diff --git a/batch_control_comparison/analyze_bioivt_data.ipynb b/batch_control_comparison/analyze_bioivt_data.ipynb deleted file mode 100644 index 312fd02..0000000 --- a/batch_control_comparison/analyze_bioivt_data.ipynb +++ /dev/null @@ -1,1514 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "8e29d88d-c445-41a6-aa9a-03b59bee1dd4", - "metadata": {}, - "source": [ - "# Comparison of Control samples across back-to-back batches\n", - "\n", - "In this notebook, we'll retrieve batch control data for B039 and B040, two of our scRNA-seq pipeline batches.\n", - "\n", - "We'll combine the data from these samples, perform normalization and dimensionality reduction, generate some UMAP plots, and perform some differential expression tests for some of the broad cell type labels generated by our labeling pipeline.\n", - "\n", - "As we perform these analyses, we'll generate output files. At the end of the notebook, we assemble these output files and upload them back to HISE for later use in downstream applications." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "bd4763d7-9db9-402b-9d41-6eb65f1e6ef2", - "metadata": {}, - "outputs": [], - "source": [ - "import hisepy\n", - "\n", - "import anndata\n", - "from datetime import date\n", - "import h5py\n", - "import os\n", - "import pandas as pd\n", - "import scanpy as sc\n", - "import scipy.sparse as scs" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "51f8735f-e17b-4658-9c2a-c2d7972229e6", - "metadata": {}, - "outputs": [], - "source": [ - "if not os.path.isdir('output'):\n", - " os.mkdir('output')\n", - "\n", - "sc.settings.figdir = 'output/'\n", - "\n", - "out_files = []" - ] - }, - { - "cell_type": "markdown", - "id": "4436bc23-6cba-4bac-966a-2b68b4b6304a", - "metadata": {}, - "source": [ - "## Helper functions" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "0889dd23-dbe6-447b-acd5-c0989afb71fa", - "metadata": {}, - "outputs": [], - "source": [ - "def cache_uuid_path(uuid):\n", - " cache_base = '{home}/{cache}/'.format(\n", - " home = hisepy.reader.CONFIG['IDE']['HOME_DIR'],\n", - " cache = hisepy.reader.CONFIG['IDE']['CACHE_DIR']\n", - " )\n", - " cache_path = '{b}/{u}'.format(b = cache_base, u = uuid)\n", - " if not os.path.isdir(cache_path):\n", - " hise_res = hisepy.reader.cache_files([uuid])\n", - " filename = os.listdir(cache_path)[0]\n", - " cache_file = '{p}/{f}'.format(p = cache_path, f = filename)\n", - " return cache_file" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "c7562f19-a598-4bc1-8034-81b5c0820443", - "metadata": {}, - "outputs": [], - "source": [ - "# define a function to read count data\n", - "def read_mat(h5_con):\n", - " mat = scs.csc_matrix(\n", - " (h5_con['matrix']['data'][:], # Count values\n", - " h5_con['matrix']['indices'][:], # Row indices\n", - " h5_con['matrix']['indptr'][:]), # Pointers for column positions\n", - " shape = tuple(h5_con['matrix']['shape'][:]) # Matrix dimensions\n", - " )\n", - " return mat\n", - "\n", - "# define a function to read obeservation metadata (i.e. cell metadata)\n", - "def read_obs(h5con):\n", - " bc = h5con['matrix']['barcodes'][:]\n", - " bc = [x.decode('UTF-8') for x in bc]\n", - "\n", - " # Initialized the DataFrame with cell barcodes\n", - " obs_df = pd.DataFrame({ 'barcodes' : bc })\n", - "\n", - " # Get the list of available metadata columns\n", - " obs_columns = h5con['matrix']['observations'].keys()\n", - " \n", - " # For each column\n", - " for col in obs_columns:\n", - " # Read the values\n", - " values = h5con['matrix']['observations'][col][:]\n", - " # Check for byte storage\n", - " if(isinstance(values[0], (bytes, bytearray))):\n", - " # Decode byte strings\n", - " values = [x.decode('UTF-8') for x in values]\n", - " # Add column to the DataFrame\n", - " obs_df[col] = values\n", - "\n", - " obs_df = obs_df.set_index('barcodes', drop = False)\n", - " obs_df = obs_df.drop(['umap_1', 'umap_2'], axis = 1)\n", - " \n", - " return obs_df\n", - "\n", - "# define a function to construct anndata object from a h5 file\n", - "def read_h5_anndata(h5_file):\n", - " h5_con = h5py.File(h5_file, mode = 'r')\n", - " # extract the expression matrix\n", - " mat = read_mat(h5_con)\n", - " # extract gene names\n", - " genes = h5_con['matrix']['features']['name'][:]\n", - " genes = [x.decode('UTF-8') for x in genes]\n", - " # extract metadata\n", - " obs_df = read_obs(h5_con)\n", - " # construct anndata\n", - " adata = anndata.AnnData(mat.T,\n", - " obs = obs_df)\n", - " # make sure the gene names aligned\n", - " adata.var_names = genes\n", - "\n", - " adata.var_names_make_unique()\n", - " return adata" - ] - }, - { - "cell_type": "markdown", - "id": "34dee0d0-16d4-4ad9-8d7e-01cf01b01a08", - "metadata": {}, - "source": [ - "## Find files in HISE data storage" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "a89472dd-d241-40e4-9b11-5a037dbf02f0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function get_file_descriptors in module hisepy.reader:\n", - "\n", - "get_file_descriptors(query_dict: dict = None)\n", - " Retrieves file descriptors based on user's query.\n", - " \n", - " Parameters:\n", - " query_dict (dict): dictionary that contains query parameters\n", - " Returns:\n", - " dictionary of data.frame objects\n", - " Examples:\n", - " df_dict = get_file_descriptors(q_dict)\n", - " df_dict.keys() # print keys of dict\n", - " df_dict['descriptors'] # to view descriptors\n", - " df_dict['labResults'] # lab results\n", - " df_dict['specimens'] # specimen df\n", - "\n" - ] - } - ], - "source": [ - "help(hisepy.reader.get_file_descriptors)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "83f5833f-df24-4845-9117-7eb2bbddebdb", - "metadata": {}, - "outputs": [], - "source": [ - "query_dict = {\n", - " 'fileType': ['scRNA-seq-labeled'],\n", - " 'cohortGuid': ['BIOIVT'],\n", - " 'batchID': ['B039','B040']\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "5245ffbc-34ab-4696-8999-4c1a5f22d4ea", - "metadata": {}, - "outputs": [], - "source": [ - "file_desc = hisepy.reader.get_file_descriptors(query_dict)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "46a10d09-57d6-42c5-896e-d5962d97cb49", - "metadata": {}, - "outputs": [], - "source": [ - "desc = file_desc['descriptors']" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "6294744c-e3c5-4d55-9cae-46a63c0c3bec", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(4, 28)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "desc.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "c1d97879-e0ff-467d-946c-3d163b5605e1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "file.batchID\n", - "B040 2\n", - "B039 2\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "desc['file.batchID'].value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "c34bf684-76a4-41a5-90d5-496b552fd194", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "subject.subjectGuid\n", - "HMN169517 4\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "desc['subject.subjectGuid'].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "08545d28-102d-439c-8218-0f1d19d4c66b", - "metadata": {}, - "source": [ - "## Retrieve labeled .h5 files from HISE" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "6071adc9-38ab-4b30-94ca-c092d02b128f", - "metadata": {}, - "outputs": [], - "source": [ - "h5_uuids = desc['file.id'].tolist()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "22c605dc-1322-43d7-974e-eaa710f2995d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "downloading fileID: 0b3c5cf8-6949-4410-953e-761bf3522b35\n", - "Files have been successfully downloaded!\n", - "downloading fileID: a7322df9-703d-45b6-a87a-bc86b176dbec\n", - "Files have been successfully downloaded!\n", - "downloading fileID: d2c39b0a-fe84-4fab-91fe-d273ad7a77c4\n", - "Files have been successfully downloaded!\n", - "downloading fileID: 865f1409-9a87-430f-b05d-3d167a5ca9d0\n", - "Files have been successfully downloaded!\n" - ] - } - ], - "source": [ - "h5_files = []\n", - "for uuid in h5_uuids:\n", - " h5_file = cache_uuid_path(uuid)\n", - " h5_files.append(h5_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "5aaf76b3-4181-4e34-b274-1ea9324fdadd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['/home/jupyter/cache//0b3c5cf8-6949-4410-953e-761bf3522b35/B040-P2_IMM19_413_2021-03-24T00:48:50.255094117Z_labeled.h5',\n", - " '/home/jupyter/cache//a7322df9-703d-45b6-a87a-bc86b176dbec/B040-P1_IMM19_413_2021-02-14T05:03:10.129208213Z_labeled.h5',\n", - " '/home/jupyter/cache//d2c39b0a-fe84-4fab-91fe-d273ad7a77c4/B039-P1_IMM19_412_2020-12-13T18:58:42.148340626Z_labeled.h5',\n", - " '/home/jupyter/cache//865f1409-9a87-430f-b05d-3d167a5ca9d0/B039-P2_IMM19_412_2020-12-14T06:30:12.885244281Z_labeled.h5']" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "h5_files" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "f58ab4ed-3f9d-496d-8f1c-4b8877d03d40", - "metadata": {}, - "outputs": [], - "source": [ - "adata_list = []\n", - "for h5_file in h5_files:\n", - " adata = read_h5_anndata(h5_file)\n", - " adata_list.append(adata)" - ] - }, - { - "cell_type": "markdown", - "id": "992d0653-5b9d-42b1-b24d-f690d472b2d9", - "metadata": {}, - "source": [ - "### Assemble all files" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "8af8d87c-5802-466c-a4b8-af7b64de1803", - "metadata": {}, - "outputs": [], - "source": [ - "adata = sc.concat(adata_list)" - ] - }, - { - "cell_type": "markdown", - "id": "c81e1aa0-98cd-4f89-a544-6312765af84b", - "metadata": {}, - "source": [ - "## Normalize and generate UMAP for all cells" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "d53c3107-6654-4394-94aa-6f97dd049349", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Normalizing; Finding HVGs; " - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/preprocessing/_highly_variable_genes.py:220: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", - " disp_grouped = df.groupby('mean_bin')['dispersions']\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scaling; PCA; Neighbors; UMAP; " - ] - } - ], - "source": [ - "print('Normalizing', end = \"; \")\n", - "# Normalize and log transform\n", - "sc.pp.normalize_total(adata)\n", - "sc.pp.log1p(adata)\n", - "\n", - "print('Finding HVGs', end = \"; \")\n", - "sc.pp.highly_variable_genes(adata)\n", - "adata = adata[:, adata.var_names[adata.var['highly_variable']]].copy()\n", - "\n", - "print('Scaling', end = \"; \")\n", - "sc.pp.scale(adata)\n", - "\n", - "print('PCA', end = \"; \")\n", - "sc.tl.pca(adata, svd_solver = 'arpack')\n", - "\n", - "print('Neighbors', end = \"; \")\n", - "sc.pp.neighbors(\n", - " adata, \n", - " n_neighbors = 50,\n", - " n_pcs = 30\n", - ")\n", - "\n", - "print('UMAP', end = \"; \")\n", - "sc.tl.umap(adata, min_dist = 0.05)" - ] - }, - { - "cell_type": "markdown", - "id": "a65297d1-1174-4cee-bf00-3d2af49dd530", - "metadata": {}, - "source": [ - "### Extract and save UMAP coordinates and metadata" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "fdc4c388-bb0f-4bfb-b97d-9e938aef4017", - "metadata": {}, - "outputs": [], - "source": [ - "obs_umap = adata.obs\n", - "obs_umap = obs_umap.reset_index(drop = True)\n", - "\n", - "umap_mat = adata.obsm['X_umap']\n", - "umap_df = pd.DataFrame(umap_mat, columns = ['umap_1', 'umap_2'])\n", - "\n", - "obs_umap['umap_1'] = umap_df['umap_1']\n", - "obs_umap['umap_2'] = umap_df['umap_2']" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d13a0e2c-57cf-4903-8b7d-c1fdfc31d5b3", - "metadata": {}, - "outputs": [], - "source": [ - "obs_umap.to_csv('output/cell_meta_and_umap_coords.csv')\n", - "out_files.append('output/cell_meta_and_umap_coords.csv')" - ] - }, - { - "cell_type": "markdown", - "id": "95ad0e14-dbbc-4f78-bc8e-407e5027623d", - "metadata": {}, - "source": [ - "## Plot pools and cell type labels" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "1c6c2307-6e50-4f8a-8069-afdec0c6016a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_cell_type.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sc.pl.umap(\n", - " adata,\n", - " color = 'seurat_pbmc_type',\n", - " save = '_cell_type.png'\n", - ")\n", - "out_files.append('output/umap_cell_type.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "41ad22cc-b640-4c91-ab5d-bfdefd884c9f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_all_pools.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sc.pl.umap(\n", - " adata,\n", - " color = 'pool_id',\n", - " save = '_all_pools.png'\n", - ")\n", - "out_files.append('output/umap_all_pools.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "b1a684de-8dcb-42eb-a6ce-ad763f437ed9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_B040-P2.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_B040-P1.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_B039-P1.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: saving figure to file output/umap_B039-P2.png\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", - " color_vector = pd.Categorical(values.map(color_map))\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", - " cax = scatter(\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pools = adata.obs['pool_id'].unique()\n", - "for pool in pools:\n", - " sc.pl.umap(\n", - " adata,\n", - " color = 'pool_id',\n", - " groups = pool,\n", - " save = '_{p}.png'.format(p = pool)\n", - " )\n", - " out_files.append('output/umap_{p}.png'.format(p = pool))" - ] - }, - { - "cell_type": "markdown", - "id": "287067a5-7756-4655-8f71-f27b2398f17e", - "metadata": {}, - "source": [ - "## Are there differences between batches in CD14 Monocytes?" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "8b75bc91-cecf-4523-b7db-c552807fcf24", - "metadata": {}, - "outputs": [], - "source": [ - "cd14_adata = adata[adata.obs['seurat_pbmc_type'] == 'CD14+ Monocytes'].copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "f60f382d-c2f5-491d-87f0-61d67a9252c7", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/numpy/core/fromnumeric.py:84: FutureWarning: The behavior of DataFrame.sum with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)\n", - " return reduction(axis=axis, out=out, **passkwargs)\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: RuntimeWarning: invalid value encountered in log2\n", - " self.stats[group_name, 'logfoldchanges'] = np.log2(\n" - ] - } - ], - "source": [ - "sc.tl.rank_genes_groups(\n", - " cd14_adata,\n", - " groupby = 'batch_id',\n", - " method = 'wilcoxon',\n", - " groups = ['B040'],\n", - " reference = 'B039'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "6bb5e14f-a77c-4284-a363-995b0326bc59", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sc.pl.rank_genes_groups(cd14_adata)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "7ac45ca9-184a-49f0-8560-a06287a91017", - "metadata": {}, - "outputs": [], - "source": [ - "def extract_result(adata, result):\n", - " res_list = [x[0] for x in adata.uns['rank_genes_groups'][result].tolist()]\n", - " return res_list" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "12d5d19f-6d61-438d-a22c-f6299b776f4d", - "metadata": {}, - "outputs": [], - "source": [ - "cd14_deg_df = pd.DataFrame({\n", - " 'gene': extract_result(cd14_adata, 'names'),\n", - " 'score': extract_result(cd14_adata, 'scores'),\n", - " 'pval': extract_result(cd14_adata, 'pvals'),\n", - " 'padj': extract_result(cd14_adata, 'pvals_adj'),\n", - " 'logfc': extract_result(cd14_adata, 'logfoldchanges')\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "d291c31f-7693-4b0a-9148-df118139f67a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genescorepvalpadjlogfc
0AC020656.111.4787431.687154e-302.577972e-270.542130
1MT-ND36.3009862.957584e-101.807676e-076.518433
2RAB315.9626022.482523e-091.264432e-060.443171
3S100A85.8251105.707489e-091.938010e-060.239199
4S100A65.7048521.164443e-083.558537e-060.178829
\n", - "
" - ], - "text/plain": [ - " gene score pval padj logfc\n", - "0 AC020656.1 11.478743 1.687154e-30 2.577972e-27 0.542130\n", - "1 MT-ND3 6.300986 2.957584e-10 1.807676e-07 6.518433\n", - "2 RAB31 5.962602 2.482523e-09 1.264432e-06 0.443171\n", - "3 S100A8 5.825110 5.707489e-09 1.938010e-06 0.239199\n", - "4 S100A6 5.704852 1.164443e-08 3.558537e-06 0.178829" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cd14_deg_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "98404d58-2f71-4b08-9316-845c4ef5e411", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", - " values = values.astype(str)\n" - ] - } - ], - "source": [ - "cd14_deg_df.to_csv('output/B040_vs_B039_cd14_mono_deg.csv')\n", - "out_files.append('output/B040_vs_B039_cd14_mono_deg.csv')" - ] - }, - { - "cell_type": "markdown", - "id": "71a8ba18-58b6-442b-b261-d66c88280785", - "metadata": {}, - "source": [ - "## How about in CD4 Naive T cells?" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "8c2c7143-c26a-4dd9-9b71-5b14c46f6873", - "metadata": {}, - "outputs": [], - "source": [ - "cd4_adata = adata[adata.obs['seurat_pbmc_type'] == 'CD4 Naive'].copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "05486de1-e666-4404-b013-6adaf9f576f1", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/numpy/core/fromnumeric.py:84: FutureWarning: The behavior of DataFrame.sum with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)\n", - " return reduction(axis=axis, out=out, **passkwargs)\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: RuntimeWarning: invalid value encountered in log2\n", - " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", - "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: RuntimeWarning: invalid value encountered in log2\n", - " self.stats[group_name, 'logfoldchanges'] = np.log2(\n" - ] - } - ], - "source": [ - "sc.tl.rank_genes_groups(\n", - " cd4_adata,\n", - " groupby = 'batch_id',\n", - " method = 'wilcoxon'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "9f3b0e1f-3e56-435f-ba37-8a86db865897", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sc.pl.rank_genes_groups(cd4_adata)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "4eb547a8-8f80-4656-b13a-a5c050bd26cc", - "metadata": {}, - "outputs": [], - "source": [ - "cd4_deg_df = pd.DataFrame({\n", - " 'gene': extract_result(cd4_adata, 'names'),\n", - " 'score': extract_result(cd4_adata, 'scores'),\n", - " 'pval': extract_result(cd4_adata, 'pvals'),\n", - " 'padj': extract_result(cd4_adata, 'pvals_adj'),\n", - " 'logfc': extract_result(cd4_adata, 'logfoldchanges')\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "b4916697-948f-4d45-9762-7b7d6a8f27a0", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
genescorepvalpadjlogfc
0HIST1H1E14.2209986.787800e-462.074352e-42-3.214036
1HIST1H1D10.4403781.621636e-252.477860e-221.560905
2FOS9.8642435.948174e-236.059207e-20-0.549353
3CCNL18.9792412.726392e-192.082964e-16-3.194128
4PPP1R108.7348702.439374e-181.490945e-15NaN
\n", - "
" - ], - "text/plain": [ - " gene score pval padj logfc\n", - "0 HIST1H1E 14.220998 6.787800e-46 2.074352e-42 -3.214036\n", - "1 HIST1H1D 10.440378 1.621636e-25 2.477860e-22 1.560905\n", - "2 FOS 9.864243 5.948174e-23 6.059207e-20 -0.549353\n", - "3 CCNL1 8.979241 2.726392e-19 2.082964e-16 -3.194128\n", - "4 PPP1R10 8.734870 2.439374e-18 1.490945e-15 NaN" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cd4_deg_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "f3dcf663-6738-4b0d-92fc-9358f22a4c50", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", - " values = values.astype(str)\n" - ] - } - ], - "source": [ - "cd4_deg_df.to_csv('output/B040_vs_B039_cd4_naive_deg.csv')\n", - "out_files.append('output/B040_vs_B039_cd4_naive_deg.csv')" - ] - }, - { - "cell_type": "markdown", - "id": "18a640ea-f902-4d68-aa78-6c7341bf10d1", - "metadata": {}, - "source": [ - "Yes, there are a few differences. We should be mindful of these in our analysis." - ] - }, - { - "cell_type": "markdown", - "id": "026aa801-ba13-435d-88f2-91718c27a971", - "metadata": {}, - "source": [ - "## Save files for later use in HISE" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "9ccbd1c3-481a-48f1-91ed-0ab403b5fd13", - "metadata": {}, - "outputs": [], - "source": [ - "study_space_uuid = '00a53fa5-18da-4333-84cb-3cc0b0761201'\n", - "title = 'CertPro Batch Control Comparison {d}'.format(d = date.today())" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "4cce6d8d-7867-4311-9eb9-d14cd96be57d", - "metadata": {}, - "outputs": [], - "source": [ - "search_id = 'wellmannered_olingo'" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "00656c57-3784-4de7-869a-d31ebeffd01d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['0b3c5cf8-6949-4410-953e-761bf3522b35',\n", - " 'a7322df9-703d-45b6-a87a-bc86b176dbec',\n", - " 'd2c39b0a-fe84-4fab-91fe-d273ad7a77c4',\n", - " '865f1409-9a87-430f-b05d-3d167a5ca9d0']" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "in_files = desc['file.id'].tolist()\n", - "in_files" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "63442413-6aac-483c-b2fc-97638c1c12ea", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['output/cell_meta_and_umap_coords.csv',\n", - " 'output/umap_cell_type.png',\n", - " 'output/umap_all_pools.png',\n", - " 'output/umap_B040-P2.png',\n", - " 'output/umap_B040-P1.png',\n", - " 'output/umap_B039-P1.png',\n", - " 'output/umap_B039-P2.png',\n", - " 'output/B040_vs_B039_cd14_mono_deg.csv',\n", - " 'output/B040_vs_B039_cd4_naive_deg.csv']" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "out_files" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "ddd7b4fd-494d-4608-8d6a-00b486cfa5b8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cannot determine the current notebook.\n", - "1) /home/jupyter/certpro-workflow-demos/batch_control_comparison/analyze_bioivt_data.ipynb\n", - "2) /home/jupyter/bioivt-certpro-demo/analyze_bioivt_data.ipynb\n", - "3) /home/jupyter/certpro-workflow-demos/adult_vs_pediatric_teaseq/dash_app/03_UploadVisualization.ipynb\n", - "Please select (1-3) \n" - ] - }, - { - "name": "stdin", - "output_type": "stream", - "text": [ - " 1\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "you are trying to upload file_ids... ['output/cell_meta_and_umap_coords.csv', 'output/umap_cell_type.png', 'output/umap_all_pools.png', 'output/umap_B040-P2.png', 'output/umap_B040-P1.png', 'output/umap_B039-P1.png', 'output/umap_B039-P2.png', 'output/B040_vs_B039_cd14_mono_deg.csv', 'output/B040_vs_B039_cd4_naive_deg.csv']. Do you truly want to proceed?\n" - ] - }, - { - "name": "stdin", - "output_type": "stream", - "text": [ - "(y/n) y\n" - ] - }, - { - "data": { - "text/plain": [ - "{'trace_id': '67cfabed-8088-4a3f-a263-02e732564320',\n", - " 'files': ['output/cell_meta_and_umap_coords.csv',\n", - " 'output/umap_cell_type.png',\n", - " 'output/umap_all_pools.png',\n", - " 'output/umap_B040-P2.png',\n", - " 'output/umap_B040-P1.png',\n", - " 'output/umap_B039-P1.png',\n", - " 'output/umap_B039-P2.png',\n", - " 'output/B040_vs_B039_cd14_mono_deg.csv',\n", - " 'output/B040_vs_B039_cd4_naive_deg.csv']}" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hisepy.upload.upload_files(\n", - " study_space_id = study_space_uuid,\n", - " title = title,\n", - " input_file_ids = in_files,\n", - " files = out_files,\n", - " destination = search_id\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "9fd705ef-ee70-4e43-8d80-284ed71b3284", - "metadata": {}, - "source": [ - "## Session Info/Package Versions" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "5510f1a5-6720-4838-bac3-280d1db3d6e3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "Click to view session information\n", - "
\n",
-       "-----\n",
-       "anndata             0.10.3\n",
-       "h5py                3.10.0\n",
-       "hisepy              0.3.0\n",
-       "pandas              2.1.4\n",
-       "scanpy              1.9.6\n",
-       "scipy               1.11.4\n",
-       "session_info        1.0.0\n",
-       "-----\n",
-       "
\n", - "
\n", - "Click to view modules imported as dependencies\n", - "
\n",
-       "PIL                         10.0.1\n",
-       "anyio                       NA\n",
-       "arrow                       1.3.0\n",
-       "asttokens                   NA\n",
-       "attr                        23.2.0\n",
-       "attrs                       23.2.0\n",
-       "babel                       2.14.0\n",
-       "beatrix_jupyterlab          NA\n",
-       "brotli                      NA\n",
-       "cachetools                  5.3.1\n",
-       "certifi                     2024.02.02\n",
-       "cffi                        1.16.0\n",
-       "charset_normalizer          3.3.2\n",
-       "cloudpickle                 2.2.1\n",
-       "colorama                    0.4.6\n",
-       "comm                        0.1.4\n",
-       "cryptography                41.0.7\n",
-       "cycler                      0.10.0\n",
-       "cython_runtime              NA\n",
-       "dateutil                    2.8.2\n",
-       "db_dtypes                   1.1.1\n",
-       "debugpy                     1.8.0\n",
-       "decorator                   5.1.1\n",
-       "defusedxml                  0.7.1\n",
-       "deprecated                  1.2.14\n",
-       "exceptiongroup              1.2.0\n",
-       "executing                   2.0.1\n",
-       "fastjsonschema              NA\n",
-       "fqdn                        NA\n",
-       "google                      NA\n",
-       "greenlet                    2.0.2\n",
-       "grpc                        1.58.0\n",
-       "grpc_status                 NA\n",
-       "idna                        3.6\n",
-       "igraph                      0.10.8\n",
-       "importlib_metadata          NA\n",
-       "ipykernel                   6.28.0\n",
-       "ipython_genutils            0.2.0\n",
-       "ipywidgets                  8.1.1\n",
-       "isoduration                 NA\n",
-       "jedi                        0.19.1\n",
-       "jinja2                      3.1.2\n",
-       "joblib                      1.3.2\n",
-       "json5                       NA\n",
-       "jsonpointer                 2.4\n",
-       "jsonschema                  4.20.0\n",
-       "jsonschema_specifications   NA\n",
-       "jupyter_events              0.9.0\n",
-       "jupyter_server              2.12.1\n",
-       "jupyterlab_server           2.25.2\n",
-       "jwt                         2.8.0\n",
-       "kiwisolver                  1.4.5\n",
-       "leidenalg                   0.10.1\n",
-       "llvmlite                    0.41.0\n",
-       "lz4                         4.3.2\n",
-       "markupsafe                  2.1.3\n",
-       "matplotlib                  3.8.0\n",
-       "matplotlib_inline           0.1.6\n",
-       "mpl_toolkits                NA\n",
-       "mpmath                      1.3.0\n",
-       "natsort                     8.4.0\n",
-       "nbformat                    5.9.2\n",
-       "numba                       0.58.0\n",
-       "numpy                       1.24.0\n",
-       "opentelemetry               NA\n",
-       "overrides                   NA\n",
-       "packaging                   23.2\n",
-       "parso                       0.8.3\n",
-       "patsy                       0.5.3\n",
-       "pexpect                     4.8.0\n",
-       "pickleshare                 0.7.5\n",
-       "pkg_resources               NA\n",
-       "platformdirs                4.1.0\n",
-       "plotly                      5.18.0\n",
-       "prettytable                 3.9.0\n",
-       "prometheus_client           NA\n",
-       "prompt_toolkit              3.0.42\n",
-       "proto                       NA\n",
-       "psutil                      NA\n",
-       "ptyprocess                  0.7.0\n",
-       "pure_eval                   0.2.2\n",
-       "pyarrow                     13.0.0\n",
-       "pycparser                   2.21\n",
-       "pydev_ipython               NA\n",
-       "pydevconsole                NA\n",
-       "pydevd                      2.9.5\n",
-       "pydevd_file_utils           NA\n",
-       "pydevd_plugins              NA\n",
-       "pydevd_tracing              NA\n",
-       "pygments                    2.17.2\n",
-       "pynndescent                 0.5.11\n",
-       "pynvml                      NA\n",
-       "pyparsing                   3.1.1\n",
-       "pyreadr                     0.5.0\n",
-       "pythonjsonlogger            NA\n",
-       "pytz                        2023.3.post1\n",
-       "referencing                 NA\n",
-       "requests                    2.31.0\n",
-       "rfc3339_validator           0.1.4\n",
-       "rfc3986_validator           0.1.1\n",
-       "rpds                        NA\n",
-       "send2trash                  NA\n",
-       "shapely                     1.8.5.post1\n",
-       "six                         1.16.0\n",
-       "sklearn                     1.3.2\n",
-       "sniffio                     1.3.0\n",
-       "socks                       1.7.1\n",
-       "sparse                      0.14.0\n",
-       "sql                         NA\n",
-       "sqlalchemy                  2.0.21\n",
-       "sqlparse                    0.4.4\n",
-       "stack_data                  0.6.2\n",
-       "statsmodels                 0.14.0\n",
-       "sympy                       1.12\n",
-       "termcolor                   NA\n",
-       "texttable                   1.7.0\n",
-       "threadpoolctl               3.2.0\n",
-       "torch                       2.1.2+cu121\n",
-       "torchgen                    NA\n",
-       "tornado                     6.3.3\n",
-       "tqdm                        4.66.1\n",
-       "traitlets                   5.9.0\n",
-       "typing_extensions           NA\n",
-       "umap                        0.5.5\n",
-       "uri_template                NA\n",
-       "urllib3                     1.26.18\n",
-       "wcwidth                     0.2.12\n",
-       "webcolors                   1.13\n",
-       "websocket                   1.7.0\n",
-       "wrapt                       1.15.0\n",
-       "xarray                      2023.12.0\n",
-       "yaml                        6.0.1\n",
-       "zipp                        NA\n",
-       "zmq                         25.1.2\n",
-       "zoneinfo                    NA\n",
-       "zstandard                   0.22.0\n",
-       "
\n", - "
\n", - "
\n",
-       "-----\n",
-       "IPython             8.19.0\n",
-       "jupyter_client      8.6.0\n",
-       "jupyter_core        5.6.1\n",
-       "jupyterlab          4.1.5\n",
-       "notebook            6.5.4\n",
-       "-----\n",
-       "Python 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\n",
-       "Linux-5.15.0-1062-gcp-x86_64-with-glibc2.31\n",
-       "-----\n",
-       "Session information updated at 2024-07-08 17:25\n",
-       "
\n", - "
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import session_info\n", - "session_info.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aa212cba-7048-4fac-b7d5-1f1dbf2fc6ff", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "environment": { - "kernel": "python3", - "name": ".m121", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/:m121" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}