manuscript_examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(httr)\n",
    "\n",
    "url = \"https://omabrowser.org/api/protein/P53_RAT/\"\n",
    "response = GET(url)\n",
    "\n",
    "response_content_list = httr::content(response, as = \"parsed\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading GitHub repo DessimozLab/OmaDB@master\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R6 (2.3.0 -> 2.4.0) [CRAN]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Skipping 10 packages ahead of CRAN: AnnotationDbi, BiocGenerics, GenomeInfoDb, GenomeInfoDbData, GenomicRanges, GO.db, IRanges, S4Vectors, XVector, zlibbioc\n",
      "Installing 1 packages: R6\n",
      "Installing package into ‘/Users/kk1918/Library/R/3.5/library’\n",
      "(as ‘lib’ is unspecified)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T//RtmpY0uehe/downloaded_packages\n",
      "✔  checking for file ‘/private/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T/RtmpY0uehe/remotesac433937836/DessimozLab-OmaDB-ffa7add/DESCRIPTION’ ...\n",
      "─  preparing ‘OmaDB’:\n",
      "✔  checking DESCRIPTION meta-information ...\n",
      "─  checking for LF line-endings in source and make files and shell scripts\n",
      "─  checking for empty or unneeded directories\n",
      "─  looking to see if a ‘data/datalist’ file should be added\n",
      "─  building ‘OmaDB_1.99.1.tar.gz’\n",
      "   \n",
      "\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Installing package into ‘/Users/kk1918/Library/R/3.5/library’\n",
      "(as ‘lib’ is unspecified)\n",
      "Loading required package: ggtree\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘ggtree’”Bioconductor version 3.8 (BiocManager 1.30.4), R 3.5.2 (2018-12-20)\n",
      "Installing package(s) 'ggtree'\n",
      "also installing the dependencies ‘tidyselect’, ‘dplyr’, ‘purrr’, ‘rvcheck’, ‘tidyr’, ‘tidytree’, ‘treeio’\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T//RtmpY0uehe/downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Update old packages: 'Biobase', 'Biostrings', 'graph', 'topGO'\n",
      "Loading required package: ggtree\n",
      "ggtree v1.14.6  For help: https://guangchuangyu.github.io/software/ggtree\n",
      "\n",
      "If you use ggtree in published research, please cite the most appropriate paper(s):\n",
      "\n",
      "- Guangchuang Yu, David Smith, Huachen Zhu, Yi Guan, Tommy Tsan-Yuk Lam. ggtree: an R package for visualization and annotation of phylogenetic trees with their covariates and other associated data. Methods in Ecology and Evolution 2017, 8(1):28-36, doi:10.1111/2041-210X.12628\n",
      "\n",
      "- Guangchuang Yu, Tommy Tsan-Yuk Lam, Huachen Zhu, Yi Guan. Two methods for mapping and visualizing associated data on phylogeny using ggtree. Molecular Biology and Evolution 2018, accepted. doi: 10.1093/molbev/msy194\n",
      "Loading required package: BgeeDB\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘BgeeDB’”Bioconductor version 3.8 (BiocManager 1.30.4), R 3.5.2 (2018-12-20)\n",
      "Installing package(s) 'BgeeDB'\n",
      "also installing the dependency ‘data.table’\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T//RtmpY0uehe/downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Update old packages: 'Biobase', 'Biostrings', 'graph', 'topGO'\n",
      "Loading required package: BgeeDB\n",
      "Loading required package: topGO\n",
      "Loading required package: BiocGenerics\n",
      "Loading required package: parallel\n",
      "\n",
      "Attaching package: ‘BiocGenerics’\n",
      "\n",
      "The following objects are masked from ‘package:parallel’:\n",
      "\n",
      "    clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,\n",
      "    clusterExport, clusterMap, parApply, parCapply, parLapply,\n",
      "    parLapplyLB, parRapply, parSapply, parSapplyLB\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    IQR, mad, sd, var, xtabs\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    anyDuplicated, append, as.data.frame, basename, cbind, colMeans,\n",
      "    colnames, colSums, dirname, do.call, duplicated, eval, evalq,\n",
      "    Filter, Find, get, grep, grepl, intersect, is.unsorted, lapply,\n",
      "    lengths, Map, mapply, match, mget, order, paste, pmax, pmax.int,\n",
      "    pmin, pmin.int, Position, rank, rbind, Reduce, rowMeans, rownames,\n",
      "    rowSums, sapply, setdiff, sort, table, tapply, union, unique,\n",
      "    unsplit, which, which.max, which.min\n",
      "\n",
      "Loading required package: graph\n",
      "Loading required package: Biobase\n",
      "Welcome to Bioconductor\n",
      "\n",
      "    Vignettes contain introductory material; view with\n",
      "    'browseVignettes()'. To cite Bioconductor, see\n",
      "    'citation(\"Biobase\")', and for packages 'citation(\"pkgname\")'.\n",
      "\n",
      "\n",
      "Attaching package: ‘Biobase’\n",
      "\n",
      "The following object is masked from ‘package:BiocGenerics’:\n",
      "\n",
      "    dims\n",
      "\n",
      "The following object is masked from ‘package:httr’:\n",
      "\n",
      "    content\n",
      "\n",
      "Loading required package: GO.db\n",
      "Loading required package: AnnotationDbi\n",
      "Loading required package: stats4\n",
      "Loading required package: IRanges\n",
      "Loading required package: S4Vectors\n",
      "\n",
      "Attaching package: ‘S4Vectors’\n",
      "\n",
      "The following object is masked from ‘package:ggtree’:\n",
      "\n",
      "    expand\n",
      "\n",
      "The following object is masked from ‘package:base’:\n",
      "\n",
      "    expand.grid\n",
      "\n",
      "\n",
      "Attaching package: ‘IRanges’\n",
      "\n",
      "The following object is masked from ‘package:ggtree’:\n",
      "\n",
      "    collapse\n",
      "\n",
      "Warning message:\n",
      "“replacing previous import ‘BiocGenerics::dims’ by ‘Biobase::dims’ when loading ‘AnnotationDbi’”\n",
      "Loading required package: SparseM\n",
      "\n",
      "Attaching package: ‘SparseM’\n",
      "\n",
      "The following object is masked from ‘package:base’:\n",
      "\n",
      "    backsolve\n",
      "\n",
      "Warning message:\n",
      "“replacing previous import ‘BiocGenerics::dims’ by ‘Biobase::dims’ when loading ‘topGO’”\n",
      "groupGOTerms: \tGOBPTerm, GOMFTerm, GOCCTerm environments built.\n",
      "\n",
      "Attaching package: ‘topGO’\n",
      "\n",
      "The following object is masked from ‘package:IRanges’:\n",
      "\n",
      "    members\n",
      "\n",
      "Loading required package: tidyr\n",
      "\n",
      "Attaching package: ‘tidyr’\n",
      "\n",
      "The following object is masked from ‘package:S4Vectors’:\n",
      "\n",
      "    expand\n",
      "\n",
      "The following object is masked from ‘package:ggtree’:\n",
      "\n",
      "    expand\n",
      "\n",
      "Loading required package: rphylopic\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘rphylopic’”Installing package into ‘/Users/kk1918/Library/R/3.5/library’\n",
      "(as ‘lib’ is unspecified)\n",
      "also installing the dependencies ‘triebeard’, ‘urltools’, ‘httpcode’, ‘crul’, ‘gridBase’, ‘png’\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T//RtmpY0uehe/downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: rphylopic\n",
      "Loading required package: plyr\n",
      "\n",
      "Attaching package: ‘plyr’\n",
      "\n",
      "The following object is masked from ‘package:IRanges’:\n",
      "\n",
      "    desc\n",
      "\n",
      "The following object is masked from ‘package:S4Vectors’:\n",
      "\n",
      "    rename\n",
      "\n",
      "The following object is masked from ‘package:graph’:\n",
      "\n",
      "    join\n",
      "\n",
      "The following object is masked from ‘package:ggtree’:\n",
      "\n",
      "    .\n",
      "\n",
      "Loading required package: dplyr\n",
      "\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "The following objects are masked from ‘package:plyr’:\n",
      "\n",
      "    arrange, count, desc, failwith, id, mutate, rename, summarise,\n",
      "    summarize\n",
      "\n",
      "The following object is masked from ‘package:AnnotationDbi’:\n",
      "\n",
      "    select\n",
      "\n",
      "The following objects are masked from ‘package:IRanges’:\n",
      "\n",
      "    collapse, desc, intersect, setdiff, slice, union\n",
      "\n",
      "The following objects are masked from ‘package:S4Vectors’:\n",
      "\n",
      "    first, intersect, rename, setdiff, setequal, union\n",
      "\n",
      "The following object is masked from ‘package:Biobase’:\n",
      "\n",
      "    combine\n",
      "\n",
      "The following object is masked from ‘package:graph’:\n",
      "\n",
      "    union\n",
      "\n",
      "The following objects are masked from ‘package:BiocGenerics’:\n",
      "\n",
      "    combine, intersect, setdiff, union\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "Loading required package: ggimage\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘ggimage’”Installing package into ‘/Users/kk1918/Library/R/3.5/library’\n",
      "(as ‘lib’ is unspecified)\n",
      "also installing the dependencies ‘gridGraphics’, ‘ggplotify’, ‘magick’\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/l8/qhsfkvxx6f1dbctvlr2km_9h0000gn/T//RtmpY0uehe/downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: ggimage\n",
      "Loading required package: ggplot2\n"
     ]
    }
   ],
   "source": [
    "# installing latest version of the OmaDB package\n",
    "library(devtools)\n",
    "install_github('DessimozLab/OmaDB')\n",
    "\n",
    "# installing the dependencies that are needed for these examples\n",
    "# installing bioconductor's ggtree package\n",
    "if (!requireNamespace(\"BiocManager\", quietly = TRUE))\n",
    "    install.packages(\"BiocManager\")\n",
    "for (bc in c(\"ggtree\", \"BgeeDB\")){\n",
    "    if (!require(bc, character.only=TRUE)){\n",
    "        BiocManager::install(bc)\n",
    "        require(bc, character.only=TRUE)\n",
    "    }\n",
    "}\n",
    "for (pac in c('rphylopic','plyr','dplyr','ggimage')){\n",
    "    if (!require(pac, character.only=TRUE)){\n",
    "        install.packages(pac); \n",
    "        require(pac, character.only=TRUE)\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1"
      ],
      "text/latex": [
       "1"
      ],
      "text/markdown": [
       "1"
      ],
      "text/plain": [
       "[1] 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "'TRFL_HUMAN'"
      ],
      "text/latex": [
       "'TRFL\\_HUMAN'"
      ],
      "text/markdown": [
       "'TRFL_HUMAN'"
      ],
      "text/plain": [
       "[1] \"TRFL_HUMAN\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(OmaDB)\n",
    "sequence <- 'MKLVFLVLLFLGALGLCLAGRRRSVQWCAVSQPEATKCFQWQRNMRKVRGPPVSCIKRDSPIQCIQAIAENRADAVTLDGGFIYEAGLAPYKLRPVAAEVYGTERQPRTHYYAVAVVKKGGSFQLNELQGLKSCHTGLRRTAGWNVPIGTLRPFLNWTGPPEPIEAAVARFFSASCVPGADKGQFPNLCRLCAGTGENKCAFSSQEPYFSYSGAFKCLRDGAGDVAFIRESTVFEDLSDEAERDEYELLCPDNTRKPVDKFKDCHLARVPSHAVVARSVNGKEDAIWNLLRQAQEKFGKDKSPKFQLFGSPSGQKDLLFKDSAIGFSRVPPRIDSGLYLGSGYFTAIQNLRKSEEEVAARRARVVWCAVGEQELRKCNQWSGLSEGSVTCSSASTTEDCIALVLKGEADAMSLDGGYVYTAGKCGLVPVLAENYKSQQSSDPDPNCVDRPVEGYLAVAVVRRSDTSLTWNSVKGKKSCHTAVDRTAGWNIPMGLLFNQTGSCKFDEYFSQSCAPGSDPRSNLCALCIGDEQGENKCVPNSNERYYGYTGAFRCLAENAGDVAFVKDVTVLQNTDGNNNEAWAKDLKLADFALLCLDGKRKPVTEARSCHLAMAPNHAVVSRMDKVERLKQVLLHQQAKFGRNGSDCPDKFCLFQSETKNLLFNDNTECLARLHGKTTYEKYLGPQYVAGITNLKKCSTSPLLEACEFLRK'\n",
    "seq_annotation = mapSequence(query = sequence)\n",
    "\n",
    "length(seq_annotation$targets)                   # 1\n",
    "\n",
    "seq_annotation$targets[[1]]$canonicalid          # 'TRFL_HUMAN'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>entry_nr</th><th scope=col>entry_url</th><th scope=col>omaid</th><th scope=col>canonicalid</th><th scope=col>sequence_md5</th><th scope=col>oma_group</th><th scope=col>oma_hog_id</th><th scope=col>chromosome</th><th scope=col>locus.start</th><th scope=col>locus.end</th><th scope=col>locus.strand</th><th scope=col>is_main_isoform</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>7860323                                    </td><td>https://omabrowser.org/api/protein/7860323/</td><td>PROCA07246                                 </td><td>ENSPCAG00000006792                         </td><td>2571efda7dca4befb7e408bfdfc15ad3           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_2543                          </td><td>    10804                                  </td><td>    43578                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>7883900                                    </td><td>https://omabrowser.org/api/protein/7883900/</td><td>LOXAF14821                                 </td><td>G3T0S5                                     </td><td>52f60becab0a8a9d9f96ff4ab5fa021a           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_12                                </td><td> 21054758                                  </td><td> 21082975                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>7919391                                    </td><td>https://omabrowser.org/api/protein/7919391/</td><td>RABIT12763                                 </td><td>G1TFW8                                     </td><td>e06dab0231451db6cc30b3a73838680a           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>9                                          </td><td> 14592884                                  </td><td> 14612803                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>7927361                                    </td><td>https://omabrowser.org/api/protein/7927361/</td><td>OCHPR01366                                 </td><td>ENSOPRG00000011198                         </td><td>14ca2f664b13300ed911c6468647efbb           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_647                           </td><td>      999                                  </td><td>    20830                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>7958462                                    </td><td>https://omabrowser.org/api/protein/7958462/</td><td>FUKDA00881                                 </td><td>ENSFDAG00000018870.1                       </td><td>acb471e079f634a33e8b6770af0a3944           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_KN122104                          </td><td> 14136787                                  </td><td> 14157491                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>7996723                                    </td><td>https://omabrowser.org/api/protein/7996723/</td><td>CAVPO15803                                 </td><td>ENSCPOG00000010905                         </td><td>10e521c3b6a394610ef91a3acd1b1a89           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_7                                 </td><td> 47209565                                  </td><td> 47227495                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8005999                                    </td><td>https://omabrowser.org/api/protein/8005999/</td><td>CHILA06139                                 </td><td>ENSCLAG00000016651.1                       </td><td>efc910eab371f5defea154c936eed209           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_JH721880                          </td><td> 25580509                                  </td><td> 25604108                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8044666                                    </td><td>https://omabrowser.org/api/protein/8044666/</td><td>OCTDE19528                                 </td><td>ENSODEG00000010708.1                       </td><td>d4c8f5bf446d54e166eaa776c0e23609           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_JH651641                          </td><td>  4395383                                  </td><td>  4418907                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8130442                                    </td><td>https://omabrowser.org/api/protein/8130442/</td><td>MOUSE53077                                 </td><td>TRFL_MOUSE                                 </td><td>5a7301a6af577855c7647c3eb7755246           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>9                                          </td><td>111019326                                  </td><td>111042182                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8153443                                    </td><td>https://omabrowser.org/api/protein/8153443/</td><td>RATNO20342                                 </td><td>D3ZAB1                                     </td><td>3e3417eba34b37a11c039a3f47d89a17           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>8                                          </td><td>119290454                                  </td><td>119312668                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8174862                                    </td><td>https://omabrowser.org/api/protein/8174862/</td><td>NANGA19399                                 </td><td>ENSNGAG00000022520.1                       </td><td>7e94baa07f2984023db7cb573e79666b           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_KL198795                          </td><td>   349245                                  </td><td>   376741                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8182340                                    </td><td>https://omabrowser.org/api/protein/8182340/</td><td>ICTTR00008                                 </td><td>I3MCM8                                     </td><td>7b79730219891adc7c2b36aa02d1fb29           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>JH393406.1                                 </td><td>   344472                                  </td><td>   373777                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8211661                                    </td><td>https://omabrowser.org/api/protein/8211661/</td><td>CHLSB10290                                 </td><td>A0A0D9RUM1                                 </td><td>0eda24a62b4b38f1937b5f4f03ba494c           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>22                                         </td><td>  7867523                                  </td><td>  7894496                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8233886                                    </td><td>https://omabrowser.org/api/protein/8233886/</td><td>MACMU13343                                 </td><td>ENSMMUG00000014261                         </td><td>d9f8aa51de1dd432c66a603cb7172bf7           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>2                                          </td><td> 90062067                                  </td><td> 90090651                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8255844                                    </td><td>https://omabrowser.org/api/protein/8255844/</td><td>PAPAN10531                                 </td><td>A0A096MZN6                                 </td><td>d4694bad13940aa1a5d9c0fe9d68267b           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>2                                          </td><td> 88908270                                  </td><td> 88936849                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8278282                                    </td><td>https://omabrowser.org/api/protein/8278282/</td><td>GORGO13640                                 </td><td>G3QYG5                                     </td><td>99d47fa0b80cc7e50b875b260def4653           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>3                                          </td><td> 47668199                                  </td><td> 47696727                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8307259                                    </td><td>https://omabrowser.org/api/protein/8307259/</td><td>HUMAN20795                                 </td><td>TRFL_HUMAN                                 </td><td>49350ec6dd02aabc8eb8cabc10476a4f           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>3                                          </td><td> 46436195                                  </td><td> 46464867                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8344873                                    </td><td>https://omabrowser.org/api/protein/8344873/</td><td>PANPA27700                                 </td><td>A0A161IL64                                 </td><td>c79ff0b898be6c51c896b5c2e2dc6981           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>3                                          </td><td> 47442630                                  </td><td> 47471242                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8391164                                    </td><td>https://omabrowser.org/api/protein/8391164/</td><td>PANTR30966                                 </td><td>H2QMG6                                     </td><td>0815ce8cf1c49db4004d0fba81064c6c           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>3                                          </td><td> 47443362                                  </td><td> 47472007                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8420731                                    </td><td>https://omabrowser.org/api/protein/8420731/</td><td>PONAB10845                                 </td><td>H2PAY1                                     </td><td>04cad0a9496cbab8a672ea4b295d61d6           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>3                                          </td><td>100133768                                  </td><td>100162238                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8431037                                    </td><td>https://omabrowser.org/api/protein/8431037/</td><td>NOMLE02731                                 </td><td>ENSNLEG00000006121                         </td><td>a5f16fbf68073c49ab16f9d660575f64           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GL397269.1                                 </td><td> 34757492                                  </td><td> 34776397                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8454237                                    </td><td>https://omabrowser.org/api/protein/8454237/</td><td>CALJA07214                                 </td><td>ENSCJAG00000002108                         </td><td>72a13918e60ce259561238d36ff8a223           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>15                                         </td><td> 22100709                                  </td><td> 22129954                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8478081                                    </td><td>https://omabrowser.org/api/protein/8478081/</td><td>TARSY07060                                 </td><td>ENSTSYG00000011335                         </td><td>e5464aa2266641d580288521a766f93e           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_163                           </td><td>     5075                                  </td><td>    36430                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8489701                                    </td><td>https://omabrowser.org/api/protein/8489701/</td><td>MICMU05125                                 </td><td>ENSMICG00000016895                         </td><td>bbef8f9aa2034566fe049994b26a2f59           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_3211                              </td><td>    32550                                  </td><td>    62059                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8508895                                    </td><td>https://omabrowser.org/api/protein/8508895/</td><td>OTOGA08096                                 </td><td>H0XF19                                     </td><td>de52b42f3360c1207886535934c327fc           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GL873601.1                                 </td><td>  7581873                                  </td><td>  7611137                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8529571                                    </td><td>https://omabrowser.org/api/protein/8529571/</td><td>TUPBE09258                                 </td><td>ENSTBEG00000009639                         </td><td>b775b42775b34fc36b28d634097c6ab0           </td><td>852308                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_3831                          </td><td>   181371                                  </td><td>   207143                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8543260                                    </td><td>https://omabrowser.org/api/protein/8543260/</td><td>CANLF07574                                 </td><td>F1PR54                                     </td><td>657ad7a6c86123b06c112b0e2542a1a1           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>20                                         </td><td> 42232095                                  </td><td> 42263014                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8566181                                    </td><td>https://omabrowser.org/api/protein/8566181/</td><td>MUSPF09885                                 </td><td>M3YUR9                                     </td><td>462bcb12d403a9f67f98ef7a62d0e828           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GL896974.1                                 </td><td>  3669456                                  </td><td>  3697135                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8595550                                    </td><td>https://omabrowser.org/api/protein/8595550/</td><td>AILME19349                                 </td><td>G1M1B2                                     </td><td>540e412b89c7c6434bf12c636cf41c41           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GL192348.1                                 </td><td>  3904373                                  </td><td>  3932045                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8597832                                    </td><td>https://omabrowser.org/api/protein/8597832/</td><td>FELCA01815                                 </td><td>ENSFCAG00000014504                         </td><td>4096d68b579bb45ce247fa0c1eb48891           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>A2                                         </td><td> 15617766                                  </td><td> 15650773                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8627024                                    </td><td>https://omabrowser.org/api/protein/8627024/</td><td>TURTR11384                                 </td><td>ENSTTRG00000017296                         </td><td>eca08cc8589dc358e43bcc527a11d28a           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_3070                          </td><td>   161389                                  </td><td>   189423                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8642557                                    </td><td>https://omabrowser.org/api/protein/8642557/</td><td>BOVIN10421                                 </td><td>TRFL_BOVIN                                 </td><td>5bd2f1ab233029725bc96e2f289ffe25           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>22                                         </td><td> 53522045                                  </td><td> 53555898                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8660974                                    </td><td>https://omabrowser.org/api/protein/8660974/</td><td>SHEEP08528                                 </td><td>W5PFP1                                     </td><td>bb6a766339332eb2e8182e035a89e772           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>19                                         </td><td> 52870333                                  </td><td> 52900317                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8677453                                    </td><td>https://omabrowser.org/api/protein/8677453/</td><td>PIGXX03923                                 </td><td>Q6YT39                                     </td><td>113a9c20e31483fa905ef5c657ee1dc6           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>13                                         </td><td> 29414079                                  </td><td> 29445576                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8720942                                    </td><td>https://omabrowser.org/api/protein/8720942/</td><td>VICPA07246                                 </td><td>ENSVPAG00000000519                         </td><td>6ddb8dd180ef7b6f3672ea256bed9914           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_1116                          </td><td>   166755                                  </td><td>   190701                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8727533                                    </td><td>https://omabrowser.org/api/protein/8727533/</td><td>PTEVA02104                                 </td><td>ENSPVAG00000005726                         </td><td>57cc99afa59e6569dcf245483a0bd09a           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>scaffold_10545                             </td><td>    21907                                  </td><td>    54069                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8752936                                    </td><td>https://omabrowser.org/api/protein/8752936/</td><td>MYOLU10560                                 </td><td>G1P8N8                                     </td><td>83e178145d8a7c20968543f33af23c9f           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GL429962                                   </td><td>  1781720                                  </td><td>  1804740                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8788176                                    </td><td>https://omabrowser.org/api/protein/8788176/</td><td>SORAR11450                                 </td><td>ENSSARG00000006839                         </td><td>f8d4f10a4ae8b3c52f97f73832622379           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>GeneScaffold_2433                          </td><td>    98435                                  </td><td>   152882                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8796610                                    </td><td>https://omabrowser.org/api/protein/8796610/</td><td>HORSE06788                                 </td><td>F6XLB1                                     </td><td>b1878216f0572e69f79d358b2ea0608d           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>16                                         </td><td> 40297513                                  </td><td> 40325983                                  </td><td> 1                                         </td><td>TRUE                                       </td></tr>\n",
       "\t<tr><td>8826128                                    </td><td>https://omabrowser.org/api/protein/8826128/</td><td>DASNO15901                                 </td><td>ENSDNOG00000049198                         </td><td>6aa880831df64ed6f3b912c8dff33f41           </td><td>852306                                     </td><td>HOG:0427294.1b.3a                          </td><td>JH562716.1                                 </td><td>    72558                                  </td><td>   100913                                  </td><td>-1                                         </td><td>TRUE                                       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " entry\\_nr & entry\\_url & omaid & canonicalid & sequence\\_md5 & oma\\_group & oma\\_hog\\_id & chromosome & locus.start & locus.end & locus.strand & is\\_main\\_isoform\\\\\n",
       "\\hline\n",
       "\t 7860323                                     & https://omabrowser.org/api/protein/7860323/ & PROCA07246                                  & ENSPCAG00000006792                          & 2571efda7dca4befb7e408bfdfc15ad3            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_2543                         &     10804                                   &     43578                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 7883900                                     & https://omabrowser.org/api/protein/7883900/ & LOXAF14821                                  & G3T0S5                                      & 52f60becab0a8a9d9f96ff4ab5fa021a            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_12                               &  21054758                                   &  21082975                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 7919391                                     & https://omabrowser.org/api/protein/7919391/ & RABIT12763                                  & G1TFW8                                      & e06dab0231451db6cc30b3a73838680a            & 852306                                      & HOG:0427294.1b.3a                           & 9                                           &  14592884                                   &  14612803                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 7927361                                     & https://omabrowser.org/api/protein/7927361/ & OCHPR01366                                  & ENSOPRG00000011198                          & 14ca2f664b13300ed911c6468647efbb            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_647                          &       999                                   &     20830                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 7958462                                     & https://omabrowser.org/api/protein/7958462/ & FUKDA00881                                  & ENSFDAG00000018870.1                        & acb471e079f634a33e8b6770af0a3944            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_KN122104                         &  14136787                                   &  14157491                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 7996723                                     & https://omabrowser.org/api/protein/7996723/ & CAVPO15803                                  & ENSCPOG00000010905                          & 10e521c3b6a394610ef91a3acd1b1a89            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_7                                &  47209565                                   &  47227495                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8005999                                     & https://omabrowser.org/api/protein/8005999/ & CHILA06139                                  & ENSCLAG00000016651.1                        & efc910eab371f5defea154c936eed209            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_JH721880                         &  25580509                                   &  25604108                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8044666                                     & https://omabrowser.org/api/protein/8044666/ & OCTDE19528                                  & ENSODEG00000010708.1                        & d4c8f5bf446d54e166eaa776c0e23609            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_JH651641                         &   4395383                                   &   4418907                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8130442                                     & https://omabrowser.org/api/protein/8130442/ & MOUSE53077                                  & TRFL\\_MOUSE                                & 5a7301a6af577855c7647c3eb7755246            & 852306                                      & HOG:0427294.1b.3a                           & 9                                           & 111019326                                   & 111042182                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8153443                                     & https://omabrowser.org/api/protein/8153443/ & RATNO20342                                  & D3ZAB1                                      & 3e3417eba34b37a11c039a3f47d89a17            & 852306                                      & HOG:0427294.1b.3a                           & 8                                           & 119290454                                   & 119312668                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8174862                                     & https://omabrowser.org/api/protein/8174862/ & NANGA19399                                  & ENSNGAG00000022520.1                        & 7e94baa07f2984023db7cb573e79666b            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_KL198795                         &    349245                                   &    376741                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8182340                                     & https://omabrowser.org/api/protein/8182340/ & ICTTR00008                                  & I3MCM8                                      & 7b79730219891adc7c2b36aa02d1fb29            & 852306                                      & HOG:0427294.1b.3a                           & JH393406.1                                  &    344472                                   &    373777                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8211661                                     & https://omabrowser.org/api/protein/8211661/ & CHLSB10290                                  & A0A0D9RUM1                                  & 0eda24a62b4b38f1937b5f4f03ba494c            & 852306                                      & HOG:0427294.1b.3a                           & 22                                          &   7867523                                   &   7894496                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8233886                                     & https://omabrowser.org/api/protein/8233886/ & MACMU13343                                  & ENSMMUG00000014261                          & d9f8aa51de1dd432c66a603cb7172bf7            & 852306                                      & HOG:0427294.1b.3a                           & 2                                           &  90062067                                   &  90090651                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8255844                                     & https://omabrowser.org/api/protein/8255844/ & PAPAN10531                                  & A0A096MZN6                                  & d4694bad13940aa1a5d9c0fe9d68267b            & 852306                                      & HOG:0427294.1b.3a                           & 2                                           &  88908270                                   &  88936849                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8278282                                     & https://omabrowser.org/api/protein/8278282/ & GORGO13640                                  & G3QYG5                                      & 99d47fa0b80cc7e50b875b260def4653            & 852306                                      & HOG:0427294.1b.3a                           & 3                                           &  47668199                                   &  47696727                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8307259                                     & https://omabrowser.org/api/protein/8307259/ & HUMAN20795                                  & TRFL\\_HUMAN                                & 49350ec6dd02aabc8eb8cabc10476a4f            & 852306                                      & HOG:0427294.1b.3a                           & 3                                           &  46436195                                   &  46464867                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8344873                                     & https://omabrowser.org/api/protein/8344873/ & PANPA27700                                  & A0A161IL64                                  & c79ff0b898be6c51c896b5c2e2dc6981            & 852306                                      & HOG:0427294.1b.3a                           & 3                                           &  47442630                                   &  47471242                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8391164                                     & https://omabrowser.org/api/protein/8391164/ & PANTR30966                                  & H2QMG6                                      & 0815ce8cf1c49db4004d0fba81064c6c            & 852306                                      & HOG:0427294.1b.3a                           & 3                                           &  47443362                                   &  47472007                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8420731                                     & https://omabrowser.org/api/protein/8420731/ & PONAB10845                                  & H2PAY1                                      & 04cad0a9496cbab8a672ea4b295d61d6            & 852306                                      & HOG:0427294.1b.3a                           & 3                                           & 100133768                                   & 100162238                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8431037                                     & https://omabrowser.org/api/protein/8431037/ & NOMLE02731                                  & ENSNLEG00000006121                          & a5f16fbf68073c49ab16f9d660575f64            & 852306                                      & HOG:0427294.1b.3a                           & GL397269.1                                  &  34757492                                   &  34776397                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8454237                                     & https://omabrowser.org/api/protein/8454237/ & CALJA07214                                  & ENSCJAG00000002108                          & 72a13918e60ce259561238d36ff8a223            & 852306                                      & HOG:0427294.1b.3a                           & 15                                          &  22100709                                   &  22129954                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8478081                                     & https://omabrowser.org/api/protein/8478081/ & TARSY07060                                  & ENSTSYG00000011335                          & e5464aa2266641d580288521a766f93e            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_163                          &      5075                                   &     36430                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8489701                                     & https://omabrowser.org/api/protein/8489701/ & MICMU05125                                  & ENSMICG00000016895                          & bbef8f9aa2034566fe049994b26a2f59            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_3211                             &     32550                                   &     62059                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8508895                                     & https://omabrowser.org/api/protein/8508895/ & OTOGA08096                                  & H0XF19                                      & de52b42f3360c1207886535934c327fc            & 852306                                      & HOG:0427294.1b.3a                           & GL873601.1                                  &   7581873                                   &   7611137                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8529571                                     & https://omabrowser.org/api/protein/8529571/ & TUPBE09258                                  & ENSTBEG00000009639                          & b775b42775b34fc36b28d634097c6ab0            & 852308                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_3831                         &    181371                                   &    207143                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8543260                                     & https://omabrowser.org/api/protein/8543260/ & CANLF07574                                  & F1PR54                                      & 657ad7a6c86123b06c112b0e2542a1a1            & 852306                                      & HOG:0427294.1b.3a                           & 20                                          &  42232095                                   &  42263014                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8566181                                     & https://omabrowser.org/api/protein/8566181/ & MUSPF09885                                  & M3YUR9                                      & 462bcb12d403a9f67f98ef7a62d0e828            & 852306                                      & HOG:0427294.1b.3a                           & GL896974.1                                  &   3669456                                   &   3697135                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8595550                                     & https://omabrowser.org/api/protein/8595550/ & AILME19349                                  & G1M1B2                                      & 540e412b89c7c6434bf12c636cf41c41            & 852306                                      & HOG:0427294.1b.3a                           & GL192348.1                                  &   3904373                                   &   3932045                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8597832                                     & https://omabrowser.org/api/protein/8597832/ & FELCA01815                                  & ENSFCAG00000014504                          & 4096d68b579bb45ce247fa0c1eb48891            & 852306                                      & HOG:0427294.1b.3a                           & A2                                          &  15617766                                   &  15650773                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8627024                                     & https://omabrowser.org/api/protein/8627024/ & TURTR11384                                  & ENSTTRG00000017296                          & eca08cc8589dc358e43bcc527a11d28a            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_3070                         &    161389                                   &    189423                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8642557                                     & https://omabrowser.org/api/protein/8642557/ & BOVIN10421                                  & TRFL\\_BOVIN                                & 5bd2f1ab233029725bc96e2f289ffe25            & 852306                                      & HOG:0427294.1b.3a                           & 22                                          &  53522045                                   &  53555898                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8660974                                     & https://omabrowser.org/api/protein/8660974/ & SHEEP08528                                  & W5PFP1                                      & bb6a766339332eb2e8182e035a89e772            & 852306                                      & HOG:0427294.1b.3a                           & 19                                          &  52870333                                   &  52900317                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8677453                                     & https://omabrowser.org/api/protein/8677453/ & PIGXX03923                                  & Q6YT39                                      & 113a9c20e31483fa905ef5c657ee1dc6            & 852306                                      & HOG:0427294.1b.3a                           & 13                                          &  29414079                                   &  29445576                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8720942                                     & https://omabrowser.org/api/protein/8720942/ & VICPA07246                                  & ENSVPAG00000000519                          & 6ddb8dd180ef7b6f3672ea256bed9914            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_1116                         &    166755                                   &    190701                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8727533                                     & https://omabrowser.org/api/protein/8727533/ & PTEVA02104                                  & ENSPVAG00000005726                          & 57cc99afa59e6569dcf245483a0bd09a            & 852306                                      & HOG:0427294.1b.3a                           & scaffold\\_10545                            &     21907                                   &     54069                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8752936                                     & https://omabrowser.org/api/protein/8752936/ & MYOLU10560                                  & G1P8N8                                      & 83e178145d8a7c20968543f33af23c9f            & 852306                                      & HOG:0427294.1b.3a                           & GL429962                                    &   1781720                                   &   1804740                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8788176                                     & https://omabrowser.org/api/protein/8788176/ & SORAR11450                                  & ENSSARG00000006839                          & f8d4f10a4ae8b3c52f97f73832622379            & 852306                                      & HOG:0427294.1b.3a                           & GeneScaffold\\_2433                         &     98435                                   &    152882                                   & -1                                          & TRUE                                       \\\\\n",
       "\t 8796610                                     & https://omabrowser.org/api/protein/8796610/ & HORSE06788                                  & F6XLB1                                      & b1878216f0572e69f79d358b2ea0608d            & 852306                                      & HOG:0427294.1b.3a                           & 16                                          &  40297513                                   &  40325983                                   &  1                                          & TRUE                                       \\\\\n",
       "\t 8826128                                     & https://omabrowser.org/api/protein/8826128/ & DASNO15901                                  & ENSDNOG00000049198                          & 6aa880831df64ed6f3b912c8dff33f41            & 852306                                      & HOG:0427294.1b.3a                           & JH562716.1                                  &     72558                                   &    100913                                   & -1                                          & TRUE                                       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| entry_nr | entry_url | omaid | canonicalid | sequence_md5 | oma_group | oma_hog_id | chromosome | locus.start | locus.end | locus.strand | is_main_isoform |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 7860323                                     | https://omabrowser.org/api/protein/7860323/ | PROCA07246                                  | ENSPCAG00000006792                          | 2571efda7dca4befb7e408bfdfc15ad3            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_2543                           |     10804                                   |     43578                                   | -1                                          | TRUE                                        |\n",
       "| 7883900                                     | https://omabrowser.org/api/protein/7883900/ | LOXAF14821                                  | G3T0S5                                      | 52f60becab0a8a9d9f96ff4ab5fa021a            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_12                                 |  21054758                                   |  21082975                                   |  1                                          | TRUE                                        |\n",
       "| 7919391                                     | https://omabrowser.org/api/protein/7919391/ | RABIT12763                                  | G1TFW8                                      | e06dab0231451db6cc30b3a73838680a            | 852306                                      | HOG:0427294.1b.3a                           | 9                                           |  14592884                                   |  14612803                                   | -1                                          | TRUE                                        |\n",
       "| 7927361                                     | https://omabrowser.org/api/protein/7927361/ | OCHPR01366                                  | ENSOPRG00000011198                          | 14ca2f664b13300ed911c6468647efbb            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_647                            |       999                                   |     20830                                   | -1                                          | TRUE                                        |\n",
       "| 7958462                                     | https://omabrowser.org/api/protein/7958462/ | FUKDA00881                                  | ENSFDAG00000018870.1                        | acb471e079f634a33e8b6770af0a3944            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_KN122104                           |  14136787                                   |  14157491                                   |  1                                          | TRUE                                        |\n",
       "| 7996723                                     | https://omabrowser.org/api/protein/7996723/ | CAVPO15803                                  | ENSCPOG00000010905                          | 10e521c3b6a394610ef91a3acd1b1a89            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_7                                  |  47209565                                   |  47227495                                   | -1                                          | TRUE                                        |\n",
       "| 8005999                                     | https://omabrowser.org/api/protein/8005999/ | CHILA06139                                  | ENSCLAG00000016651.1                        | efc910eab371f5defea154c936eed209            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_JH721880                           |  25580509                                   |  25604108                                   |  1                                          | TRUE                                        |\n",
       "| 8044666                                     | https://omabrowser.org/api/protein/8044666/ | OCTDE19528                                  | ENSODEG00000010708.1                        | d4c8f5bf446d54e166eaa776c0e23609            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_JH651641                           |   4395383                                   |   4418907                                   | -1                                          | TRUE                                        |\n",
       "| 8130442                                     | https://omabrowser.org/api/protein/8130442/ | MOUSE53077                                  | TRFL_MOUSE                                  | 5a7301a6af577855c7647c3eb7755246            | 852306                                      | HOG:0427294.1b.3a                           | 9                                           | 111019326                                   | 111042182                                   |  1                                          | TRUE                                        |\n",
       "| 8153443                                     | https://omabrowser.org/api/protein/8153443/ | RATNO20342                                  | D3ZAB1                                      | 3e3417eba34b37a11c039a3f47d89a17            | 852306                                      | HOG:0427294.1b.3a                           | 8                                           | 119290454                                   | 119312668                                   |  1                                          | TRUE                                        |\n",
       "| 8174862                                     | https://omabrowser.org/api/protein/8174862/ | NANGA19399                                  | ENSNGAG00000022520.1                        | 7e94baa07f2984023db7cb573e79666b            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_KL198795                           |    349245                                   |    376741                                   | -1                                          | TRUE                                        |\n",
       "| 8182340                                     | https://omabrowser.org/api/protein/8182340/ | ICTTR00008                                  | I3MCM8                                      | 7b79730219891adc7c2b36aa02d1fb29            | 852306                                      | HOG:0427294.1b.3a                           | JH393406.1                                  |    344472                                   |    373777                                   | -1                                          | TRUE                                        |\n",
       "| 8211661                                     | https://omabrowser.org/api/protein/8211661/ | CHLSB10290                                  | A0A0D9RUM1                                  | 0eda24a62b4b38f1937b5f4f03ba494c            | 852306                                      | HOG:0427294.1b.3a                           | 22                                          |   7867523                                   |   7894496                                   | -1                                          | TRUE                                        |\n",
       "| 8233886                                     | https://omabrowser.org/api/protein/8233886/ | MACMU13343                                  | ENSMMUG00000014261                          | d9f8aa51de1dd432c66a603cb7172bf7            | 852306                                      | HOG:0427294.1b.3a                           | 2                                           |  90062067                                   |  90090651                                   |  1                                          | TRUE                                        |\n",
       "| 8255844                                     | https://omabrowser.org/api/protein/8255844/ | PAPAN10531                                  | A0A096MZN6                                  | d4694bad13940aa1a5d9c0fe9d68267b            | 852306                                      | HOG:0427294.1b.3a                           | 2                                           |  88908270                                   |  88936849                                   |  1                                          | TRUE                                        |\n",
       "| 8278282                                     | https://omabrowser.org/api/protein/8278282/ | GORGO13640                                  | G3QYG5                                      | 99d47fa0b80cc7e50b875b260def4653            | 852306                                      | HOG:0427294.1b.3a                           | 3                                           |  47668199                                   |  47696727                                   | -1                                          | TRUE                                        |\n",
       "| 8307259                                     | https://omabrowser.org/api/protein/8307259/ | HUMAN20795                                  | TRFL_HUMAN                                  | 49350ec6dd02aabc8eb8cabc10476a4f            | 852306                                      | HOG:0427294.1b.3a                           | 3                                           |  46436195                                   |  46464867                                   | -1                                          | TRUE                                        |\n",
       "| 8344873                                     | https://omabrowser.org/api/protein/8344873/ | PANPA27700                                  | A0A161IL64                                  | c79ff0b898be6c51c896b5c2e2dc6981            | 852306                                      | HOG:0427294.1b.3a                           | 3                                           |  47442630                                   |  47471242                                   | -1                                          | TRUE                                        |\n",
       "| 8391164                                     | https://omabrowser.org/api/protein/8391164/ | PANTR30966                                  | H2QMG6                                      | 0815ce8cf1c49db4004d0fba81064c6c            | 852306                                      | HOG:0427294.1b.3a                           | 3                                           |  47443362                                   |  47472007                                   | -1                                          | TRUE                                        |\n",
       "| 8420731                                     | https://omabrowser.org/api/protein/8420731/ | PONAB10845                                  | H2PAY1                                      | 04cad0a9496cbab8a672ea4b295d61d6            | 852306                                      | HOG:0427294.1b.3a                           | 3                                           | 100133768                                   | 100162238                                   |  1                                          | TRUE                                        |\n",
       "| 8431037                                     | https://omabrowser.org/api/protein/8431037/ | NOMLE02731                                  | ENSNLEG00000006121                          | a5f16fbf68073c49ab16f9d660575f64            | 852306                                      | HOG:0427294.1b.3a                           | GL397269.1                                  |  34757492                                   |  34776397                                   | -1                                          | TRUE                                        |\n",
       "| 8454237                                     | https://omabrowser.org/api/protein/8454237/ | CALJA07214                                  | ENSCJAG00000002108                          | 72a13918e60ce259561238d36ff8a223            | 852306                                      | HOG:0427294.1b.3a                           | 15                                          |  22100709                                   |  22129954                                   | -1                                          | TRUE                                        |\n",
       "| 8478081                                     | https://omabrowser.org/api/protein/8478081/ | TARSY07060                                  | ENSTSYG00000011335                          | e5464aa2266641d580288521a766f93e            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_163                            |      5075                                   |     36430                                   | -1                                          | TRUE                                        |\n",
       "| 8489701                                     | https://omabrowser.org/api/protein/8489701/ | MICMU05125                                  | ENSMICG00000016895                          | bbef8f9aa2034566fe049994b26a2f59            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_3211                               |     32550                                   |     62059                                   |  1                                          | TRUE                                        |\n",
       "| 8508895                                     | https://omabrowser.org/api/protein/8508895/ | OTOGA08096                                  | H0XF19                                      | de52b42f3360c1207886535934c327fc            | 852306                                      | HOG:0427294.1b.3a                           | GL873601.1                                  |   7581873                                   |   7611137                                   | -1                                          | TRUE                                        |\n",
       "| 8529571                                     | https://omabrowser.org/api/protein/8529571/ | TUPBE09258                                  | ENSTBEG00000009639                          | b775b42775b34fc36b28d634097c6ab0            | 852308                                      | HOG:0427294.1b.3a                           | GeneScaffold_3831                           |    181371                                   |    207143                                   | -1                                          | TRUE                                        |\n",
       "| 8543260                                     | https://omabrowser.org/api/protein/8543260/ | CANLF07574                                  | F1PR54                                      | 657ad7a6c86123b06c112b0e2542a1a1            | 852306                                      | HOG:0427294.1b.3a                           | 20                                          |  42232095                                   |  42263014                                   |  1                                          | TRUE                                        |\n",
       "| 8566181                                     | https://omabrowser.org/api/protein/8566181/ | MUSPF09885                                  | M3YUR9                                      | 462bcb12d403a9f67f98ef7a62d0e828            | 852306                                      | HOG:0427294.1b.3a                           | GL896974.1                                  |   3669456                                   |   3697135                                   |  1                                          | TRUE                                        |\n",
       "| 8595550                                     | https://omabrowser.org/api/protein/8595550/ | AILME19349                                  | G1M1B2                                      | 540e412b89c7c6434bf12c636cf41c41            | 852306                                      | HOG:0427294.1b.3a                           | GL192348.1                                  |   3904373                                   |   3932045                                   | -1                                          | TRUE                                        |\n",
       "| 8597832                                     | https://omabrowser.org/api/protein/8597832/ | FELCA01815                                  | ENSFCAG00000014504                          | 4096d68b579bb45ce247fa0c1eb48891            | 852306                                      | HOG:0427294.1b.3a                           | A2                                          |  15617766                                   |  15650773                                   | -1                                          | TRUE                                        |\n",
       "| 8627024                                     | https://omabrowser.org/api/protein/8627024/ | TURTR11384                                  | ENSTTRG00000017296                          | eca08cc8589dc358e43bcc527a11d28a            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_3070                           |    161389                                   |    189423                                   | -1                                          | TRUE                                        |\n",
       "| 8642557                                     | https://omabrowser.org/api/protein/8642557/ | BOVIN10421                                  | TRFL_BOVIN                                  | 5bd2f1ab233029725bc96e2f289ffe25            | 852306                                      | HOG:0427294.1b.3a                           | 22                                          |  53522045                                   |  53555898                                   |  1                                          | TRUE                                        |\n",
       "| 8660974                                     | https://omabrowser.org/api/protein/8660974/ | SHEEP08528                                  | W5PFP1                                      | bb6a766339332eb2e8182e035a89e772            | 852306                                      | HOG:0427294.1b.3a                           | 19                                          |  52870333                                   |  52900317                                   |  1                                          | TRUE                                        |\n",
       "| 8677453                                     | https://omabrowser.org/api/protein/8677453/ | PIGXX03923                                  | Q6YT39                                      | 113a9c20e31483fa905ef5c657ee1dc6            | 852306                                      | HOG:0427294.1b.3a                           | 13                                          |  29414079                                   |  29445576                                   | -1                                          | TRUE                                        |\n",
       "| 8720942                                     | https://omabrowser.org/api/protein/8720942/ | VICPA07246                                  | ENSVPAG00000000519                          | 6ddb8dd180ef7b6f3672ea256bed9914            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_1116                           |    166755                                   |    190701                                   | -1                                          | TRUE                                        |\n",
       "| 8727533                                     | https://omabrowser.org/api/protein/8727533/ | PTEVA02104                                  | ENSPVAG00000005726                          | 57cc99afa59e6569dcf245483a0bd09a            | 852306                                      | HOG:0427294.1b.3a                           | scaffold_10545                              |     21907                                   |     54069                                   |  1                                          | TRUE                                        |\n",
       "| 8752936                                     | https://omabrowser.org/api/protein/8752936/ | MYOLU10560                                  | G1P8N8                                      | 83e178145d8a7c20968543f33af23c9f            | 852306                                      | HOG:0427294.1b.3a                           | GL429962                                    |   1781720                                   |   1804740                                   |  1                                          | TRUE                                        |\n",
       "| 8788176                                     | https://omabrowser.org/api/protein/8788176/ | SORAR11450                                  | ENSSARG00000006839                          | f8d4f10a4ae8b3c52f97f73832622379            | 852306                                      | HOG:0427294.1b.3a                           | GeneScaffold_2433                           |     98435                                   |    152882                                   | -1                                          | TRUE                                        |\n",
       "| 8796610                                     | https://omabrowser.org/api/protein/8796610/ | HORSE06788                                  | F6XLB1                                      | b1878216f0572e69f79d358b2ea0608d            | 852306                                      | HOG:0427294.1b.3a                           | 16                                          |  40297513                                   |  40325983                                   |  1                                          | TRUE                                        |\n",
       "| 8826128                                     | https://omabrowser.org/api/protein/8826128/ | DASNO15901                                  | ENSDNOG00000049198                          | 6aa880831df64ed6f3b912c8dff33f41            | 852306                                      | HOG:0427294.1b.3a                           | JH562716.1                                  |     72558                                   |    100913                                   | -1                                          | TRUE                                        |\n",
       "\n"
      ],
      "text/plain": [
       "   entry_nr entry_url                                   omaid     \n",
       "1  7860323  https://omabrowser.org/api/protein/7860323/ PROCA07246\n",
       "2  7883900  https://omabrowser.org/api/protein/7883900/ LOXAF14821\n",
       "3  7919391  https://omabrowser.org/api/protein/7919391/ RABIT12763\n",
       "4  7927361  https://omabrowser.org/api/protein/7927361/ OCHPR01366\n",
       "5  7958462  https://omabrowser.org/api/protein/7958462/ FUKDA00881\n",
       "6  7996723  https://omabrowser.org/api/protein/7996723/ CAVPO15803\n",
       "7  8005999  https://omabrowser.org/api/protein/8005999/ CHILA06139\n",
       "8  8044666  https://omabrowser.org/api/protein/8044666/ OCTDE19528\n",
       "9  8130442  https://omabrowser.org/api/protein/8130442/ MOUSE53077\n",
       "10 8153443  https://omabrowser.org/api/protein/8153443/ RATNO20342\n",
       "11 8174862  https://omabrowser.org/api/protein/8174862/ NANGA19399\n",
       "12 8182340  https://omabrowser.org/api/protein/8182340/ ICTTR00008\n",
       "13 8211661  https://omabrowser.org/api/protein/8211661/ CHLSB10290\n",
       "14 8233886  https://omabrowser.org/api/protein/8233886/ MACMU13343\n",
       "15 8255844  https://omabrowser.org/api/protein/8255844/ PAPAN10531\n",
       "16 8278282  https://omabrowser.org/api/protein/8278282/ GORGO13640\n",
       "17 8307259  https://omabrowser.org/api/protein/8307259/ HUMAN20795\n",
       "18 8344873  https://omabrowser.org/api/protein/8344873/ PANPA27700\n",
       "19 8391164  https://omabrowser.org/api/protein/8391164/ PANTR30966\n",
       "20 8420731  https://omabrowser.org/api/protein/8420731/ PONAB10845\n",
       "21 8431037  https://omabrowser.org/api/protein/8431037/ NOMLE02731\n",
       "22 8454237  https://omabrowser.org/api/protein/8454237/ CALJA07214\n",
       "23 8478081  https://omabrowser.org/api/protein/8478081/ TARSY07060\n",
       "24 8489701  https://omabrowser.org/api/protein/8489701/ MICMU05125\n",
       "25 8508895  https://omabrowser.org/api/protein/8508895/ OTOGA08096\n",
       "26 8529571  https://omabrowser.org/api/protein/8529571/ TUPBE09258\n",
       "27 8543260  https://omabrowser.org/api/protein/8543260/ CANLF07574\n",
       "28 8566181  https://omabrowser.org/api/protein/8566181/ MUSPF09885\n",
       "29 8595550  https://omabrowser.org/api/protein/8595550/ AILME19349\n",
       "30 8597832  https://omabrowser.org/api/protein/8597832/ FELCA01815\n",
       "31 8627024  https://omabrowser.org/api/protein/8627024/ TURTR11384\n",
       "32 8642557  https://omabrowser.org/api/protein/8642557/ BOVIN10421\n",
       "33 8660974  https://omabrowser.org/api/protein/8660974/ SHEEP08528\n",
       "34 8677453  https://omabrowser.org/api/protein/8677453/ PIGXX03923\n",
       "35 8720942  https://omabrowser.org/api/protein/8720942/ VICPA07246\n",
       "36 8727533  https://omabrowser.org/api/protein/8727533/ PTEVA02104\n",
       "37 8752936  https://omabrowser.org/api/protein/8752936/ MYOLU10560\n",
       "38 8788176  https://omabrowser.org/api/protein/8788176/ SORAR11450\n",
       "39 8796610  https://omabrowser.org/api/protein/8796610/ HORSE06788\n",
       "40 8826128  https://omabrowser.org/api/protein/8826128/ DASNO15901\n",
       "   canonicalid          sequence_md5                     oma_group\n",
       "1  ENSPCAG00000006792   2571efda7dca4befb7e408bfdfc15ad3 852306   \n",
       "2  G3T0S5               52f60becab0a8a9d9f96ff4ab5fa021a 852306   \n",
       "3  G1TFW8               e06dab0231451db6cc30b3a73838680a 852306   \n",
       "4  ENSOPRG00000011198   14ca2f664b13300ed911c6468647efbb 852306   \n",
       "5  ENSFDAG00000018870.1 acb471e079f634a33e8b6770af0a3944 852306   \n",
       "6  ENSCPOG00000010905   10e521c3b6a394610ef91a3acd1b1a89 852306   \n",
       "7  ENSCLAG00000016651.1 efc910eab371f5defea154c936eed209 852306   \n",
       "8  ENSODEG00000010708.1 d4c8f5bf446d54e166eaa776c0e23609 852306   \n",
       "9  TRFL_MOUSE           5a7301a6af577855c7647c3eb7755246 852306   \n",
       "10 D3ZAB1               3e3417eba34b37a11c039a3f47d89a17 852306   \n",
       "11 ENSNGAG00000022520.1 7e94baa07f2984023db7cb573e79666b 852306   \n",
       "12 I3MCM8               7b79730219891adc7c2b36aa02d1fb29 852306   \n",
       "13 A0A0D9RUM1           0eda24a62b4b38f1937b5f4f03ba494c 852306   \n",
       "14 ENSMMUG00000014261   d9f8aa51de1dd432c66a603cb7172bf7 852306   \n",
       "15 A0A096MZN6           d4694bad13940aa1a5d9c0fe9d68267b 852306   \n",
       "16 G3QYG5               99d47fa0b80cc7e50b875b260def4653 852306   \n",
       "17 TRFL_HUMAN           49350ec6dd02aabc8eb8cabc10476a4f 852306   \n",
       "18 A0A161IL64           c79ff0b898be6c51c896b5c2e2dc6981 852306   \n",
       "19 H2QMG6               0815ce8cf1c49db4004d0fba81064c6c 852306   \n",
       "20 H2PAY1               04cad0a9496cbab8a672ea4b295d61d6 852306   \n",
       "21 ENSNLEG00000006121   a5f16fbf68073c49ab16f9d660575f64 852306   \n",
       "22 ENSCJAG00000002108   72a13918e60ce259561238d36ff8a223 852306   \n",
       "23 ENSTSYG00000011335   e5464aa2266641d580288521a766f93e 852306   \n",
       "24 ENSMICG00000016895   bbef8f9aa2034566fe049994b26a2f59 852306   \n",
       "25 H0XF19               de52b42f3360c1207886535934c327fc 852306   \n",
       "26 ENSTBEG00000009639   b775b42775b34fc36b28d634097c6ab0 852308   \n",
       "27 F1PR54               657ad7a6c86123b06c112b0e2542a1a1 852306   \n",
       "28 M3YUR9               462bcb12d403a9f67f98ef7a62d0e828 852306   \n",
       "29 G1M1B2               540e412b89c7c6434bf12c636cf41c41 852306   \n",
       "30 ENSFCAG00000014504   4096d68b579bb45ce247fa0c1eb48891 852306   \n",
       "31 ENSTTRG00000017296   eca08cc8589dc358e43bcc527a11d28a 852306   \n",
       "32 TRFL_BOVIN           5bd2f1ab233029725bc96e2f289ffe25 852306   \n",
       "33 W5PFP1               bb6a766339332eb2e8182e035a89e772 852306   \n",
       "34 Q6YT39               113a9c20e31483fa905ef5c657ee1dc6 852306   \n",
       "35 ENSVPAG00000000519   6ddb8dd180ef7b6f3672ea256bed9914 852306   \n",
       "36 ENSPVAG00000005726   57cc99afa59e6569dcf245483a0bd09a 852306   \n",
       "37 G1P8N8               83e178145d8a7c20968543f33af23c9f 852306   \n",
       "38 ENSSARG00000006839   f8d4f10a4ae8b3c52f97f73832622379 852306   \n",
       "39 F6XLB1               b1878216f0572e69f79d358b2ea0608d 852306   \n",
       "40 ENSDNOG00000049198   6aa880831df64ed6f3b912c8dff33f41 852306   \n",
       "   oma_hog_id        chromosome        locus.start locus.end locus.strand\n",
       "1  HOG:0427294.1b.3a GeneScaffold_2543     10804       43578 -1          \n",
       "2  HOG:0427294.1b.3a scaffold_12        21054758    21082975  1          \n",
       "3  HOG:0427294.1b.3a 9                  14592884    14612803 -1          \n",
       "4  HOG:0427294.1b.3a GeneScaffold_647        999       20830 -1          \n",
       "5  HOG:0427294.1b.3a scaffold_KN122104  14136787    14157491  1          \n",
       "6  HOG:0427294.1b.3a scaffold_7         47209565    47227495 -1          \n",
       "7  HOG:0427294.1b.3a scaffold_JH721880  25580509    25604108  1          \n",
       "8  HOG:0427294.1b.3a scaffold_JH651641   4395383     4418907 -1          \n",
       "9  HOG:0427294.1b.3a 9                 111019326   111042182  1          \n",
       "10 HOG:0427294.1b.3a 8                 119290454   119312668  1          \n",
       "11 HOG:0427294.1b.3a scaffold_KL198795    349245      376741 -1          \n",
       "12 HOG:0427294.1b.3a JH393406.1           344472      373777 -1          \n",
       "13 HOG:0427294.1b.3a 22                  7867523     7894496 -1          \n",
       "14 HOG:0427294.1b.3a 2                  90062067    90090651  1          \n",
       "15 HOG:0427294.1b.3a 2                  88908270    88936849  1          \n",
       "16 HOG:0427294.1b.3a 3                  47668199    47696727 -1          \n",
       "17 HOG:0427294.1b.3a 3                  46436195    46464867 -1          \n",
       "18 HOG:0427294.1b.3a 3                  47442630    47471242 -1          \n",
       "19 HOG:0427294.1b.3a 3                  47443362    47472007 -1          \n",
       "20 HOG:0427294.1b.3a 3                 100133768   100162238  1          \n",
       "21 HOG:0427294.1b.3a GL397269.1         34757492    34776397 -1          \n",
       "22 HOG:0427294.1b.3a 15                 22100709    22129954 -1          \n",
       "23 HOG:0427294.1b.3a GeneScaffold_163       5075       36430 -1          \n",
       "24 HOG:0427294.1b.3a scaffold_3211         32550       62059  1          \n",
       "25 HOG:0427294.1b.3a GL873601.1          7581873     7611137 -1          \n",
       "26 HOG:0427294.1b.3a GeneScaffold_3831    181371      207143 -1          \n",
       "27 HOG:0427294.1b.3a 20                 42232095    42263014  1          \n",
       "28 HOG:0427294.1b.3a GL896974.1          3669456     3697135  1          \n",
       "29 HOG:0427294.1b.3a GL192348.1          3904373     3932045 -1          \n",
       "30 HOG:0427294.1b.3a A2                 15617766    15650773 -1          \n",
       "31 HOG:0427294.1b.3a GeneScaffold_3070    161389      189423 -1          \n",
       "32 HOG:0427294.1b.3a 22                 53522045    53555898  1          \n",
       "33 HOG:0427294.1b.3a 19                 52870333    52900317  1          \n",
       "34 HOG:0427294.1b.3a 13                 29414079    29445576 -1          \n",
       "35 HOG:0427294.1b.3a GeneScaffold_1116    166755      190701 -1          \n",
       "36 HOG:0427294.1b.3a scaffold_10545        21907       54069  1          \n",
       "37 HOG:0427294.1b.3a GL429962            1781720     1804740  1          \n",
       "38 HOG:0427294.1b.3a GeneScaffold_2433     98435      152882 -1          \n",
       "39 HOG:0427294.1b.3a 16                 40297513    40325983  1          \n",
       "40 HOG:0427294.1b.3a JH562716.1            72558      100913 -1          \n",
       "   is_main_isoform\n",
       "1  TRUE           \n",
       "2  TRUE           \n",
       "3  TRUE           \n",
       "4  TRUE           \n",
       "5  TRUE           \n",
       "6  TRUE           \n",
       "7  TRUE           \n",
       "8  TRUE           \n",
       "9  TRUE           \n",
       "10 TRUE           \n",
       "11 TRUE           \n",
       "12 TRUE           \n",
       "13 TRUE           \n",
       "14 TRUE           \n",
       "15 TRUE           \n",
       "16 TRUE           \n",
       "17 TRUE           \n",
       "18 TRUE           \n",
       "19 TRUE           \n",
       "20 TRUE           \n",
       "21 TRUE           \n",
       "22 TRUE           \n",
       "23 TRUE           \n",
       "24 TRUE           \n",
       "25 TRUE           \n",
       "26 TRUE           \n",
       "27 TRUE           \n",
       "28 TRUE           \n",
       "29 TRUE           \n",
       "30 TRUE           \n",
       "31 TRUE           \n",
       "32 TRUE           \n",
       "33 TRUE           \n",
       "34 TRUE           \n",
       "35 TRUE           \n",
       "36 TRUE           \n",
       "37 TRUE           \n",
       "38 TRUE           \n",
       "39 TRUE           \n",
       "40 TRUE           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hog_id <- seq_annotation$targets[[1]]$oma_hog_id   # ’HOG:0413862.1a.1b'\n",
    "hog <- getHOG(id = hog_id, members = TRUE, level = 'Mammalia')\n",
    "hog$members"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "hog <- getHOG(id = 'TRFL_HUMAN', members = TRUE, level = 'Mammalia')\n",
    "\n",
    "go_annotations <- getProtein(hog$members$omaid, attribute = 'gene_ontology')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "bgHOG <- getHOG(id = 'TRFL_HUMAN', members = TRUE, level = 'Eukaryota')\n",
    "bgAnnnot <- getProtein(bgHOG$members$omaid, attribute = \n",
    "    'gene_ontology')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Building most specific GOs .....\n",
      "\t( 72 GO terms found. )\n",
      "\n",
      "Build GO DAG topology ..........\n",
      "\t( 545 GO terms and 1187 relations. )\n",
      "\n",
      "Annotating nodes ...............\n",
      "\t( 232 genes annotated to the GO terms. )\n",
      "\n",
      "\t\t\t -- Classic Algorithm -- \n",
      "\n",
      "\t\t the algorithm is scoring 358 nontrivial nodes\n",
      "\t\t parameters: \n",
      "\t\t\t test statistic: fisher\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        GO.ID                                        Term Annotated Significant\n",
      "1  GO:0001818 negative regulation of cytokine producti...        39          39\n",
      "2  GO:0002683 negative regulation of immune system pro...        39          39\n",
      "3  GO:0002761 regulation of myeloid leukocyte differen...        39          39\n",
      "4  GO:0002762 negative regulation of myeloid leukocyte...        39          39\n",
      "5  GO:0009888                          tissue development        39          39\n",
      "6  GO:0021700                    developmental maturation        39          39\n",
      "7  GO:0030282                         bone mineralization        39          39\n",
      "8  GO:0030500           regulation of bone mineralization        39          39\n",
      "9  GO:0030501 positive regulation of bone mineralizati...        39          39\n",
      "10 GO:0031214               biomineral tissue development        39          39\n",
      "   Expected result1\n",
      "1      6.56  <1e-30\n",
      "2      6.56  <1e-30\n",
      "3      6.56  <1e-30\n",
      "4      6.56  <1e-30\n",
      "5      6.56  <1e-30\n",
      "6      6.56  <1e-30\n",
      "7      6.56  <1e-30\n",
      "8      6.56  <1e-30\n",
      "9      6.56  <1e-30\n",
      "10     6.56  <1e-30\n"
     ]
    }
   ],
   "source": [
    "bgAnnnotFormatted = formatTopGO(bgAnnnot, format = 'geneID2GO')\n",
    "\n",
    "library(topGO, warn.conflicts = FALSE)\n",
    "myGO <- getTopGO(annotations = bgAnnnotFormatted, format = 'geneID2GO',  \n",
    "    foregroundGenes = hog$members$entry_nr, ontology = 'BP')\n",
    "\n",
    "myRes <- runTest(myGO, algorithm = 'classic', statistic = 'fisher')\n",
    "print(GenTable(myGO, myRes))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(OmaDB)\n",
    "\n",
    "tax = getTaxonomy(root = 'Hominoidea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(ggtree)\n",
    "\n",
    "tree = getTree(tax$newick)\n",
    "mytree = ggtree(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>label</th><th scope=col>images</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Pongo_abelii                        </td><td>67144c22-93c2-4dc0-ba13-9f9dd2d223b9</td></tr>\n",
       "\t<tr><td>Gorilla_gorilla_gorilla             </td><td>d9af529d-e426-4c7a-922a-562d57a7872e</td></tr>\n",
       "\t<tr><td>Pan_paniscus                        </td><td>f06b4dd0-094e-4f37-9105-25fdb4eb1b02</td></tr>\n",
       "\t<tr><td>Pan_troglodytes                     </td><td>2f7da8c8-897a-445e-b003-b3955ad08850</td></tr>\n",
       "\t<tr><td>Homo_sapiens                        </td><td>c089caae-43ef-4e4e-bf26-973dd4cb65c5</td></tr>\n",
       "\t<tr><td>Nomascus_leucogenys                 </td><td>0174801d-15a6-4668-bfe0-4c421fbe51e8</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " label & images\\\\\n",
       "\\hline\n",
       "\t Pongo\\_abelii                       & 67144c22-93c2-4dc0-ba13-9f9dd2d223b9\\\\\n",
       "\t Gorilla\\_gorilla\\_gorilla          & d9af529d-e426-4c7a-922a-562d57a7872e\\\\\n",
       "\t Pan\\_paniscus                       & f06b4dd0-094e-4f37-9105-25fdb4eb1b02\\\\\n",
       "\t Pan\\_troglodytes                    & 2f7da8c8-897a-445e-b003-b3955ad08850\\\\\n",
       "\t Homo\\_sapiens                       & c089caae-43ef-4e4e-bf26-973dd4cb65c5\\\\\n",
       "\t Nomascus\\_leucogenys                & 0174801d-15a6-4668-bfe0-4c421fbe51e8\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "label | images | \n",
       "|---|---|---|---|---|---|\n",
       "| Pongo_abelii                         | 67144c22-93c2-4dc0-ba13-9f9dd2d223b9 | \n",
       "| Gorilla_gorilla_gorilla              | d9af529d-e426-4c7a-922a-562d57a7872e | \n",
       "| Pan_paniscus                         | f06b4dd0-094e-4f37-9105-25fdb4eb1b02 | \n",
       "| Pan_troglodytes                      | 2f7da8c8-897a-445e-b003-b3955ad08850 | \n",
       "| Homo_sapiens                         | c089caae-43ef-4e4e-bf26-973dd4cb65c5 | \n",
       "| Nomascus_leucogenys                  | 0174801d-15a6-4668-bfe0-4c421fbe51e8 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  label                   images                              \n",
       "1 Pongo_abelii            67144c22-93c2-4dc0-ba13-9f9dd2d223b9\n",
       "2 Gorilla_gorilla_gorilla d9af529d-e426-4c7a-922a-562d57a7872e\n",
       "3 Pan_paniscus            f06b4dd0-094e-4f37-9105-25fdb4eb1b02\n",
       "4 Pan_troglodytes         2f7da8c8-897a-445e-b003-b3955ad08850\n",
       "5 Homo_sapiens            c089caae-43ef-4e4e-bf26-973dd4cb65c5\n",
       "6 Nomascus_leucogenys     0174801d-15a6-4668-bfe0-4c421fbe51e8"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(rphylopic)\n",
    "labels <- tree$tip.label\n",
    "labelsFormatted = sapply(labels, FUN = function(x) gsub(\"_\", \" \", x, fixed = TRUE))\n",
    "\n",
    "ids = sapply(labelsFormatted, FUN = function(x) name_search(x)$canonicalName[1,1])\n",
    "images = sapply(as.character(ids), FUN = function(x) tryCatch(name_images(x)$same[[1]]$uid, \n",
    "                                                              error = function(w) name_images(x)$supertaxa[[1]]$uid))\n",
    "\n",
    "d <- data.frame(label = labels, images = as.character(images))\n",
    "d    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ECAAAECBAh0qIAAqUM7TrUJECBAgAABAgQIEGi+gACp+aZKJECAAAECBAgQIECg\nQwUESB3acapNgAABAgQIECBAgEDzBQRIzTdVIgECBAgQIECAAAECHSogQOrQjlNtAgQIECBA\ngAABAgSaLyBAar6pEgkQIECAAAECBAgQ6FABAVKHdpxqEyBAgAABAgQIECDQfAEBUvNNlUiA\nAAECBAgQIECAQIcKCJA6tONUmwABAgQIECBAgACB5gsIkJpvqkQCBAgQIECAAAECBDpUQIDU\noR2n2gQIECBAgAABAgQINF9AgNR8UyUSIECAAAECBAgQINChAgKkDu041SZAgAABAgQIECBA\noPkCAqTmmyqRAAECBAgQIECAAIEOFRAgdWjHqTYBAgQIECBAgAABAs0XECA131SJBAgQIECA\nAAECBAh0qIAAqUM7TrUJECBAgAABAgQIEGi+gACp+aZKJECAAAECBAgQIECgQwUESB3acapN\ngAABAgQIECBAgEDzBQRIzTdVIgECBAgQIECAAAECHSogQOrQjlNtAgQIECBAgAABAgSaLyBA\nar6pEgkQIECAAAECBAgQ6FABAVKHdpxqEyBAgAABAgQIECDQfAEBUvNNlUiAAAECBAgQIECA\nQIcKCJA6tONUmwABAgQIECBAgACB5gsIkJpvqkQCBAgQIECAAAECBDpUQIDUoR2n2gQIECBA\ngAABAgQINF9AgNR8UyUSIECAAAECBAgQINChAgKkDu041SZAgAABAgQIECBAoPkCAqTmmyqR\nAAECBAgQIECAAIEOFRAgdWjHqTYBAgQIECBAgAABAs0XECA131SJBAgQIECAAAECBAh0qIAA\nqUM7TrUJECBAgAABAgQIEGi+gACp+aZKJECAAAECBAgQIECgQwUESB3acapNgAABAgQIECBA\ngEDzBQRIzTdVIgECBAgQIECAAAECHSogQOrQjlNtAgQIECBAgAABAgSaLyBAar6pEgkQIECA\nAAECBAgQ6FABAVKHdpxqEyBAgAABAgQIECDQfAEBUvNNlUiAAAECBAgQIECAQIcKCJA6tONU\nmwABAgQIECBAgACB5gsIkJpvqkQCBAgQIECAAAECBDpUQIDUoR2n2gQIECBAgAABAgQINF9A\ngNR8UyUSIECAAAECBAgQINChAgKkDu041SZAgAABAgQIECBAoPkCAqTmmyqRAAECBAgQIECA\nAIEOFRAgdWjHqTYBAgQIECBAgAABAs0XECA131SJBAgQIECAAAECBAh0qIAAqUM7TrUJECBA\ngAABAgQIEGi+gACp+aZKJECAAAECBAgQIECgQwUESB3acapNgAABAgQIECBAgEDzBQRIzTdV\nIgECBAgQIECAAAECHSogQOrQjlNtAgQIECBAgAABAgSaLyBAar6pEgkQIECAAAECBAgQ6FAB\nAVKHdpxqEyBAgAABAgQIECDQfAEBUvNNlUiAAAECBAgQIECAQIcKCJA6tONUmwABAgQIECBA\ngACB5gsIkJpvqkQCBAgQIECAAAECBDpUQIDUoR2n2gQIECBAgAABAsUV+PovLi9u5dRsQIEx\nA551kgABAgQIECBAgACBAQUmTpqUPrXr2b3yrLzLWb2O5Qemm3qKdOUhW+QfvRZIQIBUoM5Q\nFQIECBAgQIAAgc4SGCgIGqglb7z9burv2qmmGJOuPXzLgS53bhgFTLEbRlxFEyBAgAABAgQI\nlFegvwBnqC3+37sT+g2ehlq26wcXECANbiQHAQIECBAgQIAAgR4Cjz77Wo/PPpRHQIBUnr7U\nEgIECBAgQIAAgRYJLDDnjC26k9u0WsAapFaLux8BAgQIEGijwAsvvJCefPLJXjWYfPLJ0wIL\nLJCmm266XudG2oHXXnstPfzww2nBBRdMY8eOHWnN1946BGKjhVhLJJVLwAhSufpTawgQIECA\nwIAC55xzTlpuueV6/Sy55JJphhlmSJ/5zGfS448/PmAZZT957bXXZj5XXXVV2ZuqfUMUGM5d\n6MYds/UQa+fyRgWMIDUq5zoCBAgQINDBAt/5znfSaqut1t2Cp59+Ol1//fXpwgsvTJ/73OfS\nLbfckmJUaSSmeeaZJ331q19N880330hsvjbXKRCBTLM3axjOwKvO5o3I7AKkEdntGk2AAAEC\nI11gpZVWSltu2XMb4V133TVtvvnm6YILLkjjxo1Lq6+++ohkihG2008/fUS2XaMbE8hHe06+\n/O7028vu7i4kPx4H3h3/Xppi8sm6zw0UVMXUPal9AqbYtc/enQkQIECAQOEEVllllaxODz30\nUHfd3nnnnXT++eenb33rW2nFFVdM3/zmN9Opp56aXn755e48t99+e/r617+erd259NJL09Zb\nb50++clPph122CHdf//93fnqefP9738/nXHGGem+++5L8T6Cui222CL1NfWtmXW866670ne/\n+9105513dld34sSJ6eSTT07rrbde+vjHP5422WSTdMIJJ3Sfz9888cQTmc9SSy2VNtxww3T8\n8cen//znP/np9MMf/jAdeOCB3Z/zN0cccUTafffd84/Z6yOPPJKVFQFbtD3c45hUXIFvbPiJ\nfitXGRz1m8mJQggYQSpEN6gEAQIEGhd4++23U/xIxRWIqWpjxnTG/3IvvvjiDHLuuefuBo1g\nJ0aVFl544bTBBhukf/3rX+m0005LRx55ZIrAKNoWgUEETa+//nqKACmCg9jg4JRTTsk+R9Ax\n66yzdpdZy5sTTzwx2yjhscceS4ssskj2/pprrsnqEuciYMhTM+sYQchxxx2X1lhjjbT00ktn\nt9hrr73S0UcfndZZZ52sbffee2/aeeedM4vIG+m2227LfN57773sNaYtRqD105/+NAu25pxz\nzqzusRHGAQcckF2T/3HFFVdkZYVppFgHtvzyy6dpp502u99kk02Wom/++Mc/ZveJvpCKLxCj\nRJWjSHmN19rr3Pxtr9dDvvHh1NdeJx1ojcAkiQABAlUCXf9TntT1hafqqI9FE/joRz86qev/\nFH46wKDrS+6kri/5hfgV+uUvf5n9znSNbEx67rnnun9uuOGGSfvss092bt5555301ltvZfXt\n+pKfHeuaftej/jvttFN2/B//+Ed2/E9/+lP2ebbZZpvUFQx15z344IOz411BU/exWt/MOOOM\n2bU///nPuy955ZVXJnWtDZrUFXxNevHFF7Pjza5j3pbzzjsvK79rdGrSFFNMMenzn/98dz3i\nzbe//e1J0bdvvvlmdnzllVee1BX8TOoKILvzdQWWWRt+8pOfZMcWXXTRScsuu2z3+fzN+uuv\nP+kjH/lI/nFSVwCVXVdpGe3sCrYndY1AdefzpngCn/zemZMqf/qqYfX56s99XeNY6wQ645+z\nWhMrugsBAgQ6SiCm+Lz66qtp8cUXT6NGjeqouo+0ysZIykwzzVSoZnd9uU/xU51i5Ojss89O\nU089dXaqKzBIXQFD6vry3yNrjOhEqpxmF5932WWX9IlPfDjNKEaSugKvdM8992Q75EWeelJX\nwJVNr8uvCcsob8cdd0zXXXddtmZquOsYI7QTJkzINq549tlnU4wERTrkkEOy9sYI2h133JGt\n24pRrY997GN5ddNmm22Wvve979Xd/2+88UZWxkUXXZSWWGKJ7L/xueaaKz344IMp2isVV6B6\n04YTLrkz7bTJ+yORxa21mlUKCJAqNbwnQIBABwkceuihKX4kAo0IbLPNNtl6ovzamAYYQU9M\n65p++unzw2mWWWbJvuTHepxjjjkmW2MUU9BiOllfqXrqVz6tLoL5RtJiiy2WRo/uuWQ6AoZI\n+Tqp4a5j10hWFkwee+yxKXa4i80r1l577Szgy6fgPfDAA1mdYrv0yhT/eBFu9aYItGKjiB/9\n6EfppJNOSuuuu242bS8CztiOXeocgdOvurdHgLTRfhd0V/4TC/Scdurfurpp2vqm5984ba2K\nmxMgQIAAAQKtEojNBvJRpHiNzRTWWmutHsFR1OX5559PsXHDMsssk84999xsJCNGL6vX0OT1\nnmaaafK3TXmtXAuVFxijSJHydV2tqGPX1MTuEaJ4iOx+++2XmUTA8r///S/FyFKkrumJ2Wu9\nf8TDaStTjAxH0BUbQSy00ELpzDPPTF/84hezAC1fJ1aZ3/tiCfS17iiv4Suv/y9/m07cdf3u\n9/FmUkyslNouIEBqexeoAAECBAgQKK7AQQcdlAUGhx12WDZiEw+a3X///VPXepmWVPrRRx/t\ndZ/YECJSjC5FGu46dq18yKbYxa58EbDEphGxUUU8L+qvf/1rFrzkz0zqa2QtduK77LLLsrrG\nH1FedcpHoPLjMaUvRvJi58DYmCKmMob9u+++2+fUyPw6r50nsNdJ13depUteYwFSyTtY8wgQ\nIECAwFAE4ot7THHbfvvtexRz+eWX9/g8XB/uvvvuFLvBVaaYehZ1yqfaDXcdY1e+mIIYD9HN\nU6wz+sEPfpB97NosIq2wwgrZ2qBrr702z5K9/u1vf0sxnTGeKxUpRphiimJlkBTnujafyM7n\nf8S23rG9d55iZC5GkGKU76WXXupxfZ7Ha/EFbn/ouV6V/Ps9H24Dv+/Wn+x13oHWCwiQWm/u\njgQIECBAoGMEYo1NPAMoRo3ii30EAF/5ylfS1VdfnbUh1gF17eI2bO3p2k0vWwMVAdm///3v\n7DlCsYlEPNR2/vnnz+473HVcbbXV0swzz5wZ3HLLLVl7u3bvS/vuu2+K7bdjumKMqMW23zfe\neGO2qURsa/673/0uCyxjW+8IkiLFc6RiOl3kvemmm7L1RfHA3ii/Mm266abpn//8Z7YRxDPP\nPJNeeOGFbGv1GLGKrdZtzFKpVcz3Nx29da+K7Xfqjd3H+pqGt/FKC3af96Z9AjZpaJ+9OxMg\nQIAAgcILxI5xf//731NsUBA/ERDE1LLYlS4Cg67tvrMv98O1s9pnPvOZFKMnG220UfeoSewM\nF9Pq8jTcdYw1T7///e+zB+HGNLs8xRS4X/3qV6lr2+7s0OGHH57VMR76Gu8jLbjggt3PkIrP\nMep08803p1//+tfZTwR5ESzFw3QrH4C79957Z8bxYNn4yVM8m6mvB9Tm570WR6Byw4VVdzs7\nvTex99TK4tRWTSoFRsWO4pUHvCdAgEBMFYkdq8aPHw+DAAEC2Zf++DshdqKLvx9iRCRSjCzF\nA1Nj97spp5yy6VIRmMSDWc8///wU09hiK+0FFlgge2Bt9c3i68xw1zG23o4pf0899VSaY445\nsu3M+9q+Pc8X52JXv3wzico6dz2DKtsAo3JL9Mrz+fsYoYsphPH3cWzWkE8rzM97LbZAPCg2\nT3tssXx6+OlX04U3PdT98NgJ701Mq+1+Tp6l+3j3AW/aIiBAagu7mxIotoAAqdj9o3YEOlmg\nei1Tf22JEZTYcjwPkPrL5ziBIgtUBkh9Takb7HyR21bmupliV+be1TYCBAgQIFAwgVhbU0uK\nZxtJBDpd4Majtkqf6ppeV52u+Mdj6YDTb6o+7HNBBARIBekI1SBAgAABAiNBYOONN665mbGN\ndzyYVSLQqQKjR4/qrnqMFsUoUuWoUX6yr9Gl/JzX1gsIkFpv7o4ECBAgQIBADQKxY5xEoGwC\n1UGS4Kh4PSxAKl6fqBEBAgQIECBAgEBJBL618VLpa+t9vEdrBEU9OAr3wXOQCtclKkSAAAEC\nBAgQIFAWgergqCztKnM7BEhl7l1tI0CAAAECBAgQIECgLgEBUl1cMhMgQIAAAQIECBAgUGYB\nAVKZe1fbCBAgQIAAAQIECBCoS0CAVBeXzAQIECBAgAABAgQIlFlAgFTm3tU2AgQIECBAgAAB\nAgTqEhAg1cUlMwECBAgQIECAAAECZRYQIJW5d7WNAAECBAgQIECAAIG6BARIdXHJTIAAAQIE\nCBAgQIBAmQUESGXuXW0jQIAAAQIECBAgQKAuAQFSXVwyEyBAgAABAgQIECBQZgEBUpl7V9sI\nECBAgAABAgQIEKhLQIBUF5fMBAgQIECAAAECBAiUWUCAVObe1TYCBAgQIECAAAECBOoSECDV\nxSUzAQIECBAgQIAAAQJlFhAglbl3tY0AAQIECBAgQIAAgboEBEh1cclMgAABAgQIECBAgECZ\nBQRIZe5dbSNAgAABAgQIECBAoC4BAVJdXDITIECAAAECBAgQIFBmAQFSmXtX2wgQIECAAAEC\nBAgQqEtAgFQXl8wECBAgQIAAAQIECJRZQIBU5t7VNgIECBAgQIAAAQIE6hIQINXFJTMBAgQI\nECBAgAABAmUWECCVuXe1jQABAgQIECBAgACBugQESHVxyUyAAAECBAgQIECAQJkFBEhl7l1t\nI0CAAAECBAgQIECgLgEBUl1cMhMgQIAAAQIECBAgUGYBAVKZe1fbCBAgQIAAAQIECBCoS0CA\nVBeXzAQIECBAgAABAgQIlFlAgFTm3tU2AgQIECBAgAABAgTqEhAg1cUlMwECBAgQIECAAAEC\nZRYQIJW5d7WNAAECBAgQIECAAIG6BARIdXHJTIAAAQIECBAgQIBAmQUESGXuXW0jQIAAAQIE\nCBAgQKAuAQFSXVwyEyBAgAABAgQIECBQZgEBUpl7V9sIECBAgAABAgQIEKhLQIBUF5fMBAgQ\nIECAAAECBAiUWUCAVObe1TYCBAgQIECAAAECBOoSECDVxSUzAQIECBAgQIAAAQJlFhAglbl3\ntY0AAQIECBAgQIAAgboEBEh1cclMgAABAgQIECBAgECZBQRIZe5dbSNAgAABAgQIECBAoC4B\nAVJdXDITIECAAAECBAgQIFBmAQFSmXtX2wgQIECAAAECBAgQqEtAgFQXl8wECBAgQIAAAQIE\nCJRZQIBU5t7VNgIECBAgQIAAAQIE6hIQINXFJTMBAgQIECBAgAABAmUWECCVuXe1jQABAgQI\nECBAgACBugQESHVxyUyAAAECBAgQIECAQJkFBEhl7l1tI0CAAAECBAgQIECgLgEBUl1cMhMg\nQIAAAQIECBAgUGYBAVKZe1fbCBAgQIAAAQIECBCoS0CAVBeXzAQIECBAgAABAgQIlFlAgFTm\n3tU2AgQIECBAgAABAgTqEhAg1cUlMwECBAgQIECAAAECZRYQIJW5d7WNAAECBAgQIECAAIG6\nBARIdXHJTIAAAQIECBAgQIBAmQUESGXuXW0jQIAAAQIECBAgQKAuAQFSXVwyEyBAgAABAgQI\nECBQZgEBUpl7V9sIECBAgAABAgQIEKhLQIBUF5fMBAgQIECAAAECBAiUWUCAVObe1TYCBAgQ\nIECAAAECBOoSECDVxSUzAQIECBAgQIAAAQJlFhAglbl3tY0AAQIECBAgQIAAgboEBEh1cclM\ngAABAgQIECBAgECZBQRIZe5dbSNAgAABAgQIECBAoC4BAVJdXDITIECAAAECBAgQIFBmAQFS\nmXtX2wgQIECAAAECBAgQqEtAgFQXl8wECBAgQIAAAQIECJRZQIBU5t7VNgIECBAgQIAAAQIE\n6hIQINXFJTMBAgQIECBAgAABAmUWECCVuXe1jQABAgQIECBAgACBugQESHVxyUyAAAECBAgQ\nIECAQJkFBEhl7l1tI0CAAAECBAgQIECgLgEBUl1cMhMgQIAAAQIECBAgUGYBAVKZe1fbCBAg\nQIAAAQIECBCoS0CAVBeXzAQIECBAgAABAgQIlFlAgFTm3tU2AgQIECBAgAABAgTqEhAg1cUl\nMwECBAgQIECAAAECZRYYU+bGaRsBAgQIECBAgACBThK446Hn0wzTTJHSqJQWmmtsJ1W9NHUV\nIJWmKzWEAAECBAgQIECg0wS2OvjS9Nhz/+232uOO2brfc04Mj4ApdsPjqlQCBAgQIECAAAEC\ngwoMFBzFxSvvclZ6+90Jg5YjQ/MEBEjNs1QSAQIECBAgQIAAgaYLrL3XuU0vU4H9CwiQ+rdx\nhgABAgQIECBAgMCwCcToUK2pnry1lilf3wICpL5dHCVAgAABAgQIECAwbALbHn75sJWt4KEJ\nCJCG5udqAgQIECBAgAABAnUJHHTWzen+p16u6xqZWycgQGqdtTsRIECAAAECBAgQSPtu/UkK\nBRYQIBW4c1SNAAECBAgQIECAAIHWCgiQWuvtbgQIECBAgAABAiNcwIYLxf4FECAVu3/UjgAB\nAgQIECBAgACBFgoIkFqI7VYECBAgQIAAAQIEGhG44IBNG7nMNQ0ICJAaQHMJAQIECBAgQIAA\ngVYJbLzSgmmumadt1e1G/H0ESCP+VwAAAQIECBAgQIBAkQXsetfa3hEgtdbb3QgQIECAAAEC\nBEa4wHrLzTfCBYrd/FGTulKxq6h2BAi0WmCFFVZId955Zxo/fnyrb+1+BAgQIEBgRAg8/+pb\nafax06Rad7Qbd8zWI8KlCI00glSEXlAHAgQIECBAgACBESUQwVE9qdZAqp4y5e1bQIDUt4uj\nBAgQIECAAAECBAolIEhqTXeMac1t3IUAAQIECBAgQIAAgRAYSqCTX2vK3fD9LhlBGj5bJRMg\nQIAAAQIECBDoFnjj7fFDCo66C+p6kwdKlce8b46AAKk5jkohQIAAAQIECBAg0K/Ad467Oq33\ng/P6Pd/ICUFSI2qDXyNAGtxIDgIECBAgQIAAAQJDEvjHg88N6fr+Lv7u8Vf3d8rxBgUESA3C\nuYwAAQIECBAgQIBALQJX3v54LdkaynPbA8MTeDVUmZJcJEAqSUdqBgECBAgQIECAQDEF9j/t\nxmGtmKeaNpdXgNRcT6URIECAAAECBAgQaKnA7/56T0vvV/abCZDK3sPaR4AAAQIECBAg0FaB\n6aeZYljvf9Jldw1r+SOtcAHSSOtx7SVAgAABAgQIEGipwHn7bdLS+7nZ0AQESEPzczUBAgQI\nECBAgACBAQU23Of8Ac87WSwBAVKx+kNtCBAgQIAAAQIECNQtYKOGusn6vUCA1C+NEwQIECBA\ngAABAgQ6Q2CVXc/qjIp2QC3HdEAdVbFEAv/617/Sk08+mWacccYStap8TXnllVfSxIkTy9cw\nLSJAgAABAgQIDCIwalJXGiSP0wSaJjDFFFOk8ePHN608BQ2vgL8ehtdX6QQIECBQfoFLb344\nHXT2LS1p6NRTjknXHLZlS+5V5psYQSpz7xawbVNNNVWaZppp0nbbbVfA2qlSLnDMMccYQcox\nvBIgQIAAgSEI3HD3f4ZwdX2Xvv3OhPoukLtPASNIfbI4OFwCs802Wxo7dmx68MEHh+sWym2C\nwLTTTpveeuutZASpCZiKIECAAIERLbD7b65L4+59uqUG447ZuqX3K9vNbNJQth7VHgIECBAg\nQIAAgcIILPx/YwtTFxWpTUCAVJuTXAQIECBAgAABAgTqFth81UXqvsYF7RUQILXX390JECBA\ngAABAgRKLDDHTNO2vHXbHn55y+9ZphsKkMrUm9pCgAABAgQIECBQaoHtNlwiDbbG6P6nXi61\nwXA3ToA03MLKJ0CAAAECBAgQINAkge0/vWSTSlJMfwICpP5kHCdAgAABAgQIECBQUIHBRpEK\nWu2OqJYAqSO6SSUJECBAgAABAgQI9BS48eiteh6o+DT+vYkVn7ytR0CAVI+WvAQIECBAgAAB\nAgQKIjB61Kh+a/Kri+/s95wTAwsIkAb2cZYAAQIECBAgQIBAwwLfOe7qhq+t5cL+ptqdc92/\na7lcnj4EBEh9oDhEgAABAgQIECBAoBkC/3jwuWYU013GSZfd1f0+f7PE/LPmb702QUCA1ARE\nRRAgQIAAAQIECBCoFnjtzXeqDw358ymX39OrjJN2W7/XMQcaFxAgNW7nSgIECBAgQIAAAQL9\nCmy4z/n9nnOiuAICpOL2jZoRIECAAAECBAgQaFjg7kdfaPjakXyhAGkk9762EyBAgAABAgQI\nlFbgPy++Udq2DWfDBEjDqatsAgQIECBAgAABAk0WuOOh52sq8d0JnoVUE1RVJgFSFYiPBAgQ\nIECAAAECBIYq8N7ESUMtot/rdz72qn7PVZ6Yfew0lR+9r1FAgFQjlGwECBAgQKAMAk899VS6\n/fbb0xtv9D/15p577kl33dV7K+EytL8VbbjvvvvSvffe24pbuUeBBVbd7exhrV0tAdgiHxk7\nrHUoa+ECpLL2rHYRIECAAIE+BI466qi03HLLpdtuu62Ps+8f2mijjdI666zT73knBhbYaqut\n0pZbbjlwJmdHpMAsM0zVtHbXEoDNMsPUTbvfSCpIgDSSeltbCRAgQIAAgWEX2HjjjdNnP/vZ\nYb+PGxRXYMdjruxVuVGjUtpls+V6HR/KgZV3OWsol7u2H4Ex/Rx3mAABAgQIECBAoAGBn/3s\nZw1c5ZIyCdz1SO/ttW86euusifuffmOZmlrKthhBKmW3ahQBAgQIEGi+wBlnnJE23XTTtOii\ni6b11lsv/fKXv0zvvfde941ibdPXv/71dPfdd6eLL744feUrX0kbbrhhOu6449K7776bHn30\n0fTtb387rbzyyunLX/5y+tvf/tZ9bf7mmWeeSTvvvHNaccUV05JLLpm+9rWvpfvvvz8/Xffr\nI488kr75zW9m0wpXWmml7H0cq0zvvPNOOv/889O3vvWt7L6R/9RTT00vv/xyZbb0/e9/P4VB\nrDGK91HeFltska66queC+UMOOSQdfPDBPa6Ne8TxTTbZJK2xxhpp3333TQ899FCPPLnfww8/\nnC699NK09dZbp09+8pNphx126GVQS7t6FO5DywT2PPG6XvdaafG5eh0b7gO/33uj4b5Facsf\nNakrlbZ1GlY4gdlmmy2NHTs2Pfjgg4Wrmwp9KDD11FOn//3vf+mwww778KB3BAg0LBB/733j\nG99Io0e3/98l99hjj3TkkUema6+9Nq255pp9tmneeedNb7/9dnrhhQ//FTy+pJ900klp9dVX\nT0svvXSKjRyijPiyHwHCZJNNli688ML0uc99Lm2wwQbpiiuuyM7dcccd6bXXXktf+MIXsoBo\nwoQJaZlllkl///vfM49bb701ffSjH83qceedd6b1118/ex/roEZ1zUmKciJQiQAmjtWTHn/8\n8exe0047bRaoRR0jcHvrrbeyNVgLL7xwVtzmm2+eLrjgghSfo+7/+te/svpFvSJoGTPm/Qk3\n0Y8LLrhgeuyxx9IiiyySvb/mmmsypxNPPDELvqLA8Il2hlGkcIxy43O0Ycopp0zXXXddGj9+\nfHbfvB9yv6hPBEgRXMbfxeE7++yzZxtnzDrrrKnWdmU390fLBfqa9jbumPdHj/o6N9QKHrb9\n6mm1JeZOF417KB1yzv/rLi6/Z/cBb2oWMMWuZioZCYwcgfifdqT4F1KJAIHmCKyyyirp4x//\neHMKa0Ipu+22W5ppppn6LOn5559P008/ffe5+IIewdGuu+6aYpOHPB1xxBFpzz33zEaIdtll\nl/xw+uc//5mNeEQQEcHREksskc4777z0ve99Lx1++OFpiimmSOecc06KzQyi7DxA+s53vpON\nSEXQFIFIpKhL2O24447ZyM10003XfZ/B3vzud79Lr7zySrr++uvTJz7xiSz7AQcckOabb750\n1llnpf333z/FiFUER9Vti1GsE044IQtKll122e5bRcD385//PP3gBz/Ijr366qtZQLTXXntl\nweEss8zSnTd/s99++6W4LoKiCCgjPfvss2nVVVdN2223XYoRowgG83TDDTekMMjrHPfbZ599\n0i233JI+85nPpFralZfltbUCdz78fK8bXnP48G7YccDpN6VrDtsy/fmWniOjE96bmMZM1v5/\nlOkF0gEHBEgd0EmqSKDVAvGlJqa0xL/YSgQIDF0gApEiBUfRoghcYpSjrzRxYs+HSx577LFZ\ntpiCVpki4ImpYueee26qDJB22mmnbIQl8s4444zZF/3YXvyHP/xhFhzF8RgdiZSPskQAceON\nN6YvfelL3cFRnI+Rk2222SZFYDNu3Lhsal8cryXlW5lfdNFFWZAWQchcc82VzWKIIC1SvP7p\nT3/Kpv1Vlhl/D0aqnmYXMyEq//EoRpUieIkALgKgGP2pTBGg/fa3v82m7uXBUZyfc845s+Ao\n/KJdEQTmKSzz4CiOhVXcI6wiQKqlXXlZXlsrsNMve063jLtPPcXwft1++533/zu++9EXezR2\ntd3PSUaRepDU/GF4e6zmashIgECRBOJfaGMqSkyVkQgQKKfAKaecMugUu7zlDzzwQPaFfrHF\nFssPZa+TTz55FnhUrxHKg4s8c0xxi7wRFOQpn7YWU8gixT0iVQYR2YGuP/IRnLhPrH2qNcVa\notNPPz396Ec/ykbA1l133WyqWwQcM8wwQ1ZMjPhsttlmKab3HXPMMdloTqzv6W8b9DConioZ\nI2SRqtcUxbGocwScsaIhRsgqU0yVixSvlQFSPvUvzxvT6iLFaFWkWtqVZfRHSwU2+/FFve63\n+Dwz9zo2XAfWWmqedO0/nxyu4kdUucbdRlR3aywBAgQIEKhf4LnnnuseEaq+OkZlqpczV0+D\ni/PVQUV1OXGPSLEBRHXKp59V36c6X/XnxRdfPAu8YqrcQgstlM4888z0xS9+Mc0zzzzZWqTI\nn0/hi3VRMRIW94qNFGLEqq8099xz9zoco0iR8qCvMkNMpYsU655i7VLlT7QnRoTy6/Prpplm\nmvxtn6+1tKvPCx0cVoHnXnmzV/n/fvLDjT4mDtOy/7WXnje7b1/B0cSJthro1Sk1HDCCVAOS\nLAQIECBAYCQLxJqdGFGJndhig4E8xUYOsd5oqaWWyg81/Br3iBTT7NZee+0e5cQUtEj5uqQe\nJwf4EFMIYy1VTA2MnwhSLrnkkrTttttmu+nFs4oOOuigbIpbbEoT64jyFGuu+kqxE191euKJ\nJ7JD1SNscXCBBRbIzsWOdyeffHL2Pv8jAqTYBTBG7OtJtbSrnvLkbY3Ap3Y9e1hudNDXV+23\n3NGjP1zb1m8mJ3oJGEHqReIAAQIECBAgUCmwwgorZLva5YFKfi4+x6YusUPbUFOM4MQIzNVX\nX92rqNi0IAKd2B68nhRByXLLffhgzhiZiRGktdZaK7300kvZyFdM7YvRre23375H0ZdffnmP\nz/mH2ML86aefzj9mrzGNL8rIp9pVnowRsRgh+stf/tJrpC3WGsUaqCefrG9aVC3tqqyD98Mv\ncMpf39+xcPjv5A6tEBAgtULZPQgQIECAQAcLxC5sU001Vbb2JQKYmDYW22/HM49iE4bYEW+o\nKbYWj63EY8e52Mwh1vPE+p3YljyelxQbQsw8c33rOeKZTTHCFc8fit3qYrvt0047Lf31r3/N\ngrqYThdbcscaodjRLtYexdbl8fymPFCLerz55odTp2IUKtYsRQD173//O6vr2Wefne2CN//8\n8/diiMcm/PSnP83MYiOH2EI8dq2LkauY+hfPeYq215NqaVc95ck7dIGT/nJXn4V86uMfyY5X\nb6DQZ+YGDv5h342zq869/v1nhdmUoQHEPi4xxa4PFIcIECBAgACBDwXiC3wERPHg0tjoIE8x\nOnLZZZelvra2zvPU8/qLX/wim3IWAU38RIogJgK0Aw88sJ6isrx77713tvNbBFzxk6fYCCKC\nk0ixO1w8kyl26ouffIOa2DEuNoSIHfkiMNtyy/e3ao41QzESFc8zytdERcB/pNmNAABAAElE\nQVQUAU9/KR6OG4FVvllE5IvAaffdd+93rVN/ZcXxWto10PXOtU7gFzuskd1sh6OvGJabzjv7\n+5uNbLnGYmmzVRYelnuMxEI9KHYk9nob2+xBsW3Er+PWMZ0mdnTKn4dUx6WyEiBQYoF33303\n3XvvvSm27I5nF8WaoHwDhWY2O0aoYuQnNntYcsklezyTqZH7xChQTKWLv9Nis4bqqXAR6MTf\nebFLXPz9l28yESNL0d7YlS/WXsVUuXXWWSd7BMKLL76YPdso1hhV7zrXXx1ja/XYzjzWcsXI\n1RxzzNFf1pqOD9aumgqRqSkC/T0ANh/R6e/8UG+el5+Xs8aef0jvjn8v/2ib726J+t4YQarP\nS24CBAgQIDBiBWK9THyxj5/hTLEdeOWW4JX3ql4rVHmu8n2MsuSBS7zm7yvz5O8jyIs1UNWp\nv3VFkS+23q5ny/G4JqYjrrnmmvG2KWmwdjXlJgppSCACl+EKiqor1N99/vijz1Zn9blGAQFS\njVCyESBAgAABAu0XiPU3taRmTfur5V7yEKgWiKDl7H3eXx905jX3VZ9u6ud8FOmPf3sgHfHH\n29K0U02erjr0C029x0grTIA00npcewkQIECAQAcLbLzx+18629GE2MY7nqEkEagW6GvEaP45\n3l8fdNxFd1RnH5bPW6y2aIofaegCAqShGyqBAAECBAgQGAECt9xyywhopSY2KhBB0r8efynt\ncNQV6cajt2q0GNcVQMA23wXoBFUgQIAAAQIECBDofIGPzzeL4KjzuzEJkErQiZpAgAABAgQI\nECAw8gSuvP3xkdfoFrRYgNQCZLcgQIAAAQIECBAgMJjAJT/9XJpr5mkHy9Z9Pn8WV/cBb5oi\nIEBqCqNCCBAgQIAAAQIECAxNYNYZpk7n7rdJzYXMNuM0NeeVsXYBAVLtVnISIECAAAECBAgQ\nGBaBL665eFbumMlq/3q+xAKzDktdRnqhtffASJfSfgIECBAgQIAAAQLDJLDr55atu+TJ6wim\n6i58BF8gQBrBna/pBAgQIECAAAECBAj0FBAg9fTwiQABAgQIECBAgEBLBeIZSpVpjrHWFlV6\ntPq9AKnV4u5HgAABAgQIECBAYACBCw/cbICzTg23gABpuIWVT4AAAQIECBAgQKAfgWsO37Kf\nMwMfHj161MAZnG1YQIDUMJ0LCRAgQIAAAQIECAxNYOopxvRZwIqLzdnn8fzgnlssn7/12mQB\nAVKTQRVHgAABAgQIECBAIBeoXl+UHx/s9Zid1x4wy9vvThjwvJONCwiQGrdzJQECBAgQIECA\nAIEBBdbY8w8Dnm/05AmX/LPRS103iIAAaRAgpwkQIECAAAECBAg0KvDu+PcavTTddHTP3e0q\nC5rw3sTKj943UUCA1ERMRREgQIAAAQIECBCoFNhitUUrP/Z4f/x31+nxufrDqEH2YbjxX09X\nX+JzEwQESE1AVAQBAgQIECBAgACBvgT2GGAzhW8fe3Vfl/Q4NtAapj1PvK5HXh+aIyBAao6j\nUggQIECAAAECBAi0XGDlXc5K4+41ktRMeAFSMzWVRYAAAQIECBAgQKAOgavueHzQ3KMHmWu3\n+2+uG7QMGWoXECDVbiUnAQIECBAgQIAAgaYK/OjUGwct78ajtxo0zxcPumTQPDLUJiBAqs1J\nLgIECBAgQIAAAQKFFXji+dcLW7dOq5gAqdN6TH0JECBAgAABAgRGnMAnFph1xLW5XQ0WILVL\n3n0JECBAgAABAgQIdAk8+cLgoz8n7ro+qxYJCJBaBO02BAgQIECAAAECBPoSuP+pl/s67Fib\nBARIbYJ3WwIECBAgQIAAAQIhMM2Uk4MokIAAqUCdoSoECBAgQIAAAQIjT+AT89e2vuhX3113\n5OG0ocUCpDaguyUBAgQIECBAgACBXGD6aabI3w74uszCsw943snmCAiQmuOoFAIECBAgQIAA\nAQIESiAgQCpBJ2oCAQIECBAgQIBAZwqctJvd6YrWcwKkovWI+hAgQIAAAQIECIwYgSVqXH+U\ng1x5yBfyt16HSUCANEywiiVAgAABAgQIECDQbIHpprbjXbNNq8sTIFWL+EyAAAECBAgQIECg\nBQLf22zZFtzFLeoVECDVKyY/AQIECBAgQIAAgSYIbLXW4g2V8tefb9HQdS6qTUCAVJuTXAQI\nECBAgAABAgQKITBDjduCF6KyHVgJAVIHdpoqEyBAgAABAgQIECAwPAICpOFxVSoBAgQIECBA\ngAABAh0oIEDqwE5TZQIECBAgQIAAgc4W+OGXVhpSAzw/aUh8A14sQBqQx0kCBAgQIECAAAEC\nzRf47MoLDanQep+fNKSbjbCLBUgjrMM1lwABAgQIECBAoPMFVt7lrF6N6OtYr0wODCogQBqU\nSAYCBAgQIECAAAECjQkMR9AyHGU21rpyXjWmnM3SKgIECBAgQIAAAQLtE9jzxOvTjf/6T1Mr\nUEtgFHnGHbN1U+870goTII20HtdeAgQIECBAgACBYROoJYip5+ZvvP1uWu8Hf6znEnmHKCBA\nGiKgywkQIECAAAECBEamwBX/eCwdcPpNTW/8xEmT0qd2Pbvp5SqwNgEBUm1OchEgQIAAAQIE\nCBDoFnj6pTdqDo42+9TC6c+3PJLGT5iYXT/YFLjRo0b1mCZ35tX3pXOu+3d68b9vZ9fPOO2U\n6Wfbfiotv+ic3fWJN9scdlk67Jur9zjmQ/0CoyZ1pfovcwWBxgRmm222NHbs2PTggw82VoCr\nWiKwwgorpDvvvDONHz++JfdzEwIECBAg0MkCE96bmO5+9MX09rsTUkyJW2DOGdMiH5mpk5s0\noutuBGlEd7/GEyBAgAABAgQIDFVgzGSj0zILzz7UYlxfEAHbfBekI1SDAAECBAgQIECAAIH2\nCwiQ2t8HakCAAAECBAgQIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAEC\nBAgQIFAQAQFSQTpCNQgQIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0C\nBAgQIECAAAECBNovIEBqfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ\n2t8HakCAAAECBAgQIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQ\nIFAQAQFSQTpCNQgQIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQ\nIECAAAECBNovIEBqfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8H\nakCAAAECBAgQIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQ\nAQFSQTpCNQgQIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECA\nAAECBNovIEBqfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCA\nAAECBAgQIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFS\nQTpCNQgQIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAEC\nBNovIEBqfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCAAAEC\nBAgQIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFSQTpC\nNQgQIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAECBNov\nIEBqfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCAAAECBAgQ\nIECAQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFSQTpCNQgQ\nIECAAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAECBNovIEBq\nfx+oAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCAAAECBAgQIECA\nQEEEBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFSQTpCNQgQIECA\nAAECBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAECBNovIEBqfx+o\nAQECBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCAAAECBAgQIECAQEEE\nBEgF6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFSQTpCNQgQIECAAAEC\nBAgQaL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAECBNovIEBqfx+oAQEC\nBAgQIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2CwiQ2t8HakCAAAECBAgQIECAQEEEBEgF\n6QjVIECAAAECBAgQIECg/QICpPb3gRoQIECAAAECBAgQIFAQAQFSQTpCNQgQIECAAAECBAgQ\naL+AAKn9faAGBAgQIECAAAECBAgURECAVJCOUA0CBAgQIECAAAECBNovIEBqfx+oAQECBAgQ\nIECAAAECBREQIBWkI1SDAAECBAgQIECAAIH2C4xpfxXUgAABAgQIECBAgEBnC0yalNIqu57V\nqxHjjtm61zEHii0gQCp2/6gdAQIECBAgQIBAwQVW3qV3YJRXOc7t+YUV0uarLpIf8lpwAVPs\nCt5BqkeAAAECBAgQIFBcgYGCo7zWvzjv1hT5Lrv10fyQ1wILCJAK3DmqRoAAAQIECBAgUB6B\nn/x+XBYoladF5WxJaabYXXHFFenNN99M008/fTl7qiSteuedd1L8SAQIECBAgACBTheoZfSo\nrzbm11mf1JdO+4+VIkCKL9wbbLBB+zXVoCaBN954o6Z8MhEgQIAAAQIEiirw0n/fHnLV8kDp\npN3WT0vMP+uQy1NAcwRKESBNmDAh01hggQXSl7/85ebIKGVYBA477DCjfMMiq1ACBAgQIECg\nlQKzzDB10263/VFXdJd16l4bpsXmnrn7szetFxg1qSu1/rbNvWNMrZtuuunSuuuum6688srm\nFq60pgrMNttsaezYsenBBx9sarkKa67ACiuskO688840fvz45hasNAIECBAgUDKBfBRouJpl\nGt5wyfZfrk0a+rdxhgABAgQIECBAgEBbBSIAi58HnnqlrfUYSTcvxRS7kdRh2kqAAAECBAgQ\nIDDyBL52+GVZo1f+2P+lI3dcc+QBtLDFRpBaiO1WBAgQIECAAAECBIYiMO7ep20VPhTAGq4V\nINWAJAsBAgQIECijwFtvvZVuvPHGdNxxx6Ujjzwy3XTTTcP2KIbXXnst3X777enVV1/tpnzg\ngQfSvffe2+/n7hMd+Oa+++4bsG3Vbe/AJnZXubpvX3/99ayvX3nl/Slh1Z+7LyzJm1gjdMOR\nX2p5a4Z77VPLG1SgGwqQCtQZqkKAAAECBFolcM0116RFF100rbrqqum73/1u2mOPPdKnPvWp\nNMMMM6Rtt902vfvuu02tyrXXXpuWW265dNVVV3WXu91226XPfe5z/X7uPtGBb7baaqu05ZZb\ndte8zG2t7ttbbrkl6+vLL788a3/1526UEr2ZfLLRKQKlG4/aqqWtEiQND7c1SMPjqlQCBAgQ\nIFBYgVNPPTXFF/ZZZ501/fa3v02rr756VtcIms4///x02mmnpf/85z8pHsI+atSoprRjnnnm\nSV/96lfTfPPN15Tyil7IxhtvnCZOnFj0ajalfiOtbwdCGz26Of+9DHQP54ZfQIA0/MbuQIAA\nAQIECiPw8ssvZ6NFH/nIR1L8y/7//d//dddtkUUWSV//+tfT0ksvnY30/O1vf+sOnrozNfgm\nRo9OP/30Bq/uvMt+9rOfdV6lG6zxSOvbwZi+vPZH05nX3DdYNucLLGCKXYE7R9UIECBAgECz\nBeKLewRJP/3pT3sER/l9pphiinTiiSdmU6Ruvvnm/HD36xlnnJE23XTTbHreeuutl375y1+m\n9957r/t8rCmKICteY+rVFltskc4777x01113ZVP54hlr9aR///vf6fDDD09xr/XXXz/95Cc/\nydZN1VNGdd5oQ0x/i7rFCFo8T/EHP/hBVt/KvIO1NfIefPDB2U+YHnLIIWnDDTfMioj3ca6e\n9M4772QjeN/61rfSiiuumL75zW+mGO2LshtNTzzxRNp9990zv2jjbbfdlj0zcp999ulR5DPP\nPJN23nnn7L5LLrlk+trXvpbuv//+Hnn6a2sjfTscbe1R2TZ+WP0Tc7fx7m7dDAEBUjMUlUGA\nAAECBDpEIEaFIgiK6W79pViXFF+kv//97/fIssMOO6Rtttkm22jh05/+dDaFbNddd80e1J4H\nSU8//XT2pf5Xv/pVWmedddJf/vKX9L///S898sgj2WYQDz30UI8yB/rw//7f/0vLLLNM2m+/\n/dKMM86Y5phjjiygifr94Q9/GOjSfs/F1MJoQ4yexTqrH/3oR1lQc+ihh2abVOQX1tLWyBvt\nu/DCC9NGG22UfvjDH6annnoqK+Kcc85JZ511Vl5cTa9bb711FrRdffXVWaDy8MMPp+233z6t\nueaaacKECTWVUZkpNsWI0Z3jjz8+C2L//ve/Z+vMos0RdOYpgtallloq/fGPf0wf+9jHuteK\nxUhitC9P/bW1kb5tdlvzOhbhdedjP1xnV12fWKe0Stc23VKxBUyxK3b/qB2BtgjE2oP4n/G8\n887blvu7KYGyCcw000zZv9rPPvvsbW9a7J4W64Amm2yyHnWJncaq18zE+qPYtCFSbK5w0kkn\npQiIjjrqqO5rjzjiiLTnnntmwc8uu+zSfTxGoX7xi19ko0nR/ggi6k0nn3xydsnjjz+e5pxz\nzuz9k08+mRZeeOF05plnpi9+8Yt1FRmbBvzud79LO+64Y/r1r3+dXfvf//43G5mqLKjett56\n663ZVMQbbrghrbbaapVF1fw+RnAuuOCCXr4xqnPCCSdkI3DLLrtszeVFxm9/+9vZroT33HNP\niumTkSKw/NKXvpTGjPnwK+B3vvOdLICKdiy44IJZvueffz6tssoqmVXsyDfddNNlx4va1qxy\nBfnjvYmTBqzJERXPMLLJwoBUbTtpBKlt9G5MoLgC888/f5pqqqmyL0vxhckPA78DQ/sdiNGV\nSZMG/tLUir8RYqpWBASV647y+y6//PJp7NixPX7mnvvDqULHHntsljWmf1Wm733ve2nKKadM\n5557buXhbFQmpnZFcNRoipGeyy67rDs4inKivNhcopFpZxFoRGBQGeBFABjTDStTvW2Na6PM\nRoOjuD5G9f70pz9lU/3ic57ywKbe9t5xxx0ppkhG/+RlRJkRVEbgk6fIF1u9x/TFPDiKcxHM\nh3+MiI0bNy7Pnr0Wra09KtfmD4MFPNXnY0QpfqRiCXz4zwfFqpfaECDQRoF4FopEgED5BCIA\nmnrqqdNzzz3Xq3H7779/j2cUxZfgGEXIU4w8xSjOYostlh/KXieffPK0xBJL9FqvEuuUhppi\n2/FYHxQjSTHd7rHHHksxHSzqtcACC9Rd/IMPPphdFwaVKaaSVaZ62xq7uNU7ulN5v3g/yyyz\npM022yxr3zHHHJNiel1MXYupjo2kaGukmDJXnaK94Rkp2hppjTXWyF4r/8jbFGuRYg1YpCK2\ntbLOnfq+MkiqDqI6tU2dXG8jSJ3ce+pOgAABAgTqEBg9enQ2mhBT1saPH9/jyi9/+cvZlKyY\nlhU/1c9BiqCqciSi8uKYilc9QjbNNNNUZmnofaydid32YgpYrF2KqXXxQNtGgqOowIsvvpit\nY6quTLhUpnrbWh1wVZZV6/t8SlusuYrRuDDdZJNN0gEHHFBrET3yRVsjxbqt6lTZ3jxYjmdi\nVad8i/fKvi1iW6vrXfTPAqCi91BKPf9GKH591ZAAAQIECBAYgkAs2n/77bcH3EDg0Ucf7d5s\nIL9VrFuK0YzYfawyRVn//Oc/e0zPqjzf6PsXXnghxZqmCLTiS3xsXBABUwRy1XWo9R6xrjI2\nLqgO/qp31mt1W6P+Bx10UDaV7bDDDsuCwdjkIUb1IkBsJOVrSPvaibCyvflzqWKaXXXKp9ZV\nTr2rztPI52a3tZE6tPOabdf/eDtv7941CAiQakCShQABAgQIlEUgRiQi6DjwwANTBELVKYKH\n2DmtctQg8qywwgpZYJV/ac6vi88xGrXBBhvkh5ryGtPLYu3WVltt1b1RRBQcW0rHTnmNpNip\n7a233uqxW12UExs3VKZWtzXuHVPdYmQn7CtTbCzRSIppj1HelVde2ePyu+++u8e0vRixinVZ\nEYBWp9h0Yvrpp08rr7xy9akhfW52W4dUmTZcvONnlmrDXd2yHgEBUj1a8hIgQIAAgQ4XiBGD\nH//4x1lwFIFAbFBw6aWXpuuvvz7F1tzxxTqCkLXXXrtHS2Or7di8JZ7NE1+mn3322XTFFVdk\nu9TFFty77bZbj/xD/RBrnWI6V4ykxK5yMcXulFNOyTYTiC/tMYUsdtysJ8WITJQZW31HuZdc\ncknadttts/ZXltPqtsa9Y11QbIYSdYzgMJ4h9ZWvfKU7cIn2x3qsWlNsthMbakS/xkYN0Wfx\nzKqNN94421QjLydGmmJL88gX25THfWLN0R577JFiS/i4duaZZ86zN+W12W1tSqU6uJCYspf/\ndHAzClV1AVKhukNlCBAgQIDA8Avstdde6eKLL862bo4v5LHWZc0110x77713tr4nnhG00047\n9ahIfJGOgCimt6277rpprrnmykaNImiKjV1ik4FmpthQIrYVf/XVV7MNAmL9Uzzc9De/+U32\nQNYIIvKNA2q9bwSHMSoy22yzZVP1Nt988xRbWMfucZHyLc1b3da4d7Qtnu8UO+gttNBCWdvC\nOrboXnzxxbP++POf/xxZa06xXmvfffdNv//977M+iwe9xgNg4yG5eVujsNiOPbY+j4fbhnPc\nLzbpiEAxHszb7DQcbW12HdtV3kBbhP9km08NWi3rmwYlqinDqK4h9Ek15SxwpvgXldifP/7C\nrh5KLnC1R2TV4n9K8T+9fHedEYmg0QQIECiIQHwFiJ3hIkiItS4xelT9fKTqqsYUvHvvvTdb\no/TRj340W3uUL+avztuMzzFSFGtmYve0yh304rlBMQWvcivyeu4XU+2irbFFeYyYxfS7GEVZ\nffXVu4tpdVujP6KtERTG6F7+7KEYWQrzCF6ivo2kV155pXvL9c9//vPZPa655poeRcWoYKwn\ni/suueSS2fS6Hhma+GE429rEatZdVC0BSuWOdX3doK8yKq/p63x1OfPNMUM6Z5+Nqw/7XKOA\nAKlGKNmaIyBAao6jUggQIEDgfYHqNTv9ucToWIzAnHbaadkucbEjXp5ipCQ2DojAJKYLFjXF\nlMAY+RssReAaI0Kxdfdaa62VDj/88O5LIgiKQPirX/1qj+dBdWfwZkgCtQQvlcFO9c2eevH1\n9IWfXlJ9uMezkl5985306X3O75WnrwMD3auv/I69L+A5SH4TCBAgQIAAgY4VqPV5SzEFcKWV\nVkp77rlnNqUw1vfEVLZYZxNrr2INVZGDo+igGEGrpb3xIN1pp502e27V0Ucfna0X+/SnP53t\nBvjb3/42xbOrqqdQduwvQIdVfLCAZYoxkw3aorHTTpkFTLUEYxePezh9duWFBi1Thp4CRpB6\nevg0zAJGkIYZWPEECBAgMKBAbPhwxhlnZBs/vPTSS9nUunhAa2xQULb0+uuvZ8+NijbHurLZ\nZ589rbjiitloWYwySc0XGCxoGSxAihr1VcacM0+b/nRA3w9fvvy2x9KBZ/T9gPda7td8hc4v\n0QhS5/ehFhAgQIAAAQI1CsR65fiJNGHChGyL6xov7bhssdtfbOseP7EVe4wcSa0TmHaqydOb\n/+v5QOb87r8479a05xdWyD8O+vrsy/3vYLjh8vOn+KkOrG48aqtBy5WhbwG72PXt4igBAgQI\nECBQcoF4/s9ISYKj1vf0VYd+oddNI4iJn/P//mCvc808ECNHo0ePamaRI6osAdKI6m6NJUCA\nAAECBAgQGA6BVXc7u1exzZritsVqi/Yqu/JA5ehRs+5ZWf5Iey9AGmk9rr0ECBAgQIAAAQJN\nF+jvGUYRsGz2qYV73K/eIGaPLZbvcX31hy+s/n4AVW+51eX4/L7AyBlb1uMECBAgQIAAAQIE\n2iCw95YrpvgZLG398z/3mWWzAy5MFx64WZ/nYvQoAqPzbnigz/MO1i8gQKrfzBUECBAgQIAA\nAQIEeghEkJIHKz1ODPLhhEvuTKdfde+AuZ579a1+z+ejRvlrvxmdqFlAgFQzlYwECBAgQIAA\nAQIE+heoN0ipXDvUf6kp2ZFuIJ3mnxMgNd9UiQQIECBAgAABAgQGFegvoJo0KaX7n3o5PfLM\na2mjFRcYtBwZmisgQGqup9IIECBAgAABAgQIDElgVNcO3YvPM3P2M6SCXNyQgF3sGmJzEQEC\nBAgQIECAAAECZRQQIJWxV7WJAAECBAgQIECAAIGGBARIDbG5iAABAgQIECBAgACBMgoIkMr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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(dplyr)\n",
    "library(ggimage)                                                            \n",
    "\n",
    "mytree %<+% d + geom_tiplab(aes(image=images), geom=\"phylopic\", offset = 2.3, color='steelblue') + geom_tiplab(offset = 0.3) + ggplot2::xlim(0, 7)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in ks.test(human_dog$distance, human_mouse$distance):\n",
      "“p-value will be approximate in the presence of ties”"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "\tTwo-sample Kolmogorov-Smirnov test\n",
       "\n",
       "data:  human_dog$distance and human_mouse$distance\n",
       "D = 0.11483, p-value < 2.2e-16\n",
       "alternative hypothesis: two-sided\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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X4gRCOs2uu6dHxsfHI2/P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\nEIAABCBQEgT+H6nMZxET67ggAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(OmaDB)\n",
    "\n",
    "mouse = getGenome(id='Mus musculus')$taxon_id\n",
    "human = getGenome(id='Homo sapiens')$taxon_id\n",
    "dog = getGenome(id='Canis lupus familiaris')$taxon_id\n",
    "\n",
    "human_mouse = getGenomePairs(genome_id1 =human, genome_id2 = mouse, rel_type=\"1:1\")\n",
    "\n",
    "human_dog = getGenomePairs(genome_id1 =human, genome_id2 = dog, rel_type=\"1:1\")\n",
    "\n",
    "human_mouse$Species  = 'Mus musculus'\n",
    "human_dog$Species = 'Canis lupus familiaris'\n",
    "\n",
    "all_pairs = rbind(human_mouse,human_dog)\n",
    "all_pairs$Species = as.factor(all_pairs$Species)\n",
    "library(ggplot2)\n",
    "\n",
    "g <- ggplot(all_pairs, aes(x = distance, fill = Species)) + geom_density(alpha = 0.5) + theme(legend.position=\"bottom\",panel.grid.major = element_blank(), panel.grid.minor = element_blank(),\n",
    "panel.background = element_blank(), axis.line = element_line(colour = \"black\")) + xlab('evolutionary distance [PAM]')\n",
    "print(g)\n",
    "\n",
    "\n",
    "ks.test(human_dog$distance,human_mouse$distance) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>DB</th><th scope=col>Qualifier</th><th scope=col>GO_ID</th><th scope=col>DB.Reference</th><th scope=col>Evidence</th><th scope=col>With</th><th scope=col>Aspect</th><th scope=col>DB_Object_Name</th><th scope=col>Synonym</th><th scope=col>DB_Object_Type</th><th scope=col>Date</th><th scope=col>Assigned_By</th><th scope=col>GO_name</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0000166                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>nucleotide binding                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005254                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride channel activity                                                                 </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005260                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>intracellularly ATP-gated chloride channel activity                                       </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005524                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>ATP binding                                                                               </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005737                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cytoplasm                                                                                 </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005769                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>early endosome                                                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005789                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>endoplasmic reticulum membrane                                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005829                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cytosol                                                                                   </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005886                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>plasma membrane                                                                           </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005887                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>integral component of plasma membrane                                                     </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0006695                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cholesterol biosynthetic process                                                          </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0006811                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>ion transport                                                                             </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0006821                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride transport                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0006904                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>vesicle docking involved in exocytosis                                                    </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0009986                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cell surface                                                                              </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0015106                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>bicarbonate transmembrane transporter activity                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0015108                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride transmembrane transporter activity                                               </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0015701                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>bicarbonate transport                                                                     </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0016020                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>membrane                                                                                  </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0016021                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>integral component of membrane                                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0016324                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>apical plasma membrane                                                                    </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0016787                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>hydrolase activity                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0016887                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>ATPase activity                                                                           </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0019869                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride channel inhibitor activity                                                       </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0019899                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>enzyme binding                                                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0030165                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>PDZ domain binding                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0030301                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cholesterol transport                                                                     </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0031205                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>endoplasmic reticulum Sec complex                                                         </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0032991                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>protein-containing complex                                                                </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0034707                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride channel complex                                                                  </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0035377                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>transepithelial water transport                                                           </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0035774                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>positive regulation of insulin secretion involved in cellular response to glucose stimulus</td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0042626                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>ATPase activity, coupled to transmembrane movement of substances                          </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0045921                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>positive regulation of exocytosis                                                         </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0048240                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>sperm capacitation                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0050891                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>multicellular organismal water homeostasis                                                </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0051087                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>F                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chaperone binding                                                                         </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0051454                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>intracellular pH elevation                                                                </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0055037                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>recycling endosome                                                                        </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0055085                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>transmembrane transport                                                                   </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0060081                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>membrane hyperpolarization                                                                </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0071320                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cellular response to cAMP                                                                 </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:1902161                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>positive regulation of cyclic nucleotide-gated ion channel activity                       </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:1902476                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>chloride transmembrane transport                                                          </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:1902943                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>positive regulation of voltage-gated chloride channel activity                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:1904322                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cellular response to forskolin                                                            </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0000003                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>reproduction                                                                              </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005634                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>nucleus                                                                                   </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005768                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>endosome                                                                                  </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0005783                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>C                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>endoplasmic reticulum                                                                     </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0010243                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>response to organonitrogen compound                                                       </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0035690                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cellular response to drug                                                                 </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0046677                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>response to antibiotic                                                                    </td></tr>\n",
       "\t<tr><td>OMA_FastMap                                                                               </td><td>                                                                                          </td><td>GO:0071407                                                                                </td><td>OMA_Fun:002                                                                               </td><td>IEA                                                                                       </td><td>Approx:TAEGU04269:11919.380438514474                                                      </td><td>P                                                                                         </td><td>                                                                                          </td><td>                                                                                          </td><td>protein                                                                                   </td><td>20180807                                                                                  </td><td>OMA_FastMap                                                                               </td><td>cellular response to organic cyclic compound                                              </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllll}\n",
       " DB & Qualifier & GO\\_ID & DB.Reference & Evidence & With & Aspect & DB\\_Object\\_Name & Synonym & DB\\_Object\\_Type & Date & Assigned\\_By & GO\\_name\\\\\n",
       "\\hline\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0000166                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & nucleotide binding                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005254                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride channel activity                                                                 \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005260                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & intracellularly ATP-gated chloride channel activity                                       \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005524                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & ATP binding                                                                               \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005737                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cytoplasm                                                                                 \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005769                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & early endosome                                                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005789                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & endoplasmic reticulum membrane                                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005829                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cytosol                                                                                   \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005886                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & plasma membrane                                                                           \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005887                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & integral component of plasma membrane                                                     \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0006695                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cholesterol biosynthetic process                                                          \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0006811                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & ion transport                                                                             \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0006821                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride transport                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0006904                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & vesicle docking involved in exocytosis                                                    \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0009986                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cell surface                                                                              \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0015106                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & bicarbonate transmembrane transporter activity                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0015108                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride transmembrane transporter activity                                               \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0015701                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & bicarbonate transport                                                                     \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0016020                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & membrane                                                                                  \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0016021                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & integral component of membrane                                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0016324                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & apical plasma membrane                                                                    \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0016787                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & hydrolase activity                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0016887                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & ATPase activity                                                                           \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0019869                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride channel inhibitor activity                                                       \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0019899                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & enzyme binding                                                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0030165                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & PDZ domain binding                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0030301                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cholesterol transport                                                                     \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0031205                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & endoplasmic reticulum Sec complex                                                         \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0032991                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & protein-containing complex                                                                \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0034707                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride channel complex                                                                  \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0035377                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & transepithelial water transport                                                           \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0035774                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & positive regulation of insulin secretion involved in cellular response to glucose stimulus\\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0042626                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & ATPase activity, coupled to transmembrane movement of substances                          \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0045921                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & positive regulation of exocytosis                                                         \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0048240                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & sperm capacitation                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0050891                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & multicellular organismal water homeostasis                                                \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0051087                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & F                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chaperone binding                                                                         \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0051454                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & intracellular pH elevation                                                                \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0055037                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & recycling endosome                                                                        \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0055085                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & transmembrane transport                                                                   \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0060081                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & membrane hyperpolarization                                                                \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0071320                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cellular response to cAMP                                                                 \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:1902161                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & positive regulation of cyclic nucleotide-gated ion channel activity                       \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:1902476                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & chloride transmembrane transport                                                          \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:1902943                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & positive regulation of voltage-gated chloride channel activity                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:1904322                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cellular response to forskolin                                                            \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0000003                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & reproduction                                                                              \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005634                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & nucleus                                                                                   \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005768                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & endosome                                                                                  \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0005783                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & C                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & endoplasmic reticulum                                                                     \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0010243                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & response to organonitrogen compound                                                       \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0035690                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cellular response to drug                                                                 \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0046677                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & response to antibiotic                                                                    \\\\\n",
       "\t OMA\\_FastMap                                                                              &                                                                                            & GO:0071407                                                                                 & OMA\\_Fun:002                                                                              & IEA                                                                                        & Approx:TAEGU04269:11919.380438514474                                                       & P                                                                                          &                                                                                            &                                                                                            & protein                                                                                    & 20180807                                                                                   & OMA\\_FastMap                                                                              & cellular response to organic cyclic compound                                              \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "DB | Qualifier | GO_ID | DB.Reference | Evidence | With | Aspect | DB_Object_Name | Synonym | DB_Object_Type | Date | Assigned_By | GO_name | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0000166                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | nucleotide binding                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005254                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride channel activity                                                                  | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005260                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | intracellularly ATP-gated chloride channel activity                                        | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005524                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | ATP binding                                                                                | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005737                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cytoplasm                                                                                  | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005769                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | early endosome                                                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005789                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | endoplasmic reticulum membrane                                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005829                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cytosol                                                                                    | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005886                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | plasma membrane                                                                            | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005887                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | integral component of plasma membrane                                                      | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0006695                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cholesterol biosynthetic process                                                           | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0006811                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | ion transport                                                                              | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0006821                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride transport                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0006904                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | vesicle docking involved in exocytosis                                                     | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0009986                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cell surface                                                                               | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0015106                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | bicarbonate transmembrane transporter activity                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0015108                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride transmembrane transporter activity                                                | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0015701                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | bicarbonate transport                                                                      | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0016020                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | membrane                                                                                   | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0016021                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | integral component of membrane                                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0016324                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | apical plasma membrane                                                                     | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0016787                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | hydrolase activity                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0016887                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | ATPase activity                                                                            | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0019869                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride channel inhibitor activity                                                        | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0019899                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | enzyme binding                                                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0030165                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | PDZ domain binding                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0030301                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cholesterol transport                                                                      | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0031205                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | endoplasmic reticulum Sec complex                                                          | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0032991                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | protein-containing complex                                                                 | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0034707                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride channel complex                                                                   | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0035377                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | transepithelial water transport                                                            | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0035774                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | positive regulation of insulin secretion involved in cellular response to glucose stimulus | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0042626                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | ATPase activity, coupled to transmembrane movement of substances                           | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0045921                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | positive regulation of exocytosis                                                          | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0048240                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | sperm capacitation                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0050891                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | multicellular organismal water homeostasis                                                 | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0051087                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | F                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chaperone binding                                                                          | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0051454                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | intracellular pH elevation                                                                 | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0055037                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | recycling endosome                                                                         | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0055085                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | transmembrane transport                                                                    | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0060081                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | membrane hyperpolarization                                                                 | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0071320                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cellular response to cAMP                                                                  | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:1902161                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | positive regulation of cyclic nucleotide-gated ion channel activity                        | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:1902476                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | chloride transmembrane transport                                                           | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:1902943                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | positive regulation of voltage-gated chloride channel activity                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:1904322                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cellular response to forskolin                                                             | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0000003                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | reproduction                                                                               | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005634                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | nucleus                                                                                    | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005768                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | endosome                                                                                   | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0005783                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | C                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | endoplasmic reticulum                                                                      | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0010243                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | response to organonitrogen compound                                                        | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0035690                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cellular response to drug                                                                  | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0046677                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | response to antibiotic                                                                     | \n",
       "| OMA_FastMap                                                                                |                                                                                            | GO:0071407                                                                                 | OMA_Fun:002                                                                                | IEA                                                                                        | Approx:TAEGU04269:11919.380438514474                                                       | P                                                                                          |                                                                                            |                                                                                            | protein                                                                                    | 20180807                                                                                   | OMA_FastMap                                                                                | cellular response to organic cyclic compound                                               | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   DB          Qualifier GO_ID      DB.Reference Evidence\n",
       "1  OMA_FastMap           GO:0000166 OMA_Fun:002  IEA     \n",
       "2  OMA_FastMap           GO:0005254 OMA_Fun:002  IEA     \n",
       "3  OMA_FastMap           GO:0005260 OMA_Fun:002  IEA     \n",
       "4  OMA_FastMap           GO:0005524 OMA_Fun:002  IEA     \n",
       "5  OMA_FastMap           GO:0005737 OMA_Fun:002  IEA     \n",
       "6  OMA_FastMap           GO:0005769 OMA_Fun:002  IEA     \n",
       "7  OMA_FastMap           GO:0005789 OMA_Fun:002  IEA     \n",
       "8  OMA_FastMap           GO:0005829 OMA_Fun:002  IEA     \n",
       "9  OMA_FastMap           GO:0005886 OMA_Fun:002  IEA     \n",
       "10 OMA_FastMap           GO:0005887 OMA_Fun:002  IEA     \n",
       "11 OMA_FastMap           GO:0006695 OMA_Fun:002  IEA     \n",
       "12 OMA_FastMap           GO:0006811 OMA_Fun:002  IEA     \n",
       "13 OMA_FastMap           GO:0006821 OMA_Fun:002  IEA     \n",
       "14 OMA_FastMap           GO:0006904 OMA_Fun:002  IEA     \n",
       "15 OMA_FastMap           GO:0009986 OMA_Fun:002  IEA     \n",
       "16 OMA_FastMap           GO:0015106 OMA_Fun:002  IEA     \n",
       "17 OMA_FastMap           GO:0015108 OMA_Fun:002  IEA     \n",
       "18 OMA_FastMap           GO:0015701 OMA_Fun:002  IEA     \n",
       "19 OMA_FastMap           GO:0016020 OMA_Fun:002  IEA     \n",
       "20 OMA_FastMap           GO:0016021 OMA_Fun:002  IEA     \n",
       "21 OMA_FastMap           GO:0016324 OMA_Fun:002  IEA     \n",
       "22 OMA_FastMap           GO:0016787 OMA_Fun:002  IEA     \n",
       "23 OMA_FastMap           GO:0016887 OMA_Fun:002  IEA     \n",
       "24 OMA_FastMap           GO:0019869 OMA_Fun:002  IEA     \n",
       "25 OMA_FastMap           GO:0019899 OMA_Fun:002  IEA     \n",
       "26 OMA_FastMap           GO:0030165 OMA_Fun:002  IEA     \n",
       "27 OMA_FastMap           GO:0030301 OMA_Fun:002  IEA     \n",
       "28 OMA_FastMap           GO:0031205 OMA_Fun:002  IEA     \n",
       "29 OMA_FastMap           GO:0032991 OMA_Fun:002  IEA     \n",
       "30 OMA_FastMap           GO:0034707 OMA_Fun:002  IEA     \n",
       "31 OMA_FastMap           GO:0035377 OMA_Fun:002  IEA     \n",
       "32 OMA_FastMap           GO:0035774 OMA_Fun:002  IEA     \n",
       "33 OMA_FastMap           GO:0042626 OMA_Fun:002  IEA     \n",
       "34 OMA_FastMap           GO:0045921 OMA_Fun:002  IEA     \n",
       "35 OMA_FastMap           GO:0048240 OMA_Fun:002  IEA     \n",
       "36 OMA_FastMap           GO:0050891 OMA_Fun:002  IEA     \n",
       "37 OMA_FastMap           GO:0051087 OMA_Fun:002  IEA     \n",
       "38 OMA_FastMap           GO:0051454 OMA_Fun:002  IEA     \n",
       "39 OMA_FastMap           GO:0055037 OMA_Fun:002  IEA     \n",
       "40 OMA_FastMap           GO:0055085 OMA_Fun:002  IEA     \n",
       "41 OMA_FastMap           GO:0060081 OMA_Fun:002  IEA     \n",
       "42 OMA_FastMap           GO:0071320 OMA_Fun:002  IEA     \n",
       "43 OMA_FastMap           GO:1902161 OMA_Fun:002  IEA     \n",
       "44 OMA_FastMap           GO:1902476 OMA_Fun:002  IEA     \n",
       "45 OMA_FastMap           GO:1902943 OMA_Fun:002  IEA     \n",
       "46 OMA_FastMap           GO:1904322 OMA_Fun:002  IEA     \n",
       "47 OMA_FastMap           GO:0000003 OMA_Fun:002  IEA     \n",
       "48 OMA_FastMap           GO:0005634 OMA_Fun:002  IEA     \n",
       "49 OMA_FastMap           GO:0005768 OMA_Fun:002  IEA     \n",
       "50 OMA_FastMap           GO:0005783 OMA_Fun:002  IEA     \n",
       "51 OMA_FastMap           GO:0010243 OMA_Fun:002  IEA     \n",
       "52 OMA_FastMap           GO:0035690 OMA_Fun:002  IEA     \n",
       "53 OMA_FastMap           GO:0046677 OMA_Fun:002  IEA     \n",
       "54 OMA_FastMap           GO:0071407 OMA_Fun:002  IEA     \n",
       "   With                                 Aspect DB_Object_Name Synonym\n",
       "1  Approx:TAEGU04269:11919.380438514474 F                            \n",
       "2  Approx:TAEGU04269:11919.380438514474 F                            \n",
       "3  Approx:TAEGU04269:11919.380438514474 F                            \n",
       "4  Approx:TAEGU04269:11919.380438514474 F                            \n",
       "5  Approx:TAEGU04269:11919.380438514474 C                            \n",
       "6  Approx:TAEGU04269:11919.380438514474 C                            \n",
       "7  Approx:TAEGU04269:11919.380438514474 C                            \n",
       "8  Approx:TAEGU04269:11919.380438514474 C                            \n",
       "9  Approx:TAEGU04269:11919.380438514474 C                            \n",
       "10 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "11 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "12 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "13 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "14 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "15 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "16 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "17 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "18 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "19 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "20 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "21 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "22 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "23 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "24 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "25 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "26 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "27 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "28 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "29 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "30 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "31 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "32 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "33 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "34 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "35 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "36 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "37 Approx:TAEGU04269:11919.380438514474 F                            \n",
       "38 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "39 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "40 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "41 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "42 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "43 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "44 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "45 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "46 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "47 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "48 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "49 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "50 Approx:TAEGU04269:11919.380438514474 C                            \n",
       "51 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "52 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "53 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "54 Approx:TAEGU04269:11919.380438514474 P                            \n",
       "   DB_Object_Type Date     Assigned_By\n",
       "1  protein        20180807 OMA_FastMap\n",
       "2  protein        20180807 OMA_FastMap\n",
       "3  protein        20180807 OMA_FastMap\n",
       "4  protein        20180807 OMA_FastMap\n",
       "5  protein        20180807 OMA_FastMap\n",
       "6  protein        20180807 OMA_FastMap\n",
       "7  protein        20180807 OMA_FastMap\n",
       "8  protein        20180807 OMA_FastMap\n",
       "9  protein        20180807 OMA_FastMap\n",
       "10 protein        20180807 OMA_FastMap\n",
       "11 protein        20180807 OMA_FastMap\n",
       "12 protein        20180807 OMA_FastMap\n",
       "13 protein        20180807 OMA_FastMap\n",
       "14 protein        20180807 OMA_FastMap\n",
       "15 protein        20180807 OMA_FastMap\n",
       "16 protein        20180807 OMA_FastMap\n",
       "17 protein        20180807 OMA_FastMap\n",
       "18 protein        20180807 OMA_FastMap\n",
       "19 protein        20180807 OMA_FastMap\n",
       "20 protein        20180807 OMA_FastMap\n",
       "21 protein        20180807 OMA_FastMap\n",
       "22 protein        20180807 OMA_FastMap\n",
       "23 protein        20180807 OMA_FastMap\n",
       "24 protein        20180807 OMA_FastMap\n",
       "25 protein        20180807 OMA_FastMap\n",
       "26 protein        20180807 OMA_FastMap\n",
       "27 protein        20180807 OMA_FastMap\n",
       "28 protein        20180807 OMA_FastMap\n",
       "29 protein        20180807 OMA_FastMap\n",
       "30 protein        20180807 OMA_FastMap\n",
       "31 protein        20180807 OMA_FastMap\n",
       "32 protein        20180807 OMA_FastMap\n",
       "33 protein        20180807 OMA_FastMap\n",
       "34 protein        20180807 OMA_FastMap\n",
       "35 protein        20180807 OMA_FastMap\n",
       "36 protein        20180807 OMA_FastMap\n",
       "37 protein        20180807 OMA_FastMap\n",
       "38 protein        20180807 OMA_FastMap\n",
       "39 protein        20180807 OMA_FastMap\n",
       "40 protein        20180807 OMA_FastMap\n",
       "41 protein        20180807 OMA_FastMap\n",
       "42 protein        20180807 OMA_FastMap\n",
       "43 protein        20180807 OMA_FastMap\n",
       "44 protein        20180807 OMA_FastMap\n",
       "45 protein        20180807 OMA_FastMap\n",
       "46 protein        20180807 OMA_FastMap\n",
       "47 protein        20180807 OMA_FastMap\n",
       "48 protein        20180807 OMA_FastMap\n",
       "49 protein        20180807 OMA_FastMap\n",
       "50 protein        20180807 OMA_FastMap\n",
       "51 protein        20180807 OMA_FastMap\n",
       "52 protein        20180807 OMA_FastMap\n",
       "53 protein        20180807 OMA_FastMap\n",
       "54 protein        20180807 OMA_FastMap\n",
       "   GO_name                                                                                   \n",
       "1  nucleotide binding                                                                        \n",
       "2  chloride channel activity                                                                 \n",
       "3  intracellularly ATP-gated chloride channel activity                                       \n",
       "4  ATP binding                                                                               \n",
       "5  cytoplasm                                                                                 \n",
       "6  early endosome                                                                            \n",
       "7  endoplasmic reticulum membrane                                                            \n",
       "8  cytosol                                                                                   \n",
       "9  plasma membrane                                                                           \n",
       "10 integral component of plasma membrane                                                     \n",
       "11 cholesterol biosynthetic process                                                          \n",
       "12 ion transport                                                                             \n",
       "13 chloride transport                                                                        \n",
       "14 vesicle docking involved in exocytosis                                                    \n",
       "15 cell surface                                                                              \n",
       "16 bicarbonate transmembrane transporter activity                                            \n",
       "17 chloride transmembrane transporter activity                                               \n",
       "18 bicarbonate transport                                                                     \n",
       "19 membrane                                                                                  \n",
       "20 integral component of membrane                                                            \n",
       "21 apical plasma membrane                                                                    \n",
       "22 hydrolase activity                                                                        \n",
       "23 ATPase activity                                                                           \n",
       "24 chloride channel inhibitor activity                                                       \n",
       "25 enzyme binding                                                                            \n",
       "26 PDZ domain binding                                                                        \n",
       "27 cholesterol transport                                                                     \n",
       "28 endoplasmic reticulum Sec complex                                                         \n",
       "29 protein-containing complex                                                                \n",
       "30 chloride channel complex                                                                  \n",
       "31 transepithelial water transport                                                           \n",
       "32 positive regulation of insulin secretion involved in cellular response to glucose stimulus\n",
       "33 ATPase activity, coupled to transmembrane movement of substances                          \n",
       "34 positive regulation of exocytosis                                                         \n",
       "35 sperm capacitation                                                                        \n",
       "36 multicellular organismal water homeostasis                                                \n",
       "37 chaperone binding                                                                         \n",
       "38 intracellular pH elevation                                                                \n",
       "39 recycling endosome                                                                        \n",
       "40 transmembrane transport                                                                   \n",
       "41 membrane hyperpolarization                                                                \n",
       "42 cellular response to cAMP                                                                 \n",
       "43 positive regulation of cyclic nucleotide-gated ion channel activity                       \n",
       "44 chloride transmembrane transport                                                          \n",
       "45 positive regulation of voltage-gated chloride channel activity                            \n",
       "46 cellular response to forskolin                                                            \n",
       "47 reproduction                                                                              \n",
       "48 nucleus                                                                                   \n",
       "49 endosome                                                                                  \n",
       "50 endoplasmic reticulum                                                                     \n",
       "51 response to organonitrogen compound                                                       \n",
       "52 cellular response to drug                                                                 \n",
       "53 response to antibiotic                                                                    \n",
       "54 cellular response to organic cyclic compound                                              "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Our mystery sequence is cystic fibrosis transmembrane conductance\n",
    "# regulator in the Emperor penguin (UniProt ID: A0A087RGQ1_APTFO)\n",
    "mysterySeq <- 'FFFLLRWTKPILRKGYRRRLELSDIYQIPSADSADNLSEKLEREWDRELATSKKKPKLINALRRCFFWKFMFYGIILYLGEVTKSVQPLLLGRIIASYDPDNSDERSIAYYLAIGLCLLFLVRTLLIHPAIFGLHHIGMQMRIAMFSLIYKKILKLSSRVLDKISTGQLVSLLSNNLNKFDEGLALAHFVWIAPLQVALLMGLLWDMLEASAFSGLAFLIVLAFFQAWLGQRMMKYRNKRAGKINERLVITSEIIENIQSVKAYCWEDAMEKMIESIRETELKLTRKAAYVRYFNSSAFFFSGFFVVFLAVLPYAVIKGIILRKIFTTISFCIVLRMTVTRQFPGSVQTWYDSIGAINKIQDFLLKKEYKSLEYNLTTTGVELDKVTAFWDEGIGELFVKANQENNNSKAPSTDNNLFFSNFPLHASPVLQDINFKIEKGQLLAVSGSTGAGKTSLLMLIMGELEPSQGRLKHSGRISFSPQVSWIMPGTIKENIIFGVSYDEYRYKSVIKACQLEEDISKFPDKDYTVLGDGGIILSGGQRARISLARAVYKDADLYLLDSPFGHLDIFTEKEIFESCVCKLMANKTRILVTSKLEHLKIADKILILHEGSCYFYGTFSELQGQRPDFSSELMGFDSFDQFSAERRNSILTETLRRFSIEGEGTGSRNEIKKQSFKQTSDFNDKRKNSIIINPLNASRKFSVVQRNGMQVNGIEDGHNDPPERRFSLVPDLEQGDVGLLRSSMLNTDHILQGRRRQSVLNLMTGTSVNYGPNFSKKGSTTFRKMSMVPQTNLSSEIDIYTRRLSRDSVLDITDEINEEDLKECFTDDAESMGTVTTWNTYFRYVTIHKNLIFVLILCVTVFLVEVAASLAGLWFLKQTALKANTTQSENSTSDKPPVIVTVTSSYYIIYIYVGVADTLLAMGIFRGLPLVHTLITVSKTLHQKMVHAVLHAPMSTFNSWKAGGMLNRFSKDTAVLDDLLPLTVFDFIQLILIVIGAITVVSILQPYIFLASVPVIAAFILLRAYFLHTSQQLKQLESEARSPIFTHLVTSLKGLWTLRAFGRQPYFETLFHKALNLHTANWFLYLSTLRWFQMRIEMIFVVFFVAVAFISIVTTGDGSGKVGIILTLAMNIMGTLQWAVNSSIDVDSLMRSVGRIFKFIDMPTEEMKNIKPHKNNQFSDALVIENRHAKEEKNWPSGGQMTVKDLTAKYSEGGAAVLENISFSISSGQRVGLLGRTGSGKSTLLFAFLRLLNTEGDIQIDGVSWSTVSVQQWRKAFGVIPQKVFIFSGTFRMNLDPYGQWNDEEIWKVAEEVGLKSVIEQFPGQLDFVLVDGGCVLSHGHKQLMCLARSVLSKAKILLLDEPSAHLDPVTSQVIRKTLKHAFANCTVILSEHRLEAMLECQRFLVIEDNKLRQYESIQKLLNEKSSFRQAISHADRLKLLPVHHRNSSKRKPRPKITALQEETEEEVQETRL'\n",
    "myAnnotations <- annotateSequence(mysterySeq)\n",
    "myAnnotations\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Bioconductor version 3.8 (BiocManager 1.30.4), R 3.5.1 (2018-07-02)\n",
      "Installing package(s) 'BgeeDB'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "NOTE: You did not specify any data type. The argument dataType will be set to c(\"rna_seq\",\"affymetrix\",\"est\",\"in_situ\") for the next steps.\n",
      "\n",
      "Querying Bgee to get release information...\n",
      "\n",
      "NOTE: the file describing Bgee species information for release 14_0 was found in the download directory /Users/adriaal/Repositories/OmaDB. Data will not be redownloaded.\n",
      "\n",
      "API key built: a4bb107f990e47546cba149593c93874cb3d749798424509756e33496ee2c380726c5d6ea0e3fc586c8dc7330a88c5816fb31ae6c7e56b40993b0e9780408758\n",
      "\n",
      "NOTE: an organ relationships file was found in the download directory /Users/adriaal/Repositories/OmaDB/Homo_sapiens_Bgee_14_0. Data will not be redownloaded.\n",
      "\n",
      "NOTE: an organ names file was found in the download directory /Users/adriaal/Repositories/OmaDB/Homo_sapiens_Bgee_14_0. Data will not be redownloaded.\n",
      "\n",
      "NOTE: a gene to organs mapping file was found in the download directory /Users/adriaal/Repositories/OmaDB/Homo_sapiens_Bgee_14_0. Data will not be redownloaded.\n",
      "\n",
      "Parsing the results.............................................\n",
      "\n",
      "Adding BGEE:0 as unique root of all terms of the ontology.......\n",
      "\n",
      "Done.\n",
      "                  ID                  NAME\n",
      "73    UBERON:0001812 palpebral conjunctiva\n",
      "2686  UBERON:0000178                 blood\n",
      "15312 UBERON:0002371           bone marrow\n",
      "15588 UBERON:0001154    vermiform appendix\n",
      "15853 UBERON:0002084  heart left ventricle\n"
     ]
    }
   ],
   "source": [
    "library(OmaDB)\n",
    "BiocManager::install(\"BgeeDB\")\n",
    "library(BgeeDB, warn.conflicts = FALSE)\n",
    "\n",
    "# Bgee uses Ensembl gene IDs, obtainable using OmaDB’s cross-references.\n",
    "trfl_xrefs <- getProtein(id='TRFL_HUMAN')$xref\n",
    "trfl_ens_id <- subset(trfl_xrefs, source == 'Ensembl Gene')$xref\n",
    "# The Ensembl gene IDs need to be without version suffix\n",
    "trfl_ens_id <- strsplit(trfl_ens_id,'.',fixed=TRUE)[[1]][1]\n",
    "\n",
    "my_stage <- 'UBERON:0034920' # Entire span of an organism's life\n",
    "bgee.expr <- Bgee$new(species='Homo_sapiens')\n",
    "expr.data <- loadTopAnatData(bgee.expr, stage = my_stage)\n",
    "gene.expr.tissue.ids <- \n",
    "    unlist(expr.data$gene2anatomy[trfl_ens_id], use.names = F)\n",
    "tissues <- expr.data$organ.names\n",
    "print(tissues[tissues$ID %in% gene.expr.tissue.ids, ])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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