, see 'help(\"repositories\", package = \"BiocManager\")' #> for details. #> Replacement repositories: #>     CRAN: https://cloud.r-project.org #> Bioconductor version 3.17 (BiocManager 1.30.22), R 4.3.1 (2023-06-16) #> Installing package(s) 'glmpca' #> [2023-09-08 17:09:12.493897] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:09:12.780734] Reorder clusters... #> [2023-09-08 17:09:13.33401] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardglmpca, dims:1-50) as input #> [2023-09-08 17:09:25.676037] Standard_SCP done #> Elapsed time: 3.25 mins  plist1 <- lapply(linear_reductions, function(lr) CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = paste0(\"Standard\", lr, \"UMAP2D\"), theme_use = \"theme_blank\")) patchwork::wrap_plots(plotlist = plist1)   nonlinear_reductions <- c(\"umap\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\", \"fr\") pancreas_sub <- Standard_SCP(   srt = pancreas_sub,   linear_reduction = \"pca\",   nonlinear_reduction = nonlinear_reductions ) #> [2023-09-08 17:09:27.48035] Start Standard_SCP #> [2023-09-08 17:09:27.480591] Checking srtList... ... #> Data 1/1 of the srtList has been log-normalized. #> Perform FindVariableFeatures on the data 1/1 of the srtList... #> Use the separate HVF from srtList... #> Number of available HVF: 2000 #> [2023-09-08 17:09:28.899961] Finished checking. #> [2023-09-08 17:09:28.900202] Perform ScaleData on the data... #> [2023-09-08 17:09:29.317436] Perform linear dimension reduction (pca) on the data... #> [2023-09-08 17:09:30.789099] Perform FindClusters (louvain) on the data... #> [2023-09-08 17:09:31.063849] Reorder clusters... #> [2023-09-08 17:09:31.66431] Perform nonlinear dimension reduction (umap) on the data... #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(umap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:09:43.929346] Perform nonlinear dimension reduction (tsne) on the data... #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(tsne) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:09:57.202953] Perform nonlinear dimension reduction (dm) on the data... #> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input #> Warning: 'as(<dsCMatrix>, \"dsTMatrix\")' is deprecated. #> Use 'as(., \"TsparseMatrix\")' instead. #> See help(\"Deprecated\") and help(\"Matrix-deprecated\"). #> Non-linear dimensionality reduction(dm) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:09:59.403583] Perform nonlinear dimension reduction (phate) on the data... #> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input #> Try to install phate ... #> Non-linear dimensionality reduction(phate) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:10:42.080668] Perform nonlinear dimension reduction (pacmap) on the data... #> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input #> Try to install pacmap ... #> Non-linear dimensionality reduction(pacmap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:11:29.313919] Perform nonlinear dimension reduction (trimap) on the data... #> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input #> Try to install trimap ... #> Non-linear dimensionality reduction(trimap) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:12:00.973592] Perform nonlinear dimension reduction (largevis) on the data... #> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input #> Non-linear dimensionality reduction(largevis) using Reduction(Standardpca, dims:1-13) as input #> [2023-09-08 17:19:54.581726] Perform nonlinear dimension reduction (fr) on the data... #> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input #> Non-linear dimensionality reduction(fr) using Graphs(Standardpca_SNN) as input #> [2023-09-08 17:20:00.413985] Standard_SCP done #> Elapsed time: 10.55 mins  plist2 <- lapply(nonlinear_reductions, function(nr) CellDimPlot(pancreas_sub, group.by = \"SubCellType\", reduction = paste0(\"Standardpca\", toupper(nr), \"2D\"), theme_use = \"theme_blank\")) patchwork::wrap_plots(plotlist = plist2)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"StatPlot — StatPlot","title":"StatPlot — StatPlot","text":"StatPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"StatPlot — StatPlot","text":"","code":"StatPlot(   meta.data,   stat.by,   group.by = NULL,   split.by = NULL,   bg.by = NULL,   flip = FALSE,   NA_color = \"grey\",   NA_stat = TRUE,   keep_empty = FALSE,   individual = FALSE,   stat_level = NULL,   plot_type = c(\"bar\", \"rose\", \"ring\", \"pie\", \"trend\", \"area\", \"dot\", \"sankey\", \"chord\",     \"venn\", \"upset\"),   stat_type = c(\"percent\", \"count\"),   position = c(\"stack\", \"dodge\"),   palette = \"Paired\",   palcolor = NULL,   alpha = 1,   bg_palette = \"Paired\",   bg_palcolor = NULL,   bg_apha = 0.2,   label = FALSE,   label.size = 3.5,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   aspect.ratio = NULL,   title = NULL,   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE,   force = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"StatPlot — StatPlot","text":"meta.data  seed","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/StatPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"StatPlot — StatPlot","text":"","code":"data(\"pancreas_sub\") head(pancreas_sub@meta.data) #>                     orig.ident nCount_RNA nFeature_RNA     S_score   G2M_score nCount_spliced nFeature_spliced #> CAGCCGAAGCGATATA SeuratProject      10653         3295  0.33188155  0.54532743          10653             3295 #> AGTGTCATCGCCGTGA SeuratProject       4596         2053 -0.07156909 -0.08865353           4596             2053 #> GATGAAAAGTTGTAGA SeuratProject      14091         3864  0.08940628  0.77610326          14091             3864 #> CACAGTACATCCGTGG SeuratProject       5484         2510 -0.25927997 -0.25941831           5484             2510 #> CGGAGCTCATTGGGCC SeuratProject       7357         2674 -0.11764368  0.46237856           7357             2674 #> AGAGCTTGTGTGACCC SeuratProject       6498         2516 -0.11406432 -0.17830831           6498             2516 #>                  nCount_unspliced nFeature_unspliced      CellType   SubCellType Phase #> CAGCCGAAGCGATATA             1587               1063        Ductal        Ductal   G2M #> AGTGTCATCGCCGTGA             1199                803 Pre-endocrine Pre-endocrine    G1 #> GATGAAAAGTTGTAGA             2166               1379   Ngn3 low EP   Ngn3 low EP   G2M #> CACAGTACATCCGTGG             1339                859     Endocrine          Beta    G1 #> CGGAGCTCATTGGGCC              976                745        Ductal        Ductal   G2M #> AGAGCTTGTGTGACCC              822                591        Ductal        Ductal    G1 StatPlot(pancreas_sub@meta.data, stat.by = \"Phase\", group.by = \"CellType\", plot_type = \"bar\", label = TRUE)   head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes #> Mrpl15                        False #> Npbwr1                         <NA> #> 4732440D04Rik                 False #> Gm26901                       False #> Sntg1                          True #> Mybl1                         False StatPlot(pancreas_sub[[\"RNA\"]]@meta.features, stat.by = \"highly_variable_genes\", plot_type = \"ring\", label = TRUE) #> Warning: Removed 1 rows containing missing values (`position_stack()`). #> Warning: Removed 1 rows containing missing values (`position_stack()`).   pancreas_sub <- AnnotateFeatures(pancreas_sub, species = \"Mus_musculus\", IDtype = \"symbol\", db = \"GeneType\") #> Species: Mus_musculus #> Loading cached db: GeneType version:3.17.0 nterm:11 created:2023-09-08 15:21:08.639145 head(pancreas_sub[[\"RNA\"]]@meta.features) #>               highly_variable_genes       GeneType #> Mrpl15                        False protein-coding #> Npbwr1                         <NA> protein-coding #> 4732440D04Rik                 False           <NA> #> Gm26901                       False           <NA> #> Sntg1                          True protein-coding #> Mybl1                         False protein-coding StatPlot(pancreas_sub[[\"RNA\"]]@meta.features,   stat.by = \"highly_variable_genes\", group.by = \"GeneType\",   stat_type = \"count\", plot_type = \"bar\", position = \"dodge\", label = TRUE, NA_stat = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"Uncorrected_integrate — Uncorrected_integrate","title":"Uncorrected_integrate — Uncorrected_integrate","text":"Uncorrected_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Uncorrected_integrate — Uncorrected_integrate","text":"","code":"Uncorrected_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   do_scaling = TRUE,   vars_to_regress = NULL,   regression_model = \"linear\",   linear_reduction = \"pca\",   linear_reduction_dims = 50,   linear_reduction_dims_use = NULL,   linear_reduction_params = list(),   force_linear_reduction = FALSE,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/Uncorrected_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Uncorrected_integrate — Uncorrected_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. do_scaling Whether scale data. NULL, automatically determine. vars_to_regress Variables regress . regression_model Use linear model generalized linear model (poisson, negative binomial) regression. Options \"linear\" (default), \"poisson\", \"negbinom\". linear_reduction linear reduction method name. Can one \"pca\", \"ica\", \"nmf\", \"mds\", \"glmpca\". linear_reduction_dims Dimensions calculate performing linear reduction. linear_reduction_dims_use dimensions use performing nonlinear reduction. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"Velocity Plot — VelocityPlot","title":"Velocity Plot — VelocityPlot","text":"Velocity Plot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Velocity Plot — VelocityPlot","text":"","code":"VelocityPlot(   srt,   reduction,   dims = c(1, 2),   cells = NULL,   velocity = \"stochastic\",   plot_type = c(\"raw\", \"grid\", \"stream\"),   group_by = NULL,   group_palette = \"Paired\",   group_palcolor = NULL,   n_neighbors = ceiling(ncol(srt@assays[[1]])/50),   density = 1,   smooth = 0.5,   scale = 1,   min_mass = 1,   cutoff_perc = 5,   arrow_angle = 20,   arrow_color = \"black\",   streamline_L = 5,   streamline_minL = 1,   streamline_res = 1,   streamline_n = 15,   streamline_width = c(0, 0.8),   streamline_alpha = 1,   streamline_color = NULL,   streamline_palette = \"RdYlBu\",   streamline_palcolor = NULL,   streamline_bg_color = \"white\",   streamline_bg_stroke = 0.5,   aspect.ratio = 1,   title = \"Cell velocity\",   subtitle = NULL,   xlab = NULL,   ylab = NULL,   legend.position = \"right\",   legend.direction = \"vertical\",   theme_use = \"theme_scp\",   theme_args = list(),   return_layer = FALSE,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Velocity Plot — VelocityPlot","text":"theme_args","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VelocityPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Velocity Plot — VelocityPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunSCVELO(srt = pancreas_sub, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\", return_seurat = TRUE) #> 'misc' slot is not converted. #> 'tools' slot is not converted. #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_stochastic_ to variancestochastic_ #> Warning: Keys should be one or more alphanumeric characters followed by an underscore, setting key from variance_velocity_ to variancevelocity_ VelocityPlot(pancreas_sub, reduction = \"UMAP\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", group_by = \"SubCellType\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"grid\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\", streamline_color = \"black\")  VelocityPlot(pancreas_sub, reduction = \"UMAP\", plot_type = \"stream\", streamline_color = \"black\", arrow_color = \"red\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":null,"dir":"Reference","previous_headings":"","what":"VolcanoPlot — VolcanoPlot","title":"VolcanoPlot — VolcanoPlot","text":"VolcanoPlot","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"VolcanoPlot — VolcanoPlot","text":"","code":"VolcanoPlot(   srt,   group_by = NULL,   test.use = \"wilcox\",   DE_threshold = \"avg_log2FC > 0 & p_val_adj < 0.05\",   x_metric = \"diff_pct\",   palette = \"RdBu\",   palcolor = NULL,   pt.size = 1,   pt.alpha = 1,   cols.highlight = \"black\",   sizes.highlight = 1,   alpha.highlight = 1,   stroke.highlight = 0.5,   nlabel = 5,   features_label = NULL,   label.fg = \"black\",   label.bg = \"white\",   label.bg.r = 0.1,   label.size = 4,   aspect.ratio = NULL,   xlab = x_metric,   ylab = \"-log10(p-adjust)\",   theme_use = \"theme_scp\",   theme_args = list(),   combine = TRUE,   nrow = NULL,   ncol = NULL,   byrow = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"VolcanoPlot — VolcanoPlot","text":"byrow","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/VolcanoPlot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"VolcanoPlot — VolcanoPlot","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- RunDEtest(pancreas_sub, group_by = \"CellType\", only.pos = FALSE) #> Warning: Data in the 'data' slot is raw counts. Perform NormalizeData(LogNormalize) on the data. #> [2023-09-08 17:21:01.832187] Start DEtest #> Workers: 1 #> Find all markers(wilcox) among 5 groups... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 17:21:12.563734] DEtest done #> Elapsed time:10.73 secs VolcanoPlot(pancreas_sub, group_by = \"CellType\")  VolcanoPlot(pancreas_sub, group_by = \"CellType\", DE_threshold = \"abs(diff_pct) > 0.3 & p_val_adj < 0.05\")  VolcanoPlot(pancreas_sub, group_by = \"CellType\", x_metric = \"avg_log2FC\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"Convert anndata object seurat object using reticulate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"","code":"adata_to_srt(adata)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"adata connected python anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adata_to_srt.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert an anndata object to a seurat object using reticulate — adata_to_srt","text":"","code":"data(\"pancreas_sub\") adata <- srt_to_adata(pancreas_sub) #> 'misc' slot is not converted. #> 'tools' slot is not converted. adata <- RunPAGA(adata = adata, group_by = \"SubCellType\", linear_reduction = \"PCA\", nonlinear_reduction = \"UMAP\") srt <- adata_to_srt(adata) srt #> An object of class Seurat  #> 47874 features across 1000 samples within 3 assays  #> Active assay: RNA (15958 features, 0 variable features) #>  2 other assays present: spliced, unspliced #>  3 dimensional reductions calculated: PCA, UMAP, draw_graph_fr  ### Or convert a h5ad file to Seurat object # library(reticulate) # check_Python(\"scanpy\") # sc <- import(\"scanpy\") # adata <- sc$read_h5ad(\"pancreas.h5ad\") # srt <- adata_to_srt(adata) # srt"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a color with arbitrary transparency to a fixed color — adjcolors","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"Convert color arbitrary transparency fixed color","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"","code":"adjcolors(colors, alpha)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"colors Color vectors. alpha Alpha level [0,1]","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/adjcolors.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert a color with arbitrary transparency to a fixed color — adjcolors","text":"","code":"colors <- c(\"red\", \"blue\", \"green\") adjcolors(colors, 0.5) #>        V1        V2        V3  #> \"#FF8080\" \"#8080FF\" \"#80FF80\"   library(scales) alpha(colors, 0.5) #> [1] \"#FF000080\" \"#0000FF80\" \"#00FF0080\"  show_palettes(list(colors, adjcolors(colors, 0.5), alpha(colors, 0.5)))  #> [1] \"1\" \"2\" \"3\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":null,"dir":"Reference","previous_headings":"","what":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"Attempts turn dgCMatrix dense matrix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"","code":"as_matrix(matrix)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/as_matrix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Attempts to turn a dgCMatrix into a dense matrix — as_matrix","text":"matrix dgCMatrix","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":null,"dir":"Reference","previous_headings":"","what":"Blend colors — blendcolors","title":"Blend colors — blendcolors","text":"Blend colors","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blend colors — blendcolors","text":"","code":"blendcolors(colors, mode = c(\"blend\", \"average\", \"screen\", \"multiply\"))"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blend colors — blendcolors","text":"colors Color vectors. mode Blend mode.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/blendcolors.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blend colors — blendcolors","text":"","code":"blend <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"blend\")) average <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"average\")) screen <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"screen\")) multiply <- c(\"red\", \"green\", blendcolors(c(\"red\", \"green\"), mode = \"multiply\")) show_palettes(list(\"blend\" = blend, \"average\" = average, \"screen\" = screen, \"multiply\" = multiply))  #> [1] \"blend\"    \"average\"  \"screen\"   \"multiply\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":null,"dir":"Reference","previous_headings":"","what":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"Capitalizes characters Making first letter uppercase","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"","code":"capitalize(x, force_tolower = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"x vector character strings capitalized. force_tolower Whether force remaining letters lowercase.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/capitalize.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Capitalizes the characters\nMaking the first letter uppercase — capitalize","text":"","code":"x <- c(\"dna methylation\", \"rRNA processing\", \"post-Transcriptional gene silencing\") capitalize(x) #> [1] \"Dna methylation\"                     \"rRNA processing\"                     \"Post-Transcriptional gene silencing\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and report the type of data — check_DataType","title":"Check and report the type of data — check_DataType","text":"Check report type data","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and report the type of data — check_DataType","text":"","code":"check_DataType(srt, data = NULL, slot = \"data\", assay = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_DataType.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and report the type of data — check_DataType","text":"srt Seurat object data Use data instead getting Seurat object. slot Specific slot get data . assay Specific assay get data .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and install python packages — check_Python","title":"Check and install python packages — check_Python","text":"Check install python packages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and install python packages — check_Python","text":"","code":"check_Python(   packages,   envname = NULL,   conda = \"auto\",   force = FALSE,   pip = TRUE,   pip_options = character(),   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and install python packages — check_Python","text":"packages character vector, indicating package names installed removed. Use ⁠<package>==<version>⁠ request installation specific version package. envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. force Whether force package installation. Default FALSE. pip Whether use pip package installation. default, packages installed active conda channels. pip_options optional character vector additional command line arguments passed pip. relevant pip = TRUE. ... arguments passed conda_install","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_Python.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Check and install python packages — check_Python","text":"","code":"check_Python(packages = c(\"bbknn\", \"scanorama\")) #> Try to install bbknn,scanorama ... if (FALSE) { check_Python(packages = \"scvi-tools==0.20.0\", envname = \"SCP_env\", pip_options = \"-i https://pypi.tuna.tsinghua.edu.cn/simple\") }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and install R packages — check_R","title":"Check and install R packages — check_R","text":"Check install R packages","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and install R packages — check_R","text":"","code":"check_R(   packages,   package_names = NULL,   install_methods = c(\"BiocManager::install\", \"install.packages\",     \"devtools::install_github\"),   lib = .libPaths()[1],   force = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_R.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and install R packages — check_R","text":"packages Package installed. Package source can CRAN, Bioconductor Github, e.g. scmap, davidsjoberg/ggsankey. package_names name package corresponds packages parameter, used check package already installed. default, package name extracted according packages parameter. install_methods Functions used install R packages. lib location library directories install packages. force Whether force installation packages. Default FALSE.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and preprocess a list of seurat objects — check_srtList","title":"Check and preprocess a list of seurat objects — check_srtList","text":"Check preprocess list seurat objects","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and preprocess a list of seurat objects — check_srtList","text":"","code":"check_srtList(   srtList,   batch = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   vars_to_regress = NULL,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtList.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and preprocess a list of seurat objects — check_srtList","text":"srtList list Seurat object. batch Metadata column name containing batch information. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. vars_to_regress Variables regress . seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":null,"dir":"Reference","previous_headings":"","what":"Check and preprocess a merged seurat object — check_srtMerge","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"Check preprocess merged seurat object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"","code":"check_srtMerge(   srtMerge,   batch = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   vars_to_regress = NULL,   seed = 11,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/check_srtMerge.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check and preprocess a merged seurat object — check_srtMerge","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. vars_to_regress Variables regress . seed Set random seed. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"Compute velocity grid original python code https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"","code":"compute_velocity_on_grid(   X_emb,   V_emb,   density = NULL,   smooth = NULL,   n_neighbors = NULL,   min_mass = NULL,   scale = 1,   adjust_for_stream = FALSE,   cutoff_perc = NULL )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/compute_velocity_on_grid.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute velocity on grid\nThe original python code is on https://github.com/theislab/scvelo/blob/master/scvelo/plotting/velocity_embedding_grid.py — compute_velocity_on_grid","text":"cutoff_perc","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":null,"dir":"Reference","previous_headings":"","what":"Installs a list of packages into a specified conda environment — conda_install","title":"Installs a list of packages into a specified conda environment — conda_install","text":"Installs list packages specified conda environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Installs a list of packages into a specified conda environment — conda_install","text":"","code":"conda_install(   envname = NULL,   packages,   forge = TRUE,   channel = character(),   pip = FALSE,   pip_options = character(),   pip_ignore_installed = FALSE,   conda = \"auto\",   python_version = NULL,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_install.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Installs a list of packages into a specified conda environment — conda_install","text":"envname name , path , conda environment. packages character vector, indicating package names installed removed. Use  <package>==<version> request installation specific version package. NULL value conda_remove() interpretted \"--\", removing entire environment. forge Boolean; include conda-forge repository? channel optional character vector conda channels include. specified, forge argument ignored. need specify multiple channels, including conda forge, can use c(\"conda-forge\", <channels>). pip Boolean; use pip package installation? default, packages installed active conda channels. pip_options optional character vector additional command line arguments passed pip. relevant pip = TRUE. pip_ignore_installed Ignore already-installed versions using pip? (defaults FALSE). Set TRUE specific package versions can installed even downgrades. FALSE option useful situations want pip install attempt overwrite conda binary package (e.g. SciPy Windows difficult install via pip due compilation requirements). conda path conda executable. Use \"auto\" allow reticulate automatically find appropriate conda binary. See Finding Conda conda_binary() details. python_version version Python installed. Set like change version Python associated particular conda environment. ... Optional arguments, reserved future expansion.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":null,"dir":"Reference","previous_headings":"","what":"Find the path to Python associated with a conda environment — conda_python","title":"Find the path to Python associated with a conda environment — conda_python","text":"Find path Python associated conda environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find the path to Python associated with a conda environment — conda_python","text":"","code":"conda_python(envname = NULL, conda = \"auto\", all = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/conda_python.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Find the path to Python associated with a conda environment — conda_python","text":"envname name , path , conda environment. conda path conda executable. Use \"auto\" allow reticulate automatically find appropriate conda binary. See Finding Conda conda_binary() details. Boolean; report instances Python found?","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with DoubletDetection — db_DoubletDetection","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"Run doublet-calling DoubletDetection","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"","code":"db_DoubletDetection(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_DoubletDetection.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with DoubletDetection — db_DoubletDetection","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_DoubletDetection(pancreas_sub) #> Try to install doubletdetection ... CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.DoubletDetection_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.DoubletDetection_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with Scrublet — db_Scrublet","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"Run doublet-calling Scrublet","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"","code":"db_Scrublet(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_Scrublet.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with Scrublet — db_Scrublet","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_Scrublet(pancreas_sub) #> Try to install scrublet ... CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.Scrublet_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.Scrublet_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with scDblFinder — db_scDblFinder","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"Run doublet-calling scDblFinder","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"","code":"db_scDblFinder(srt, assay = \"RNA\", db_rate = ncol(srt)/1000 * 0.01, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scDblFinder.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with scDblFinder — db_scDblFinder","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_scDblFinder(pancreas_sub) CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scDblFinder_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scDblFinder_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":null,"dir":"Reference","previous_headings":"","what":"Run doublet-calling with scds — db_scds","title":"Run doublet-calling with scds — db_scds","text":"Run doublet-calling scds","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run doublet-calling with scds — db_scds","text":"","code":"db_scds(   srt,   assay = \"RNA\",   db_rate = ncol(srt)/1000 * 0.01,   method = \"hybrid\",   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run doublet-calling with scds — db_scds","text":"...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/db_scds.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run doublet-calling with scds — db_scds","text":"","code":"data(\"pancreas_sub\") pancreas_sub <- db_scds(pancreas_sub, method = \"hybrid\") CellDimPlot(pancreas_sub, reduction = \"umap\", group.by = \"db.scds_hybrid_class\")  FeatureDimPlot(pancreas_sub, reduction = \"umap\", features = \"db.scds_hybrid_score\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":null,"dir":"Reference","previous_headings":"","what":"Download File from the Internet — download","title":"Download File from the Internet — download","text":"Download File Internet","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Download File from the Internet — download","text":"","code":"download(   url,   destfile,   methods = c(\"auto\", \"wget\", \"libcurl\", \"curl\", \"wininet\", \"internal\"),   quiet = FALSE,   ...,   max_tries = 2 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/download.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Download File from the Internet — download","text":"url character string (longer vector e.g.,     \"libcurl\" method) naming URL resource     downloaded. destfile character string (vector, see url     argument) file path downloaded file     saved.  Tilde-expansion performed. methods Methods used downloading files. default try different download methods turn download successfully completed. quiet TRUE, suppress status messages (),     progress bar. ... arguments passed download.file max_tries Number tries download method.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Drop all data in the plot (only one observation is kept) — drop_data","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"Drop data plot (one observation kept)","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"","code":"drop_data(p)  # S3 method for ggplot drop_data(p)  # S3 method for patchwork drop_data(p)  # S3 method for default drop_data(p)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"p patchwork object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/drop_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Drop all data in the plot (only one observation is kept) — drop_data","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() +   scale_x_continuous(limits = c(10, 30)) +   scale_y_continuous(limits = c(1, 6)) +   theme_scp() object.size(p) #> 39064 bytes  p_drop <- drop_data(p) object.size(p_drop) #> 34016 bytes  p / p_drop #> Warning: Removed 4 rows containing missing values (`geom_point()`)."},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":null,"dir":"Reference","previous_headings":"","what":"Check if a conda environment exists — env_exist","title":"Check if a conda environment exists — env_exist","text":"Check conda environment exists","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check if a conda environment exists — env_exist","text":"","code":"env_exist(conda = \"auto\", envname = NULL, envs_dir = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/env_exist.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check if a conda environment exists — env_exist","text":"conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary. envname name conda environment. envs_dir Directories conda environments located.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":null,"dir":"Reference","previous_headings":"","what":"Check if the python package exists in the environment — exist_Python_pkgs","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"Check python package exists environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"","code":"exist_Python_pkgs(packages, envname = NULL, conda = \"auto\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/exist_Python_pkgs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Check if the python package exists in the environment — exist_Python_pkgs","text":"packages character vector, indicating package names installed removed. Use ⁠<package>==<version>⁠ request installation specific version package. envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"fastMNN_integrate — fastMNN_integrate","title":"fastMNN_integrate — fastMNN_integrate","text":"fastMNN_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"fastMNN_integrate — fastMNN_integrate","text":"","code":"fastMNN_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   fastMNN_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   fastMNN_params = list(),   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/fastMNN_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"fastMNN_integrate — fastMNN_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/find_conda.html","id":null,"dir":"Reference","previous_headings":"","what":"Find an appropriate conda binary — find_conda","title":"Find an appropriate conda binary — find_conda","text":"Find appropriate conda binary","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/find_conda.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Find an appropriate conda binary — find_conda","text":"","code":"find_conda()"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_alluvial — geom_alluvial","title":"geom_alluvial — geom_alluvial","text":"Creates alluvial plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_alluvial — geom_alluvial","text":"","code":"geom_alluvial(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   smooth = 8,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_alluvial — geom_alluvial","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction width width nodes smooth much smooth curve ? means steeper curve. inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_alluvial — geom_alluvial","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_alluvial_label — geom_alluvial_label","title":"geom_alluvial_label — geom_alluvial_label","text":"Creates centered labels text nodes alluvial plot. Needs exact aestethics call `geom_alluvial` work.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_alluvial_label — geom_alluvial_label","text":"","code":"geom_alluvial_text(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   inherit.aes = TRUE,   ... )  geom_alluvial_label(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = 0,   width = 0.1,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_alluvial_label — geom_alluvial_label","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction width width nodes inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_alluvial_label — geom_alluvial_label","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_alluvial_label.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"geom_alluvial_label — geom_alluvial_label","text":"important arguments ; `space` proves space nodes y-direction; `shift` shifts nodes y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"geom_sankey Creates sankey plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction. default row data frame counted calculate size flows. manual flow value can added `value` aesthetic.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"","code":"geom_sankey(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   smooth = 8,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction type either 'sankey' 'alluvial' width width nodes smooth much smooth curve ? means steeper curve. inherit.aes geom inherits aestethics ... arguments passed geom","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey.html","id":"aesthetics","dir":"Reference","previous_headings":"","what":"Aesthetics","title":"geom_sankey\n\nCreates a sankey plot which visualize flows between nodes. Each observation needs to have a `x` aesthetic as well as a `next_x` column which declares where that observation should flow.\nAlso each observation should have a `node` and a `next_node` aesthetic which provide information about which group in the y-direction. By default each row of the data frame is counted to calculate the size of flows. A manual flow value can be added with the `value` aesthetic. — geom_sankey","text":"geom_sankey understand following aesthetics (required aesthetics bold): - **x0** - **y0** - **** - **b** - **angle** - m1 - m2 - color - fill - size - linetype - alpha - lineend","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey_bump — geom_sankey_bump","title":"geom_sankey_bump — geom_sankey_bump","text":"Creates alluvial plot visualize flows nodes. observation needs `x` aesthetic well `next_x` column declares observation flow. Also observation `node` `next_node` aesthetic provide information group y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey_bump — geom_sankey_bump","text":"","code":"geom_sankey_bump(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   smooth = 8,   type = \"sankey\",   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey_bump — geom_sankey_bump","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot smooth much smooth curve ? means steeper curve. type either 'sankey' 'alluvial' inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey_bump — geom_sankey_bump","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_bump.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"geom_sankey_bump — geom_sankey_bump","text":"important arguments ; `space` proves space nodes y-direction; `shift` shifts nodes y-direction.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":null,"dir":"Reference","previous_headings":"","what":"geom_sankey_label — geom_sankey_label","title":"geom_sankey_label — geom_sankey_label","text":"Creates centered labels text nodes sankey plot. Needs exact aestethics call `geom_sankey` work.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"geom_sankey_label — geom_sankey_label","text":"","code":"geom_sankey_label(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   inherit.aes = TRUE,   ... )  geom_sankey_text(   mapping = NULL,   data = NULL,   position = \"identity\",   na.rm = FALSE,   show.legend = NA,   space = NULL,   type = \"sankey\",   width = 0.1,   inherit.aes = TRUE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"geom_sankey_label — geom_sankey_label","text":"mapping provide mapping. x y need numeric. data provide data position change position na.rm remove missing values show.legend show legend plot space space nodes y-direction type Either `sankey` centers aroudn x axis `alluvial` starts y = 0 moves upward. width width nodes inherit.aes geom inherits aestethics ... arguments passed geo","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/geom_sankey_label.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"geom_sankey_label — geom_sankey_label","text":"ggplot layer","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":null,"dir":"Reference","previous_headings":"","what":"Get used vars in a ggplot object — get_vars","title":"Get used vars in a ggplot object — get_vars","text":"Get used vars ggplot object","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get used vars in a ggplot object — get_vars","text":"","code":"get_vars(p, reverse, verbose = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/get_vars.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get used vars in a ggplot object — get_vars","text":"p ggplot object. reverse TRUE return unused vars. verbose Whether print messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of 'ifnb' datasets — ifnb_sub","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"Human PBMC control/IFNB-stimulated dataset","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"","code":"ifnb_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"https://www.nature.com/articles/nbt.4042","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/ifnb_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of 'ifnb' datasets — ifnb_sub","text":"","code":"if (FALSE) { if (interactive()) {   if (!require(\"SeuratData\", quietly = TRUE)) {     devtools::install_github(\"satijalab/seurat-data\")   }   library(SeuratData)   library(Seurat)   suppressWarnings(InstallData(\"ifnb\"))   data(\"ifnb\")   set.seed(11)   cells_sub <- unlist(lapply(split(colnames(ifnb), ifnb$stim), function(x) sample(x, size = 1000)))   ifnb_sub <- subset(ifnb, cells = cells_sub)   ifnb_sub <- ifnb_sub[rowSums(ifnb_sub@assays$RNA@counts) > 0, ]   ifnb_sub <- UpdateSeuratObject(ifnb_sub)   # usethis::use_data(ifnb_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":null,"dir":"Reference","previous_headings":"","what":"Show all the python packages in the environment — installed_Python_pkgs","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"Show python packages environment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"","code":"installed_Python_pkgs(envname = NULL, conda = \"auto\")"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/installed_Python_pkgs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Show all the python packages in the environment — installed_Python_pkgs","text":"envname name conda environment. conda path conda executable. Use \"auto\" allow SCP automatically find appropriate conda binary.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":null,"dir":"Reference","previous_headings":"","what":"Invoke a function with a list of arguments — invoke","title":"Invoke a function with a list of arguments — invoke","text":"Invoke function list arguments","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Invoke a function with a list of arguments — invoke","text":"","code":"invoke(.fn, .args = list(), ..., .env = caller_env())"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/invoke.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Invoke a function with a list of arguments — invoke","text":".fn function, function name string. .args list arguments. .env Environment evaluate call. useful .fn string, function side-effects. arguments passed function.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":null,"dir":"Reference","previous_headings":"","what":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"Detect outliers using MAD(Median Median Absolute Deviation) method","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"","code":"isOutlier(   x,   nmads = 2.5,   constant = 1.4826,   type = c(\"both\", \"lower\", \"higher\") )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/isOutlier.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Detect outliers using MAD(Median and Median Absolute Deviation) method — isOutlier","text":"type","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":null,"dir":"Reference","previous_headings":"","what":"Generate a iterator along chunks of a vector — iterchunks","title":"Generate a iterator along chunks of a vector — iterchunks","text":"Generate iterator along chunks vector","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Generate a iterator along chunks of a vector — iterchunks","text":"","code":"iterchunks(x, nchunks)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Generate a iterator along chunks of a vector — iterchunks","text":"x vector. nchunks Number chunks.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/iterchunks.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Generate a iterator along chunks of a vector — iterchunks","text":"","code":"if (FALSE) { library(BiocParallel) x <- 1:100 BPPARAM <- bpparam() bpprogressbar(BPPARAM) <- TRUE bpworkers(BPPARAM) <- 10 slow_fun <- function(x) {   out <- NULL   for (i in seq_along(x)) {     Sys.sleep(0.5)     out[[i]] <- x[[i]] + 3   }   return(out) } system.time({   res0 <- lapply(x, FUN = slow_fun) }) unlist(res0, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res1 <- bplapply(x, FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res1, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res2 <- bplapply(tochunks(x, nchunks = bpworkers(BPPARAM)), FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res2, recursive = FALSE, use.names = FALSE)[71:73] system.time({   res3 <- bpiterate(ITER = iterchunks(x, nchunks = bpworkers(BPPARAM)), FUN = slow_fun, BPPARAM = BPPARAM) }) unlist(res3, recursive = FALSE, use.names = FALSE)[71:73] }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":null,"dir":"Reference","previous_headings":"","what":"make_long — make_long","title":"make_long — make_long","text":"Prepares 'wide' data frame format `geom_sankey` `geom_alluvial` understands. Useful show flows dimensions dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"make_long — make_long","text":"","code":"make_long(.df, ..., value = NULL)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"make_long — make_long","text":".df data frame ... unquoted columnnames df want include plot. value row weight weight kept providing column name weight.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/make_long.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"make_long — make_long","text":"longer data frame","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":null,"dir":"Reference","previous_headings":"","what":"Color palettes collected in SCP. — palette_scp","title":"Color palettes collected in SCP. — palette_scp","text":"Color palettes collected SCP.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Color palettes collected in SCP. — palette_scp","text":"","code":"palette_scp(   x,   n = 100,   palette = \"Paired\",   palcolor = NULL,   type = \"auto\",   matched = FALSE,   reverse = FALSE,   NA_keep = FALSE,   NA_color = \"grey80\" )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Color palettes collected in SCP. — palette_scp","text":"x vector character/factor numeric values. missing, numeric values 1:n used x. n number colors return numeric values. palette Palette name. available palette names can queried show_palettes(). palcolor Custom colors used create color palette. type Type x. Can one \"auto\", \"discrete\" \"continuous\". default \"auto\", automatically detects x numeric value. matched TRUE, return color vector length x. reverse Whether invert colors. NA_keep Whether keep color assignment NA x. NA_color Color assigned NA NA_keep TRUE.","code":""},{"path":[]},{"path":"https://zhanghao-njmu.github.io/SCP/reference/palette_scp.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Color palettes collected in SCP. — palette_scp","text":"","code":"x <- c(1:3, NA, 3:5) (pal1 <- palette_scp(x, palette = \"Spectral\")) #>    [1,1.04] (1.04,1.08] (1.08,1.12] (1.12,1.16]  (1.16,1.2]  (1.2,1.24] (1.24,1.28] (1.28,1.32] (1.32,1.36]  (1.36,1.4]  #>   \"#5E4FA2\"   \"#5954A4\"   \"#555AA7\"   \"#5060AA\"   \"#4C66AC\"   \"#476BAF\"   \"#4371B2\"   \"#3E77B5\"   \"#3A7DB7\"   \"#3682BA\"  #>  (1.4,1.44] (1.44,1.48] (1.48,1.52] (1.52,1.56]  (1.56,1.6]  (1.6,1.64] (1.64,1.68] (1.68,1.72] (1.72,1.76]  (1.76,1.8]  #>   \"#3288BC\"   \"#378EBA\"   \"#3D94B7\"   \"#429AB5\"   \"#47A0B3\"   \"#4CA5B0\"   \"#52ABAE\"   \"#57B1AB\"   \"#5CB7A9\"   \"#61BDA6\"  #>  (1.8,1.84] (1.84,1.88] (1.88,1.92] (1.92,1.96]    (1.96,2]    (2,2.04] (2.04,2.08] (2.08,2.12] (2.12,2.16]  (2.16,2.2]  #>   \"#67C2A4\"   \"#6EC5A4\"   \"#75C8A4\"   \"#7CCAA4\"   \"#83CDA4\"   \"#8AD0A4\"   \"#91D2A4\"   \"#98D5A4\"   \"#9FD8A4\"   \"#A6DBA4\"  #>  (2.2,2.24] (2.24,2.28] (2.28,2.32] (2.32,2.36]  (2.36,2.4]  (2.4,2.44] (2.44,2.48] (2.48,2.52] (2.52,2.56]  (2.56,2.6]  #>   \"#ACDDA3\"   \"#B2E0A2\"   \"#B8E2A1\"   \"#BEE5A0\"   \"#C4E79E\"   \"#CAE99D\"   \"#D0EC9C\"   \"#D6EE9B\"   \"#DCF199\"   \"#E2F398\"  #>  (2.6,2.64] (2.64,2.68] (2.68,2.72] (2.72,2.76]  (2.76,2.8]  (2.8,2.84] (2.84,2.88] (2.88,2.92] (2.92,2.96]    (2.96,3]  #>   \"#E7F599\"   \"#E9F69D\"   \"#ECF7A1\"   \"#EEF8A5\"   \"#F1F9A9\"   \"#F3FAAD\"   \"#F6FBB1\"   \"#F8FCB5\"   \"#FBFDB9\"   \"#FDFEBD\"  #>    (3,3.04] (3.04,3.08] (3.08,3.12] (3.12,3.16]  (3.16,3.2]  (3.2,3.24] (3.24,3.28] (3.28,3.32] (3.32,3.36]  (3.36,3.4]  #>   \"#FEFDBC\"   \"#FEFAB7\"   \"#FEF7B1\"   \"#FEF4AC\"   \"#FEF0A7\"   \"#FEEDA2\"   \"#FEEA9C\"   \"#FEE797\"   \"#FEE492\"   \"#FEE18D\"  #>  (3.4,3.44] (3.44,3.48] (3.48,3.52] (3.52,3.56]  (3.56,3.6]  (3.6,3.64] (3.64,3.68] (3.68,3.72] (3.72,3.76]  (3.76,3.8]  #>   \"#FDDC88\"   \"#FDD784\"   \"#FDD27F\"   \"#FDCD7B\"   \"#FDC877\"   \"#FDC373\"   \"#FDBE6F\"   \"#FDB96A\"   \"#FDB466\"   \"#FDAF62\"  #>  (3.8,3.84] (3.84,3.88] (3.88,3.92] (3.92,3.96]    (3.96,4]    (4,4.04] (4.04,4.08] (4.08,4.12] (4.12,4.16]  (4.16,4.2]  #>   \"#FCA95E\"   \"#FBA25B\"   \"#FA9C58\"   \"#F99555\"   \"#F88F52\"   \"#F7884F\"   \"#F6824C\"   \"#F67B49\"   \"#F57446\"   \"#F46E43\"  #>  (4.2,4.24] (4.24,4.28] (4.28,4.32] (4.32,4.36]  (4.36,4.4]  (4.4,4.44] (4.44,4.48] (4.48,4.52] (4.52,4.56]  (4.56,4.6]  #>   \"#F16943\"   \"#EE6445\"   \"#EB5F46\"   \"#E85A47\"   \"#E45648\"   \"#E1514A\"   \"#DE4C4B\"   \"#DB474C\"   \"#D8434D\"   \"#D53E4E\"  #>  (4.6,4.64] (4.64,4.68] (4.68,4.72] (4.72,4.76]  (4.76,4.8]  (4.8,4.84] (4.84,4.88] (4.88,4.92] (4.92,4.96]    (4.96,5]  #>   \"#CF384D\"   \"#CA324C\"   \"#C42C4B\"   \"#BF2549\"   \"#B91F48\"   \"#B41947\"   \"#AE1345\"   \"#A90D44\"   \"#A30743\"   \"#9E0142\"  (pal2 <- palette_scp(x, palcolor = c(\"red\", \"white\", \"blue\"))) #>    [1,1.04] (1.04,1.08] (1.08,1.12] (1.12,1.16]  (1.16,1.2]  (1.2,1.24] (1.24,1.28] (1.28,1.32] (1.32,1.36]  (1.36,1.4]  #>   \"#FF0000\"   \"#FF0505\"   \"#FF0A0A\"   \"#FF0F0F\"   \"#FF1414\"   \"#FF1919\"   \"#FF1E1E\"   \"#FF2424\"   \"#FF2929\"   \"#FF2E2E\"  #>  (1.4,1.44] (1.44,1.48] (1.48,1.52] (1.52,1.56]  (1.56,1.6]  (1.6,1.64] (1.64,1.68] (1.68,1.72] (1.72,1.76]  (1.76,1.8]  #>   \"#FF3333\"   \"#FF3838\"   \"#FF3D3D\"   \"#FF4242\"   \"#FF4848\"   \"#FF4D4D\"   \"#FF5252\"   \"#FF5757\"   \"#FF5C5C\"   \"#FF6161\"  #>  (1.8,1.84] (1.84,1.88] (1.88,1.92] (1.92,1.96]    (1.96,2]    (2,2.04] (2.04,2.08] (2.08,2.12] (2.12,2.16]  (2.16,2.2]  #>   \"#FF6767\"   \"#FF6C6C\"   \"#FF7171\"   \"#FF7676\"   \"#FF7B7B\"   \"#FF8080\"   \"#FF8585\"   \"#FF8B8B\"   \"#FF9090\"   \"#FF9595\"  #>  (2.2,2.24] (2.24,2.28] (2.28,2.32] (2.32,2.36]  (2.36,2.4]  (2.4,2.44] (2.44,2.48] (2.48,2.52] (2.52,2.56]  (2.56,2.6]  #>   \"#FF9A9A\"   \"#FF9F9F\"   \"#FFA4A4\"   \"#FFAAAA\"   \"#FFAFAF\"   \"#FFB4B4\"   \"#FFB9B9\"   \"#FFBEBE\"   \"#FFC3C3\"   \"#FFC8C8\"  #>  (2.6,2.64] (2.64,2.68] (2.68,2.72] (2.72,2.76]  (2.76,2.8]  (2.8,2.84] (2.84,2.88] (2.88,2.92] (2.92,2.96]    (2.96,3]  #>   \"#FFCECE\"   \"#FFD3D3\"   \"#FFD8D8\"   \"#FFDDDD\"   \"#FFE2E2\"   \"#FFE7E7\"   \"#FFECEC\"   \"#FFF2F2\"   \"#FFF7F7\"   \"#FFFCFC\"  #>    (3,3.04] (3.04,3.08] (3.08,3.12] (3.12,3.16]  (3.16,3.2]  (3.2,3.24] (3.24,3.28] (3.28,3.32] (3.32,3.36]  (3.36,3.4]  #>   \"#FCFCFF\"   \"#F7F7FF\"   \"#F2F2FF\"   \"#ECECFF\"   \"#E7E7FF\"   \"#E2E2FF\"   \"#DDDDFF\"   \"#D8D8FF\"   \"#D3D3FF\"   \"#CECEFF\"  #>  (3.4,3.44] (3.44,3.48] (3.48,3.52] (3.52,3.56]  (3.56,3.6]  (3.6,3.64] (3.64,3.68] (3.68,3.72] (3.72,3.76]  (3.76,3.8]  #>   \"#C8C8FF\"   \"#C3C3FF\"   \"#BEBEFF\"   \"#B9B9FF\"   \"#B4B4FF\"   \"#AFAFFF\"   \"#A9A9FF\"   \"#A4A4FF\"   \"#9F9FFF\"   \"#9A9AFF\"  #>  (3.8,3.84] (3.84,3.88] (3.88,3.92] (3.92,3.96]    (3.96,4]    (4,4.04] (4.04,4.08] (4.08,4.12] (4.12,4.16]  (4.16,4.2]  #>   \"#9595FF\"   \"#9090FF\"   \"#8B8BFF\"   \"#8585FF\"   \"#8080FF\"   \"#7B7BFF\"   \"#7676FF\"   \"#7171FF\"   \"#6C6CFF\"   \"#6767FF\"  #>  (4.2,4.24] (4.24,4.28] (4.28,4.32] (4.32,4.36]  (4.36,4.4]  (4.4,4.44] (4.44,4.48] (4.48,4.52] (4.52,4.56]  (4.56,4.6]  #>   \"#6161FF\"   \"#5C5CFF\"   \"#5757FF\"   \"#5252FF\"   \"#4D4DFF\"   \"#4848FF\"   \"#4242FF\"   \"#3D3DFF\"   \"#3838FF\"   \"#3333FF\"  #>  (4.6,4.64] (4.64,4.68] (4.68,4.72] (4.72,4.76]  (4.76,4.8]  (4.8,4.84] (4.84,4.88] (4.88,4.92] (4.92,4.96]    (4.96,5]  #>   \"#2E2EFF\"   \"#2929FF\"   \"#2424FF\"   \"#1E1EFF\"   \"#1919FF\"   \"#1414FF\"   \"#0F0FFF\"   \"#0A0AFF\"   \"#0505FF\"   \"#0000FF\"  (pal3 <- palette_scp(x, palette = \"Spectral\", n = 10)) #>   [1,1.4] (1.4,1.8] (1.8,2.2] (2.2,2.6]   (2.6,3]   (3,3.4] (3.4,3.8] (3.8,4.2] (4.2,4.6]   (4.6,5]  #> \"#5E4FA2\" \"#3288BD\" \"#66C2A5\" \"#ABDDA4\" \"#E6F598\" \"#FFFFBF\" \"#FEE08B\" \"#FDAE61\" \"#F46D43\" \"#D53E4F\"  (pal4 <- palette_scp(x, palette = \"Spectral\", n = 10, reverse = TRUE)) #>   (4.6,5] (4.2,4.6] (3.8,4.2] (3.4,3.8]   (3,3.4]   (2.6,3] (2.2,2.6] (1.8,2.2] (1.4,1.8]   [1,1.4]  #> \"#D53E4F\" \"#F46D43\" \"#FDAE61\" \"#FEE08B\" \"#FFFFBF\" \"#E6F598\" \"#ABDDA4\" \"#66C2A5\" \"#3288BD\" \"#5E4FA2\"  (pal5 <- palette_scp(x, palette = \"Spectral\", matched = TRUE)) #>  [1,1.04]  (1.96,2]  (2.96,3]      <NA>  (2.96,3]  (3.96,4]  (4.96,5]  #> \"#5E4FA2\" \"#83CDA4\" \"#FDFEBD\"        NA \"#FDFEBD\" \"#F88F52\" \"#9E0142\"  (pal6 <- palette_scp(x, palette = \"Spectral\", matched = TRUE, NA_keep = TRUE)) #>  [1,1.04]  (1.96,2]  (2.96,3]      <NA>  (2.96,3]  (3.96,4]  (4.96,5]  #> \"#5E4FA2\" \"#83CDA4\" \"#FDFEBD\"  \"grey80\" \"#FDFEBD\" \"#F88F52\" \"#9E0142\"  (pal7 <- palette_scp(x, palette = \"Paired\", type = \"discrete\")) #>         1         2         3         4         5  #> \"#A6CEE3\" \"#1F78B4\" \"#B2DF8A\" \"#33A02C\" \"#FDBF6F\"  show_palettes(list(pal1, pal2, pal3, pal4, pal5, pal6, pal7))  #> [1] \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\"  all_palettes <- show_palettes(return_palettes = TRUE)  names(all_palettes) #>   [1] \"BrBG\"                   \"PiYG\"                   \"PRGn\"                   \"PuOr\"                   #>   [5] \"RdBu\"                   \"RdGy\"                   \"RdYlBu\"                 \"RdYlGn\"                 #>   [9] \"Spectral\"               \"Accent\"                 \"Dark2\"                  \"Paired\"                 #>  [13] \"Pastel1\"                \"Pastel2\"                \"Set1\"                   \"Set2\"                   #>  [17] \"Set3\"                   \"Blues\"                  \"BuGn\"                   \"BuPu\"                   #>  [21] \"GnBu\"                   \"Greens\"                 \"Greys\"                  \"Oranges\"                #>  [25] \"OrRd\"                   \"PuBu\"                   \"PuBuGn\"                 \"PuRd\"                   #>  [29] \"Purples\"                \"RdPu\"                   \"Reds\"                   \"YlGn\"                   #>  [33] \"YlGnBu\"                 \"YlOrBr\"                 \"YlOrRd\"                 \"npg\"                    #>  [37] \"aaas\"                   \"nejm\"                   \"lancet\"                 \"jama\"                   #>  [41] \"jco\"                    \"ucscgb\"                 \"d3-category10\"          \"d3-category20\"          #>  [45] \"d3-category20b\"         \"d3-category20c\"         \"igv\"                    \"locuszoom\"              #>  [49] \"uchicago-default\"       \"uchicago-light\"         \"uchicago-dark\"          \"cosmic\"                 #>  [53] \"simpsons\"               \"futurama\"               \"rickandmorty\"           \"startrek\"               #>  [57] \"tron\"                   \"frontiers\"              \"flatui\"                 \"gsea\"                   #>  [61] \"material-red\"           \"material-pink\"          \"material-purple\"        \"material-deep-purple\"   #>  [65] \"material-indigo\"        \"material-blue\"          \"material-light-blue\"    \"material-cyan\"          #>  [69] \"material-teal\"          \"material-green\"         \"material-light-green\"   \"material-lime\"          #>  [73] \"material-yellow\"        \"material-amber\"         \"material-orange\"        \"material-deep-orange\"   #>  [77] \"material-brown\"         \"material-grey\"          \"material-blue-grey\"     \"dPBIYlBu\"               #>  [81] \"dPBIYlPu\"               \"dPBIPuGn\"               \"dPBIPuOr\"               \"dPBIRdBu\"               #>  [85] \"dPBIRdGy\"               \"dPBIRdGn\"               \"qMSOStd\"                \"qMSO12\"                 #>  [89] \"qMSO15\"                 \"qMSOBuWarm\"             \"qMSOBu\"                 \"qMSOBu2\"                #>  [93] \"qMSOBuGn\"               \"qMSOGn\"                 \"qMSOGnYl\"               \"qMSOYl\"                 #>  [97] \"qMSOYlOr\"               \"qMSOOr\"                 \"qMSOOrRd\"               \"qMSORdOr\"               #> [101] \"qMSORd\"                 \"qMSORdPu\"               \"qMSOPu\"                 \"qMSOPu2\"                #> [105] \"qMSOMed\"                \"qMSOPap\"                \"qMSOMrq\"                \"qMSOSlp\"                #> [109] \"qMSOAsp\"                \"qPBI\"                   \"sPBIGn\"                 \"sPBIGy1\"                #> [113] \"sPBIRd\"                 \"sPBIYl\"                 \"sPBIGy2\"                \"sPBIBu\"                 #> [117] \"sPBIOr\"                 \"sPBIPu\"                 \"sPBIYlGn\"               \"sPBIRdPu\"               #> [121] \"ag_GrnYl\"               \"ag_Sunset\"              \"ArmyRose\"               \"Earth\"                  #> [125] \"Fall\"                   \"Geyser\"                 \"TealRose\"               \"Temps\"                  #> [129] \"Tropic\"                 \"Antique\"                \"Bold\"                   \"Pastel\"                 #> [133] \"Prism\"                  \"Safe\"                   \"Vivid\"                  \"BluGrn\"                 #> [137] \"BluYl\"                  \"BrwnYl\"                 \"Burg\"                   \"BurgYl\"                 #> [141] \"DarkMint\"               \"Emrld\"                  \"Magenta\"                \"Mint\"                   #> [145] \"OrYel\"                  \"Peach\"                  \"PinkYl\"                 \"Purp\"                   #> [149] \"PurpOr\"                 \"RedOr\"                  \"Sunset\"                 \"SunsetDark\"             #> [153] \"Teal\"                   \"TealGrn\"                \"polarnight\"             \"snowstorm\"              #> [157] \"frost\"                  \"aurora\"                 \"lumina\"                 \"mountain_forms\"         #> [161] \"silver_mine\"            \"lake_superior\"          \"victory_bonds\"          \"halifax_harbor\"         #> [165] \"moose_pond\"             \"algoma_forest\"          \"rocky_mountain\"         \"red_mountain\"           #> [169] \"baie_mouton\"            \"afternoon_prarie\"       \"magma\"                  \"inferno\"                #> [173] \"plasma\"                 \"viridis\"                \"cividis\"                \"rocket\"                 #> [177] \"mako\"                   \"turbo\"                  \"ocean.algae\"            \"ocean.deep\"             #> [181] \"ocean.dense\"            \"ocean.gray\"             \"ocean.haline\"           \"ocean.ice\"              #> [185] \"ocean.matter\"           \"ocean.oxy\"              \"ocean.phase\"            \"ocean.solar\"            #> [189] \"ocean.thermal\"          \"ocean.turbid\"           \"ocean.balance\"          \"ocean.curl\"             #> [193] \"ocean.delta\"            \"ocean.amp\"              \"ocean.speed\"            \"ocean.tempo\"            #> [197] \"BrowntoBlue.10\"         \"BrowntoBlue.12\"         \"BluetoDarkOrange.12\"    \"BluetoDarkOrange.18\"    #> [201] \"DarkRedtoBlue.12\"       \"DarkRedtoBlue.18\"       \"BluetoGreen.14\"         \"BluetoGray.8\"           #> [205] \"BluetoOrangeRed.14\"     \"BluetoOrange.10\"        \"BluetoOrange.12\"        \"BluetoOrange.8\"         #> [209] \"LightBluetoDarkBlue.10\" \"LightBluetoDarkBlue.7\"  \"Categorical.12\"         \"GreentoMagenta.16\"      #> [213] \"SteppedSequential.5\"    \"jcolors-default\"        \"jcolors-pal2\"           \"jcolors-pal3\"           #> [217] \"jcolors-pal4\"           \"jcolors-pal5\"           \"jcolors-pal6\"           \"jcolors-pal7\"           #> [221] \"jcolors-pal8\"           \"jcolors-pal9\"           \"jcolors-pal10\"          \"jcolors-pal11\"          #> [225] \"jcolors-pal12\"          \"jcolors-rainbow\"        \"jet\"                    \"simspec\"                #> [229] \"GdRd\"                    if (FALSE) { if (interactive()) {   check_R(c(\"stringr\", \"RColorBrewer\", \"ggsci\", \"Redmonder\", \"rcartocolor\", \"nord\", \"viridis\", \"pals\", \"oompaBase\", \"dichromat\", \"jaredhuling/jcolors\"))   library(stringr)   library(RColorBrewer)   library(ggsci)   library(Redmonder)   library(rcartocolor)   library(nord)   library(viridis)   library(pals)   library(dichromat)   library(jcolors)   brewer.pal.info <- RColorBrewer::brewer.pal.info   ggsci_db <- ggsci:::ggsci_db   redmonder.pal.info <- Redmonder::redmonder.pal.info   metacartocolors <- rcartocolor::metacartocolors   rownames(metacartocolors) <- metacartocolors$Name   nord_palettes <- nord::nord_palettes   viridis_names <- c(\"magma\", \"inferno\", \"plasma\", \"viridis\", \"cividis\", \"rocket\", \"mako\", \"turbo\")   viridis_palettes <- lapply(setNames(viridis_names, viridis_names), function(x) viridis::viridis(100, option = x))   ocean_names <- names(pals:::syspals)[grep(\"ocean\", names(pals:::syspals))]   ocean_palettes <- pals:::syspals[ocean_names]   dichromat_palettes <- dichromat::colorschemes   jcolors_names <- paste0(\"jcolors-\", c(\"default\", \"pal2\", \"pal3\", \"pal4\", \"pal5\", \"pal6\", \"pal7\", \"pal8\", \"pal9\", \"pal10\", \"pal11\", \"pal12\", \"rainbow\"))   custom_names <- c(\"jet\", \"simspec\", \"GdRd\")   custom_palettes <- list(     oompaBase::jetColors(N = 100),     c(\"#c22b86\", \"#f769a1\", \"#fcc5c1\", \"#253777\", \"#1d92c0\", \"#9ec9e1\", \"#015b33\", \"#42aa5e\", \"#d9f0a2\", \"#E66F00\", \"#f18c28\", \"#FFBB61\"),     c(\"gold\", \"red3\")   )   names(custom_palettes) <- custom_names    palette_list <- list()   all_colors <- c(     rownames(brewer.pal.info), names(ggsci_db), rownames(redmonder.pal.info),     rownames(metacartocolors), names(nord_palettes), names(viridis_palettes),     ocean_names, names(dichromat_palettes), jcolors_names,     custom_names   )   for (pal in all_colors) {     if (!pal %in% all_colors) {       stop(paste0(\"Invalid pal Must be one of \", paste0(all_colors, collapse = \",\")))     }     if (pal %in% rownames(brewer.pal.info)) {       pal_n <- brewer.pal.info[pal, \"maxcolors\"]       pal_category <- brewer.pal.info[pal, \"category\"]       if (pal_category == \"div\") {         palcolor <- rev(brewer.pal(name = pal, n = pal_n))       } else {         if (pal == \"Paired\") {           palcolor <- brewer.pal(12, \"Paired\")[c(1:4, 7, 8, 5, 6, 9, 10, 11, 12)]         } else {           palcolor <- brewer.pal(name = pal, n = pal_n)         }       }       if (pal_category == \"qual\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% names(ggsci_db)) {       if (pal %in% c(\"d3\", \"uchicago\", \"material\")) {         for (subpal in names(ggsci_db[[pal]])) {           palcolor <- ggsci_db[[pal]][[subpal]]           if (pal == \"material\") {             attr(palcolor, \"type\") <- \"continuous\"           } else {             attr(palcolor, \"type\") <- \"discrete\"           }           palette_list[[paste0(pal, \"-\", subpal)]] <- palcolor         }         next       } else {         palcolor <- ggsci_db[[pal]][[1]]         if (pal == \"gsea\") {           attr(palcolor, \"type\") <- \"continuous\"         } else {           attr(palcolor, \"type\") <- \"discrete\"         }       }     } else if (pal %in% rownames(redmonder.pal.info)) {       pal_n <- redmonder.pal.info[pal, \"maxcolors\"]       pal_category <- redmonder.pal.info[pal, \"category\"]       if (pal_category == \"div\") {         palcolor <- rev(redmonder.pal(name = pal, n = pal_n))       } else {         palcolor <- redmonder.pal(name = pal, n = pal_n)       }       if (pal_category == \"qual\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% rownames(metacartocolors)) {       pal_n <- metacartocolors[pal, \"Max_n\"]       palcolor <- carto_pal(name = pal, n = pal_n)       if (pal_category == \"qualitative\") {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% names(nord_palettes)) {       palcolor <- nord_palettes[[pal]]       attr(palcolor, \"type\") <- \"discrete\"     } else if (pal %in% names(viridis_palettes)) {       palcolor <- viridis_palettes[[pal]]       attr(palcolor, \"type\") <- \"continuous\"     } else if (pal %in% names(ocean_palettes)) {       palcolor <- ocean_palettes[[pal]]       attr(palcolor, \"type\") <- \"continuous\"     } else if (pal %in% names(dichromat_palettes)) {       palcolor <- dichromat_palettes[[pal]]       if (pal %in% c(\"Categorical.12\", \"SteppedSequential.5\")) {         attr(palcolor, \"type\") <- \"discrete\"       } else {         attr(palcolor, \"type\") <- \"continuous\"       }     } else if (pal %in% jcolors_names) {       palcolor <- jcolors(palette = gsub(\"jcolors-\", \"\", pal))       if (pal %in% paste0(\"jcolors-\", c(\"pal10\", \"pal11\", \"pal12\", \"rainbow\"))) {         attr(palcolor, \"type\") <- \"continuous\"       } else {         attr(palcolor, \"type\") <- \"discrete\"       }     } else if (pal %in% custom_names) {       palcolor <- custom_palettes[[pal]]       if (pal %in% c(\"jet\")) {         attr(palcolor, \"type\") <- \"continuous\"       } else {         attr(palcolor, \"type\") <- \"discrete\"       }     }     palette_list[[pal]] <- palcolor   }   # usethis::use_data(palette_list, internal = TRUE) } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of human 'panc8' datasets — panc8_sub","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"Human pancreatic islet cell datasets produced across four technologies, CelSeq (GSE81076) CelSeq2 (GSE85241), Fluidigm C1 (GSE86469), SMART-Seq2 (E-MTAB-5061) SeuratData package. data set `panc8`, 200 cells downsampled form panc8_sub dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"","code":"panc8_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE81076 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-5061/ https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panc8_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of human 'panc8' datasets — panc8_sub","text":"","code":"if (FALSE) { if (interactive()) {   data(\"pancreas_sub\")   if (!require(\"SeuratData\", quietly = TRUE)) {     devtools::install_github(\"satijalab/seurat-data\")   }   library(SeuratData)   library(Seurat)   suppressWarnings(InstallData(\"panc8\"))   data(\"panc8\")   set.seed(11)   cells_sub <- unlist(lapply(split(colnames(panc8), panc8$dataset), function(x) sample(x, size = 200)))   panc8_sub <- subset(panc8, cells = cells_sub)   panc8_sub <- panc8_sub[rowSums(panc8_sub@assays$RNA@counts) > 0, ]   panc8_sub <- panc8_sub[toupper(rownames(panc8_sub)) %in% toupper(rownames(pancreas_sub)), ]   panc8_sub <- UpdateSeuratObject(panc8_sub)   # usethis::use_data(panc8_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":null,"dir":"Reference","previous_headings":"","what":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"Mouse pancreatic endocrinogenesis dataset Bastidas-Ponce et al. (2019). total 1000 cells downsampled form pancreas_sub dataset.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"","code":"pancreas_sub"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"Seurat object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"source","dir":"Reference","previous_headings":"","what":"Source","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"https://scvelo.readthedocs.io/scvelo.datasets.pancreas/ https://github.com/theislab/scvelo_notebooks/raw/master/data/Pancreas/endocrinogenesis_day15.h5ad","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/pancreas_sub.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A subsetted version of mouse 'pancreas' datasets — pancreas_sub","text":"","code":"if (FALSE) { if (interactive()) {   library(Seurat)   library(reticulate)   check_Python(\"scvelo\")   scv <- import(\"scvelo\")   adata <- scv$datasets$pancreas()   pancreas <- adata_to_srt(adata)   set.seed(11)   pancreas_sub <- subset(pancreas, cells = sample(colnames(pancreas), size = 1000))   pancreas_sub <- pancreas_sub[rowSums(pancreas_sub@assays$RNA@counts) > 0, ]   pancreas_sub[[\"CellType\"]] <- pancreas_sub[[\"clusters_coarse\"]]   pancreas_sub[[\"SubCellType\"]] <- pancreas_sub[[\"clusters\"]]   pancreas_sub[[\"clusters_coarse\"]] <- pancreas_sub[[\"clusters\"]] <- NULL   pancreas_sub[[\"Phase\"]] <- ifelse(pancreas_sub$S_score > pancreas_sub$G2M_score, \"S\", \"G2M\")   pancreas_sub[[\"Phase\"]][apply(pancreas_sub[[]][, c(\"S_score\", \"G2M_score\")], 1, max) < 0, ] <- \"G1\"   pancreas_sub[[\"Phase\", drop = TRUE]] <- factor(pancreas_sub[[\"Phase\", drop = TRUE]], levels = c(\"G1\", \"S\", \"G2M\"))   pancreas_sub[[\"PCA\"]] <- pancreas_sub[[\"X_pca\"]]   pancreas_sub[[\"UMAP\"]] <- pancreas_sub[[\"X_umap\"]]   pancreas_sub[[\"X_umap\"]] <- pancreas_sub[[\"X_pca\"]] <- NULL   VariableFeatures(pancreas_sub) <- rownames(pancreas_sub[[\"RNA\"]])[which(pancreas_sub[[\"RNA\"]]@meta.features$highly_variable_genes == \"True\")]   # usethis::use_data(pancreas_sub, compress = \"xz\") } }"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":null,"dir":"Reference","previous_headings":"","what":"Set the panel width/height of a plot object to a fixed value. — panel_fix","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"ggplot object, stored, can specify height width entire plot, panel. latter obviously important control final result plot. function can set panel width/height plot fixed value rasterize .","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"","code":"panel_fix(   x = NULL,   panel_index = NULL,   respect = NULL,   width = NULL,   height = NULL,   margin = 1,   padding = 0,   units = \"in\",   raster = FALSE,   dpi = 300,   BPPARAM = BiocParallel::SerialParam(),   return_grob = FALSE,   bg_color = \"white\",   save = NULL,   verbose = FALSE,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"x ggplot object, grob object, combined plot made patchwork cowplot package. panel_index Specify panel fixed. NULL, fix panels. respect logical, indicates whether row heights column widths respect . width width panel. height height panel. margin Margins around plot. units units height, width margin given. Can mm, cm, , etc. See unit. raster Whether rasterize panel. dpi Plot resolution. BPPARAM BiocParallelParam instance determining parallel back-end used building object made patchwork package. return_grob TRUE return grob object instead wrapped patchwork object. bg_color Plot background color. save NULL file name used save plot. verbose Whether print messages. ...","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Set the panel width/height of a plot object to a fixed value. — panel_fix","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() +   facet_wrap(~gear, nrow = 2) # fix the size of panel panel_fix(p, width = 5, height = 3, units = \"cm\")  # rasterize the panel panel_fix(p, width = 5, height = 3, units = \"cm\", raster = TRUE, dpi = 30)   # panel_fix will build and render the plot when the input is a ggplot object. # so after panel_fix, the size of the object will be changed. object.size(p) #> 13984 bytes object.size(panel_fix(p, width = 5, height = 3, units = \"cm\")) #> 1398888 bytes  ## save the plot with appropriate size # p_fix <- panel_fix(p, width = 5, height = 3, units = \"cm\") # plot_size <- attr(p_fix, \"size\") # ggsave( #   filename = \"p_fix.png\", plot = p_fix, #   units = plot_size$units, width = plot_size$width, height = plot_size$height # ) ## or save the plot directly # p_fix <- panel_fix(p, width = 5, height = 3, units = \"cm\", save = \"p_fix.png\")  # fix the panel of the plot combined by patchwork data(\"pancreas_sub\") p1 <- CellDimPlot(pancreas_sub, \"Phase\", aspect.ratio = 1) # ggplot object p2 <- FeatureDimPlot(pancreas_sub, \"Ins1\", aspect.ratio = 0.5) # ggplot object p <- p1 / p2 # plot is combined by patchwork # fix the panel size for each plot, the width will be calculated automatically based on aspect.ratio panel_fix(p, height = 1)   # fix the panel of the plot combined by plot_grid library(cowplot) #>  #> Attaching package: ‘cowplot’ #> The following object is masked from ‘package:ggpubr’: #>  #>     get_legend p1 <- CellDimPlot(pancreas_sub, c(\"Phase\", \"SubCellType\"), label = TRUE) # plot is combined by patchwork p2 <- FeatureDimPlot(pancreas_sub, c(\"Ins1\", \"Gcg\"), label = TRUE) # plot is combined by patchwork p <- plot_grid(p1, p2, nrow = 2) # plot is combined by plot_grid # fix the size of panel for each plot panel_fix(p, height = 1)  # rasterize the panel while keeping all labels and text in vector format panel_fix(p, height = 1, raster = TRUE, dpi = 30)   # fix the panel of the heatmap ht1 <- GroupHeatmap(pancreas_sub,   features = c(     \"Sox9\", \"Anxa2\", \"Bicc1\", # Ductal     \"Neurog3\", \"Hes6\", # EPs     \"Fev\", \"Neurod1\", # Pre-endocrine     \"Rbp4\", \"Pyy\", # Endocrine     \"Ins1\", \"Gcg\", \"Sst\", \"Ghrl\" # Beta, Alpha, Delta, Epsilon   ),   group.by = c(\"CellType\", \"SubCellType\"),   show_row_names = TRUE ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. # the size of the heatmap is not fixed and can be resized by zooming the viewport. ht1$plot  # fix the size of the heatmap according the current viewport panel_fix(ht1$plot)  # rasterize the heatmap body panel_fix(ht1$plot, raster = TRUE, dpi = 30)  # fix the size of overall heatmap including annotation and legend panel_fix(ht1$plot, height = 4, width = 6)   ht2 <- GroupHeatmap(pancreas_sub,   features = pancreas_sub[[\"RNA\"]]@var.features,   group.by = \"SubCellType\",   n_split = 5, nlabel = 20,   db = \"GO_BP\", species = \"Mus_musculus\", anno_terms = TRUE,   height = 4, width = 1 # Heatmap body size for two groups ) #> 'magick' package is suggested to install to give better rasterization. #>  #> Set `ht_opt$message = FALSE` to turn off this message. #> [2023-09-08 17:24:54.016719] Start Enrichment #> Workers: 1 #> Species: Mus_musculus #> Loading cached db: GO_BP version:3.17.0 nterm:16027 created:2023-09-08 15:30:55.528871 #> Permform enrichment... #>    |                                                                                                                       |                                                                                                              |   0%   |                                                                                                                       |==============================================================================================================| 100% #>  #> [2023-09-08 17:26:31.71002] Enrichment done #> Elapsed time:1.63 mins #> The size of the heatmap will be fixed as some elements are not scalable. # the size of the heatmap is already fixed ht2$plot  # when no height/width is specified, panel_fix does not change the size of the heatmap. panel_fix(ht2$plot)  # rasterize the heatmap body panel_fix(ht2$plot, raster = TRUE, dpi = 30)  # however, gene labels on the left and enrichment annotations on the right cannot be adjusted panel_fix(ht2$plot, height = 5, width = 10)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":null,"dir":"Reference","previous_headings":"","what":"Fix the width/height of panels in a single plot object. — panel_fix_single","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"Fix width/height panels single plot object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"","code":"panel_fix_single(   x,   panel_index = NULL,   respect = NULL,   width = NULL,   height = NULL,   margin = 1,   units = \"in\",   raster = FALSE,   dpi = 300,   BPPARAM = BiocParallel::SerialParam(),   return_grob = FALSE,   bg_color = \"white\",   save = NULL,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/panel_fix_single.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fix the width/height of panels in a single plot object. — panel_fix_single","text":"x ggplot object, grob object, combined plot made patchwork cowplot package. panel_index Specify panel fixed. NULL, fix panels. respect logical, indicates whether row heights column widths respect . width width panel. height height panel. margin Margins around plot. units units height, width margin given. Can mm, cm, , etc. See unit. raster Whether rasterize panel. dpi Plot resolution. BPPARAM BiocParallelParam instance determining parallel back-end used building object made patchwork package. return_grob TRUE return grob object instead wrapped patchwork object. bg_color Plot background color. save NULL file name used save plot. verbose Whether print messages.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":null,"dir":"Reference","previous_headings":"","what":"scVI_integrate — scVI_integrate","title":"scVI_integrate — scVI_integrate","text":"scVI_integrate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"scVI_integrate — scVI_integrate","text":"","code":"scVI_integrate(   srtMerge = NULL,   batch = NULL,   append = TRUE,   srtList = NULL,   assay = NULL,   do_normalization = NULL,   normalization_method = \"LogNormalize\",   do_HVF_finding = TRUE,   HVF_source = \"separate\",   HVF_method = \"vst\",   nHVF = 2000,   HVF_min_intersection = 1,   HVF = NULL,   scVI_dims_use = NULL,   nonlinear_reduction = \"umap\",   nonlinear_reduction_dims = c(2, 3),   nonlinear_reduction_params = list(),   force_nonlinear_reduction = TRUE,   neighbor_metric = \"euclidean\",   neighbor_k = 20L,   neighbor_ntrees = 50L,   cluster_algorithm = \"louvain\",   cluster_resolution = 0.6,   cluster_reorder = TRUE,   model = \"SCVI\",   SCVI_params = list(),   PEAKVI_params = list(),   num_threads = 8,   seed = 11 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/scVI_integrate.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"scVI_integrate — scVI_integrate","text":"srtMerge merged Seurat object batch information. batch Metadata column name containing batch information. append Whether append results srtMerge. valid srtMerge provided. srtList list Seurat object. do_normalization Whether normalize data. NULL, automatically determine. normalization_method Normalization method.Can one \"LogNormalize\", \"SCT\". do_HVF_finding Whether find high variable features(HVF). NULL, automatically determine. HVF_source Source HVF. Can one \"separate\" \"global\". nHVF HVF number use. HVF Custom high variable features. nonlinear_reduction Non-linear reduction method name. Can one \"umap\", \"umap-naive\", \"tsne\", \"dm\", \"phate\", \"pacmap\", \"trimap\", \"largevis\". nonlinear_reduction_dims Dimensions calculate performing non-linear reduction. cluster_algorithm Algorithm modularity optimization finding clusters. Can one \"louvain\", \"slm\", \"leiden\". cluster_resolution Cluster resolution parameter. cluster_reorder Whether reorder cluster names using hierarchical clustering. seed Set random seed.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":null,"dir":"Reference","previous_headings":"","what":"Shorten and offset the segment — segementsDf","title":"Shorten and offset the segment — segementsDf","text":"Shorten offset segment","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Shorten and offset the segment — segementsDf","text":"","code":"segementsDf(data, shorten_start, shorten_end, offset)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Shorten and offset the segment — segementsDf","text":"offset","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/segementsDf.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Shorten and offset the segment — segementsDf","text":"","code":"library(ggplot2) tempNodes <- data.frame(\"x\" = c(10, 40), \"y\" = c(10, 30)) data <- data.frame(\"x\" = c(10, 40), \"y\" = c(10, 30), \"xend\" = c(40, 10), \"yend\" = c(30, 10)) ggplot(tempNodes, aes(x = x, y = y)) +   geom_point(size = 12) +   xlim(0, 50) +   ylim(0, 50) +   geom_segment(data = data, aes(x = x, xend = xend, y = y, yend = yend))   ggplot(tempNodes, aes(x = x, y = y)) +   geom_point(size = 12) +   xlim(0, 50) +   ylim(0, 50) +   geom_segment(     data = segementsDf(data, shorten_start = 2, shorten_end = 3, offset = 1),     aes(x = x, xend = xend, y = y, yend = yend)   )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":null,"dir":"Reference","previous_headings":"","what":"Show the color palettes — show_palettes","title":"Show the color palettes — show_palettes","text":"Show color palettes","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Show the color palettes — show_palettes","text":"","code":"show_palettes(   palettes = NULL,   type = c(\"discrete\", \"continuous\"),   index = NULL,   palette_names = NULL,   return_names = TRUE,   return_palettes = FALSE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Show the color palettes — show_palettes","text":"palettes list custom color palettes shown. type Specifies type color palettes collected SCP. index index palette SCP palette list. NULL, show palettes collected SCP. palette_names Specifies name color palettes collected SCP. return_names Whether return palette names. return_palettes Whether return palettes.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/show_palettes.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Show the color palettes — show_palettes","text":"","code":"show_palettes(palettes = list(c(\"red\", \"blue\", \"green\"), c(\"yellow\", \"purple\", \"orange\")))  #> [1] \"1\" \"2\" all_palettes <- show_palettes(return_palettes = TRUE)  names(all_palettes) #>   [1] \"BrBG\"                   \"PiYG\"                   \"PRGn\"                   \"PuOr\"                   #>   [5] \"RdBu\"                   \"RdGy\"                   \"RdYlBu\"                 \"RdYlGn\"                 #>   [9] \"Spectral\"               \"Accent\"                 \"Dark2\"                  \"Paired\"                 #>  [13] \"Pastel1\"                \"Pastel2\"                \"Set1\"                   \"Set2\"                   #>  [17] \"Set3\"                   \"Blues\"                  \"BuGn\"                   \"BuPu\"                   #>  [21] \"GnBu\"                   \"Greens\"                 \"Greys\"                  \"Oranges\"                #>  [25] \"OrRd\"                   \"PuBu\"                   \"PuBuGn\"                 \"PuRd\"                   #>  [29] \"Purples\"                \"RdPu\"                   \"Reds\"                   \"YlGn\"                   #>  [33] \"YlGnBu\"                 \"YlOrBr\"                 \"YlOrRd\"                 \"npg\"                    #>  [37] \"aaas\"                   \"nejm\"                   \"lancet\"                 \"jama\"                   #>  [41] \"jco\"                    \"ucscgb\"                 \"d3-category10\"          \"d3-category20\"          #>  [45] \"d3-category20b\"         \"d3-category20c\"         \"igv\"                    \"locuszoom\"              #>  [49] \"uchicago-default\"       \"uchicago-light\"         \"uchicago-dark\"          \"cosmic\"                 #>  [53] \"simpsons\"               \"futurama\"               \"rickandmorty\"           \"startrek\"               #>  [57] \"tron\"                   \"frontiers\"              \"flatui\"                 \"gsea\"                   #>  [61] \"material-red\"           \"material-pink\"          \"material-purple\"        \"material-deep-purple\"   #>  [65] \"material-indigo\"        \"material-blue\"          \"material-light-blue\"    \"material-cyan\"          #>  [69] \"material-teal\"          \"material-green\"         \"material-light-green\"   \"material-lime\"          #>  [73] \"material-yellow\"        \"material-amber\"         \"material-orange\"        \"material-deep-orange\"   #>  [77] \"material-brown\"         \"material-grey\"          \"material-blue-grey\"     \"dPBIYlBu\"               #>  [81] \"dPBIYlPu\"               \"dPBIPuGn\"               \"dPBIPuOr\"               \"dPBIRdBu\"               #>  [85] \"dPBIRdGy\"               \"dPBIRdGn\"               \"qMSOStd\"                \"qMSO12\"                 #>  [89] \"qMSO15\"                 \"qMSOBuWarm\"             \"qMSOBu\"                 \"qMSOBu2\"                #>  [93] \"qMSOBuGn\"               \"qMSOGn\"                 \"qMSOGnYl\"               \"qMSOYl\"                 #>  [97] \"qMSOYlOr\"               \"qMSOOr\"                 \"qMSOOrRd\"               \"qMSORdOr\"               #> [101] \"qMSORd\"                 \"qMSORdPu\"               \"qMSOPu\"                 \"qMSOPu2\"                #> [105] \"qMSOMed\"                \"qMSOPap\"                \"qMSOMrq\"                \"qMSOSlp\"                #> [109] \"qMSOAsp\"                \"qPBI\"                   \"sPBIGn\"                 \"sPBIGy1\"                #> [113] \"sPBIRd\"                 \"sPBIYl\"                 \"sPBIGy2\"                \"sPBIBu\"                 #> [117] \"sPBIOr\"                 \"sPBIPu\"                 \"sPBIYlGn\"               \"sPBIRdPu\"               #> [121] \"ag_GrnYl\"               \"ag_Sunset\"              \"ArmyRose\"               \"Earth\"                  #> [125] \"Fall\"                   \"Geyser\"                 \"TealRose\"               \"Temps\"                  #> [129] \"Tropic\"                 \"Antique\"                \"Bold\"                   \"Pastel\"                 #> [133] \"Prism\"                  \"Safe\"                   \"Vivid\"                  \"BluGrn\"                 #> [137] \"BluYl\"                  \"BrwnYl\"                 \"Burg\"                   \"BurgYl\"                 #> [141] \"DarkMint\"               \"Emrld\"                  \"Magenta\"                \"Mint\"                   #> [145] \"OrYel\"                  \"Peach\"                  \"PinkYl\"                 \"Purp\"                   #> [149] \"PurpOr\"                 \"RedOr\"                  \"Sunset\"                 \"SunsetDark\"             #> [153] \"Teal\"                   \"TealGrn\"                \"polarnight\"             \"snowstorm\"              #> [157] \"frost\"                  \"aurora\"                 \"lumina\"                 \"mountain_forms\"         #> [161] \"silver_mine\"            \"lake_superior\"          \"victory_bonds\"          \"halifax_harbor\"         #> [165] \"moose_pond\"             \"algoma_forest\"          \"rocky_mountain\"         \"red_mountain\"           #> [169] \"baie_mouton\"            \"afternoon_prarie\"       \"magma\"                  \"inferno\"                #> [173] \"plasma\"                 \"viridis\"                \"cividis\"                \"rocket\"                 #> [177] \"mako\"                   \"turbo\"                  \"ocean.algae\"            \"ocean.deep\"             #> [181] \"ocean.dense\"            \"ocean.gray\"             \"ocean.haline\"           \"ocean.ice\"              #> [185] \"ocean.matter\"           \"ocean.oxy\"              \"ocean.phase\"            \"ocean.solar\"            #> [189] \"ocean.thermal\"          \"ocean.turbid\"           \"ocean.balance\"          \"ocean.curl\"             #> [193] \"ocean.delta\"            \"ocean.amp\"              \"ocean.speed\"            \"ocean.tempo\"            #> [197] \"BrowntoBlue.10\"         \"BrowntoBlue.12\"         \"BluetoDarkOrange.12\"    \"BluetoDarkOrange.18\"    #> [201] \"DarkRedtoBlue.12\"       \"DarkRedtoBlue.18\"       \"BluetoGreen.14\"         \"BluetoGray.8\"           #> [205] \"BluetoOrangeRed.14\"     \"BluetoOrange.10\"        \"BluetoOrange.12\"        \"BluetoOrange.8\"         #> [209] \"LightBluetoDarkBlue.10\" \"LightBluetoDarkBlue.7\"  \"Categorical.12\"         \"GreentoMagenta.16\"      #> [213] \"SteppedSequential.5\"    \"jcolors-default\"        \"jcolors-pal2\"           \"jcolors-pal3\"           #> [217] \"jcolors-pal4\"           \"jcolors-pal5\"           \"jcolors-pal6\"           \"jcolors-pal7\"           #> [221] \"jcolors-pal8\"           \"jcolors-pal9\"           \"jcolors-pal10\"          \"jcolors-pal11\"          #> [225] \"jcolors-pal12\"          \"jcolors-rainbow\"        \"jet\"                    \"simspec\"                #> [229] \"GdRd\"                   all_palettes[[\"simspec\"]] #>  [1] \"#c22b86\" \"#f769a1\" \"#fcc5c1\" \"#253777\" \"#1d92c0\" \"#9ec9e1\" \"#015b33\" \"#42aa5e\" \"#d9f0a2\" \"#E66F00\" \"#f18c28\" #> [12] \"#FFBB61\" #> attr(,\"type\") #> [1] \"discrete\" show_palettes(index = 1:10)  #>  [1] \"BrBG\"     \"PiYG\"     \"PRGn\"     \"PuOr\"     \"RdBu\"     \"RdGy\"     \"RdYlBu\"   \"RdYlGn\"   \"Spectral\" \"Accent\"   show_palettes(type = \"discrete\", index = 1:10)  #>  [1] \"Accent\"  \"Dark2\"   \"Paired\"  \"Pastel1\" \"Pastel2\" \"Set1\"    \"Set2\"    \"Set3\"    \"npg\"     \"aaas\"    show_palettes(type = \"continuous\", index = 1:10)  #>  [1] \"BrBG\"     \"PiYG\"     \"PRGn\"     \"PuOr\"     \"RdBu\"     \"RdGy\"     \"RdYlBu\"   \"RdYlGn\"   \"Spectral\" \"Blues\"    show_palettes(palette_names = c(\"Paired\", \"nejm\", \"simspec\", \"Spectral\", \"jet\"), return_palettes = TRUE)  #> $Paired #>  [1] \"#A6CEE3\" \"#1F78B4\" \"#B2DF8A\" \"#33A02C\" \"#FDBF6F\" \"#FF7F00\" \"#FB9A99\" \"#E31A1C\" \"#CAB2D6\" \"#6A3D9A\" \"#FFFF99\" #> [12] \"#B15928\" #> attr(,\"type\") #> [1] \"discrete\" #>  #> $nejm #>      TallPoppy   DeepCerulean           Zest     Eucalyptus WildBlueYonder         Gothic        Salomie     FrenchRose  #>      \"#BC3C29\"      \"#0072B5\"      \"#E18727\"      \"#20854E\"      \"#7876B1\"      \"#6F99AD\"      \"#FFDC91\"      \"#EE4C97\"  #> attr(,\"type\") #> [1] \"discrete\" #>  #> $simspec #>  [1] \"#c22b86\" \"#f769a1\" \"#fcc5c1\" \"#253777\" \"#1d92c0\" \"#9ec9e1\" \"#015b33\" \"#42aa5e\" \"#d9f0a2\" \"#E66F00\" \"#f18c28\" #> [12] \"#FFBB61\" #> attr(,\"type\") #> [1] \"discrete\" #>  #> $Spectral #>  [1] \"#5E4FA2\" \"#3288BD\" \"#66C2A5\" \"#ABDDA4\" \"#E6F598\" \"#FFFFBF\" \"#FEE08B\" \"#FDAE61\" \"#F46D43\" \"#D53E4F\" \"#9E0142\" #> attr(,\"type\") #> [1] \"continuous\" #>  #> $jet #>   [1] \"#00007A\" \"#000085\" \"#00008F\" \"#000099\" \"#0000A3\" \"#0000AD\" \"#0000B8\" \"#0000C2\" \"#0000CC\" \"#0000D6\" \"#0000E0\" #>  [12] \"#0000EB\" \"#0000F5\" \"#0000FF\" \"#000AFF\" \"#0014FF\" \"#001FFF\" \"#0029FF\" \"#0033FF\" \"#003DFF\" \"#0047FF\" \"#0052FF\" #>  [23] \"#005CFF\" \"#0066FF\" \"#0070FF\" \"#007AFF\" \"#0085FF\" \"#008FFF\" \"#0099FF\" \"#00A3FF\" \"#00ADFF\" \"#00B8FF\" \"#00C2FF\" #>  [34] \"#00CCFF\" \"#00D6FF\" \"#00E0FF\" \"#00EBFF\" \"#00F5FF\" \"#00FFFF\" \"#0AFFF5\" \"#14FFEB\" \"#1FFFE0\" \"#29FFD6\" \"#33FFCC\" #>  [45] \"#3DFFC2\" \"#47FFB8\" \"#52FFAD\" \"#5CFFA3\" \"#66FF99\" \"#70FF8F\" \"#7AFF85\" \"#85FF7A\" \"#8FFF70\" \"#99FF66\" \"#A3FF5C\" #>  [56] \"#ADFF52\" \"#B8FF47\" \"#C2FF3D\" \"#CCFF33\" \"#D6FF29\" \"#E0FF1F\" \"#EBFF14\" \"#F5FF0A\" \"#FFFF00\" \"#FFF500\" \"#FFEB00\" #>  [67] \"#FFE000\" \"#FFD600\" \"#FFCC00\" \"#FFC200\" \"#FFB800\" \"#FFAD00\" \"#FFA300\" \"#FF9900\" \"#FF8F00\" \"#FF8500\" \"#FF7A00\" #>  [78] \"#FF7000\" \"#FF6600\" \"#FF5C00\" \"#FF5200\" \"#FF4700\" \"#FF3D00\" \"#FF3300\" \"#FF2900\" \"#FF1F00\" \"#FF1400\" \"#FF0A00\" #>  [89] \"#FF0000\" \"#F50000\" \"#EB0000\" \"#E00000\" \"#D60000\" \"#CC0000\" \"#C20000\" \"#B80000\" \"#AD0000\" \"#A30000\" \"#990000\" #> [100] \"#8F0000\" #> attr(,\"type\") #> [1] \"continuous\" #>"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Drop unused data from the plot to reduce the object size — slim_data","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"Drop unused data plot reduce object size","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"","code":"slim_data(p)  # S3 method for ggplot slim_data(p)  # S3 method for patchwork slim_data(p)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"p patchwork object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/slim_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Drop unused data from the plot to reduce the object size — slim_data","text":"","code":"library(ggplot2) p <- ggplot(data = mtcars, aes(x = mpg, y = wt, colour = cyl)) +   geom_point() object.size(p) #> 13984 bytes colnames(p$data) #>  [1] \"mpg\"  \"cyl\"  \"disp\" \"hp\"   \"drat\" \"wt\"   \"qsec\" \"vs\"   \"am\"   \"gear\" \"carb\"  p_slim <- slim_data(p) object.size(p_slim) #> 10912 bytes colnames(p_slim$data) #> [1] \"mpg\" \"cyl\" \"wt\""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"Convert seurat object anndata object using reticulate","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"","code":"srt_to_adata(   srt,   features = NULL,   assay_X = \"RNA\",   slot_X = \"counts\",   assay_layers = c(\"spliced\", \"unspliced\"),   slot_layers = \"counts\",   convert_tools = FALSE,   convert_misc = FALSE,   verbose = TRUE )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"srt Seurat object. assay_X Assays convert X(main data matrix) anndata object. assay_layers Assays convert layers anndata object. verbose","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"anndata object.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/srt_to_adata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Convert a seurat object to an anndata object using reticulate — srt_to_adata","text":"","code":"data(\"pancreas_sub\") adata <- srt_to_adata(pancreas_sub) #> 'misc' slot is not converted. #> 'tools' slot is not converted. adata #> AnnData object with n_obs × n_vars = 1000 × 15958 #>     obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'S_score', 'G2M_score', 'nCount_spliced', 'nFeature_spliced', 'nCount_unspliced', 'nFeature_unspliced', 'CellType', 'SubCellType', 'Phase' #>     var: 'features', 'highly_variable_genes', 'highly_variable' #>     obsm: 'PCA', 'UMAP' #>     layers: 'spliced', 'unspliced'  ### Or save as an h5ad file or a loom file # adata$write_h5ad(\"pancreas_sub.h5ad\") # adata$write_loom(\"pancreas_sub.loom\", write_obsm_varm = TRUE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":null,"dir":"Reference","previous_headings":"","what":"Blank theme — theme_blank","title":"Blank theme — theme_blank","text":"Blank theme","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blank theme — theme_blank","text":"","code":"theme_blank(   add_coord = TRUE,   xlen_npc = 0.15,   ylen_npc = 0.15,   xlab = \"\",   ylab = \"\",   lab_size = 12,   ... )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blank theme — theme_blank","text":"add_coord Whether add coordinate arrows. Default TRUE. xlen_npc length x-axis arrow \"npc\". ylen_npc length y-axis arrow \"npc\". xlab x-axis label. ylab y-axis label. lab_size Label size. ... Arguments passed theme.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_blank.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blank theme — theme_blank","text":"","code":"library(ggplot2) p <- ggplot(mtcars, aes(x = wt, y = mpg, colour = factor(cyl))) +   geom_point() p + theme_blank()  p + theme_blank(xlab = \"x-axis\", ylab = \"y-axis\", lab_size = 16)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":null,"dir":"Reference","previous_headings":"","what":"sankey_themes — theme_sankey","title":"sankey_themes — theme_sankey","text":"Minimal themes sankey, alluvial sankey bump plots","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"sankey_themes — theme_sankey","text":"","code":"theme_sankey(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )  theme_alluvial(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )  theme_sankey_bump(   base_size = 11,   base_family = \"\",   base_line_size = base_size/22,   base_rect_size = base_size/22 )"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_sankey.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"sankey_themes — theme_sankey","text":"base_size base font size, given pts. base_family base font family base_line_size base size line elements base_rect_size base size rect elements","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":null,"dir":"Reference","previous_headings":"","what":"SCP theme — theme_scp","title":"SCP theme — theme_scp","text":"default theme SCP plot function.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"SCP theme — theme_scp","text":"","code":"theme_scp(aspect.ratio = NULL, base_size = 12, ...)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"SCP theme — theme_scp","text":"aspect.ratio Aspect ratio panel. base_size Base font size ... Arguments passed theme.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/theme_scp.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"SCP theme — theme_scp","text":"","code":"library(ggplot2) p <- ggplot(mtcars, aes(x = wt, y = mpg, colour = factor(cyl))) +   geom_point() p + theme_scp()"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":null,"dir":"Reference","previous_headings":"","what":"Split a vector into the chunks — tochunks","title":"Split a vector into the chunks — tochunks","text":"Split vector chunks","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split a vector into the chunks — tochunks","text":"","code":"tochunks(x, nchunks)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split a vector into the chunks — tochunks","text":"x vector. nchunks Number chunks.","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/tochunks.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split a vector into the chunks — tochunks","text":"","code":"x <- 1:10 names(x) <- letters[1:10] tochunks(x, nchunks = 3) #> $`1` #> a b c d  #> 1 2 3 4  #>  #> $`2` #> e f g  #> 5 6 7  #>  #> $`3` #>  h  i  j  #>  8  9 10  #>"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":null,"dir":"Reference","previous_headings":"","what":"Implement similar functions to the unnest function in the tidyr package — unnest","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"Implement similar functions unnest function tidyr package","code":""},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"","code":"unnest(data, cols, keep_empty = FALSE)"},{"path":"https://zhanghao-njmu.github.io/SCP/reference/unnest.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Implement similar functions to the unnest function in the tidyr package — unnest","text":"data data frame. cols Columns unnest. keep_empty default, get one row output element list unchopping/unnesting. means size-0 element (like NULL empty data frame), entire row dropped output. want preserve rows, use keep_empty = TRUE replace size-0 elements single row missing values.","code":""}]