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Created March 6, 2019 00:34
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daru-cbioportal.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"if(window['d3'] === undefined ||\n",
" window['Nyaplot'] === undefined){\n",
" var path = {\"d3\":\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\",\"downloadable\":\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\"};\n",
"\n",
"\n",
"\n",
" var shim = {\"d3\":{\"exports\":\"d3\"},\"downloadable\":{\"exports\":\"downloadable\"}};\n",
"\n",
" require.config({paths: path, shim:shim});\n",
"\n",
"\n",
"require(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\n",
"\n",
"\tvar script = d3.select(\"head\")\n",
"\t .append(\"script\")\n",
"\t .attr(\"src\", \"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\")\n",
"\t .attr(\"async\", true);\n",
"\n",
"\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\n",
"\n",
"\n",
"\t var event = document.createEvent(\"HTMLEvents\");\n",
"\t event.initEvent(\"load_nyaplot\",false,false);\n",
"\t window.dispatchEvent(event);\n",
"\t console.log('Finished loading Nyaplotjs');\n",
"\n",
"\t};\n",
"\n",
"\n",
"});});\n",
"}\n"
],
"text/plain": [
"\"if(window['d3'] === undefined ||\\n window['Nyaplot'] === undefined){\\n var path = {\\\"d3\\\":\\\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\\\",\\\"downloadable\\\":\\\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\\\"};\\n\\n\\n\\n var shim = {\\\"d3\\\":{\\\"exports\\\":\\\"d3\\\"},\\\"downloadable\\\":{\\\"exports\\\":\\\"downloadable\\\"}};\\n\\n require.config({paths: path, shim:shim});\\n\\n\\nrequire(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\\n\\n\\tvar script = d3.select(\\\"head\\\")\\n\\t .append(\\\"script\\\")\\n\\t .attr(\\\"src\\\", \\\"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\\\")\\n\\t .attr(\\\"async\\\", true);\\n\\n\\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\\n\\n\\n\\t var event = document.createEvent(\\\"HTMLEvents\\\");\\n\\t event.initEvent(\\\"load_nyaplot\\\",false,false);\\n\\t window.dispatchEvent(event);\\n\\t console.log('Finished loading Nyaplotjs');\\n\\n\\t};\\n\\n\\n});});\\n}\\n\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"true"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"require 'daru/apiclient'\n",
"require 'daru/view'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## がんのゲノムデータを集めたcBioPortalのAPIに接続する準備をする"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"#<Daru::APIClient:0x00005627a399af68 @c=#<#<Class:0x00005627a399af40>:0x00005627a399a1d0>>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c = Daru::APIClient.new \"http://www.cbioportal.org/api\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cBioPortalに登録されている胃がんのスタディを検索する\n",
"今回は日本人に多い \"胃がん\" を例にデータを取得してみます！"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<b> Daru::DataFrame(7x5) </b>\n",
"<table>\n",
" <thead>\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>category</th>\n",
" \n",
" <th>name</th>\n",
" \n",
" <th>description</th>\n",
" \n",
" <th>sampleListId</th>\n",
" \n",
" <th>studyId</th>\n",
" \n",
" </tr>\n",
" \n",
"</thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>all_cases_with_mutation_data</td>\n",
" \n",
" <td>Sequenced Tumors</td>\n",
" \n",
" <td>All (Next-Gen) sequenced samples (436 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_sequenced</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>all_cases_with_mutation_and_cna_data</td>\n",
" \n",
" <td>Tumor Samples with sequencing and CNA data</td>\n",
" \n",
" <td>All tumor samples that have CNA and sequencing data (434 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_cnaseq</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>all_cases_with_cna_data</td>\n",
" \n",
" <td>Tumor Samples with CNA data</td>\n",
" \n",
" <td>All tumors with CNA data (438 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_cna</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>all_cases_with_mrna_rnaseq_data</td>\n",
" \n",
" <td>Tumor Samples with mRNA data (RNA Seq V2)</td>\n",
" \n",
" <td>All samples with mRNA expression data (412 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_rna_seq_v2_mrna</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>all_cases_in_study</td>\n",
" \n",
" <td>All Tumors</td>\n",
" \n",
" <td>All tumor samples (440 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_all</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>5</td>\n",
" \n",
" <td>all_cases_with_log2_cna_data</td>\n",
" \n",
" <td>Tumor Samples with log2 copy-number</td>\n",
" \n",
" <td>All tumors with log2 copy-number data (438 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_log2CNA</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>6</td>\n",
" \n",
" <td>all_cases_with_mutation_and_cna_and_mrna_data</td>\n",
" \n",
" <td>All Complete Tumors</td>\n",
" \n",
" <td>All tumor samples that have mRNA, CNA and sequencing data (407 samples)</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_3way_complete</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(7x5)>\n",
" category name descriptio sampleList studyId\n",
" 0 all_cases_ Sequenced All (Next- stad_tcga_ stad_tcga_\n",
" 1 all_cases_ Tumor Samp All tumor stad_tcga_ stad_tcga_\n",
" 2 all_cases_ Tumor Samp All tumors stad_tcga_ stad_tcga_\n",
" 3 all_cases_ Tumor Samp All sample stad_tcga_ stad_tcga_\n",
" 4 all_cases_ All Tumors All tumor stad_tcga_ stad_tcga_\n",
" 5 all_cases_ Tumor Samp All tumors stad_tcga_ stad_tcga_\n",
" 6 all_cases_ All Comple All tumor stad_tcga_ stad_tcga_"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c.get(\"/studies/stad_tcga_pan_can_atlas_2018/sample-lists\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## stad_tcga_pan_can_atlas_2018 に登録されているゲノムのデータのリスト\n",
"* コピーナンバー\n",
"* RNA発現量\n",
"* 突然変異\n",
"などのデータが取得できそう！"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<b> Daru::DataFrame(5x7) </b>\n",
"<table>\n",
" <thead>\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>molecularAlterationType</th>\n",
" \n",
" <th>datatype</th>\n",
" \n",
" <th>name</th>\n",
" \n",
" <th>description</th>\n",
" \n",
" <th>showProfileInAnalysisTab</th>\n",
" \n",
" <th>molecularProfileId</th>\n",
" \n",
" <th>studyId</th>\n",
" \n",
" </tr>\n",
" \n",
"</thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>COPY_NUMBER_ALTERATION</td>\n",
" \n",
" <td>DISCRETE</td>\n",
" \n",
" <td>Putative copy-number alterations from GISTIC</td>\n",
" \n",
" <td>Putative copy-number from GISTIC 2.0. Values: -2 = homozygous deletion; -1 = hemizygous deletion; 0 = neutral / no change; 1 = gain; 2 = high level amplification.</td>\n",
" \n",
" <td>true</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_gistic</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>MRNA_EXPRESSION</td>\n",
" \n",
" <td>CONTINUOUS</td>\n",
" \n",
" <td>mRNA Expression, RSEM (Batch normalized from Illumina HiSeq_RNASeqV2)</td>\n",
" \n",
" <td>mRNA Expression, RSEM (Batch normalized from Illumina HiSeq_RNASeqV2)</td>\n",
" \n",
" <td>false</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_rna_seq_v2_mrna</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>MRNA_EXPRESSION</td>\n",
" \n",
" <td>Z-SCORE</td>\n",
" \n",
" <td>mRNA Expression Zscores, RSEM (Batch normalized from Illumina HiSeq_RNASeqV2)</td>\n",
" \n",
" <td>mRNA Expression Zscores, RSEM (Batch normalized from Illumina HiSeq_RNASeqV2)</td>\n",
" \n",
" <td>true</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_rna_seq_v2_mrna_median_Zscores</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>COPY_NUMBER_ALTERATION</td>\n",
" \n",
" <td>LOG2-VALUE</td>\n",
" \n",
" <td>Log2 copy-number values</td>\n",
" \n",
" <td>Log2 copy-number values for each gene (from Affymetrix SNP6).</td>\n",
" \n",
" <td>false</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_log2CNA</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>MUTATION_EXTENDED</td>\n",
" \n",
" <td>MAF</td>\n",
" \n",
" <td>Mutations</td>\n",
" \n",
" <td>Mutation data from exome sequencing data that were compiled using handpicked individual MAFs taken from the individual tumor type AWG lists.</td>\n",
" \n",
" <td>true</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018_mutations</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(5x7)>\n",
" molecularA datatype name descriptio showProfil molecularP studyId\n",
" 0 COPY_NUMBE DISCRETE Putative c Putative c true stad_tcga_ stad_tcga_\n",
" 1 MRNA_EXPRE CONTINUOUS mRNA Expre mRNA Expre false stad_tcga_ stad_tcga_\n",
" 2 MRNA_EXPRE Z-SCORE mRNA Expre mRNA Expre true stad_tcga_ stad_tcga_\n",
" 3 COPY_NUMBE LOG2-VALUE Log2 copy- Log2 copy- false stad_tcga_ stad_tcga_\n",
" 4 MUTATION_E MAF Mutations Mutation d true stad_tcga_ stad_tcga_"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c.get(\"/studies/stad_tcga_pan_can_atlas_2018/molecular-profiles\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TogoWS 経由で 胃がん のパスウェイに関わる遺伝子のEntrez Gene ID のリストを取得\n",
"TogoWS は BioRuby の片山さんが管理しているデータベース！"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<b> Daru::DataFrame(1x149) </b>\n",
"<table>\n",
" <thead>\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>1045</th>\n",
" \n",
" <th>4583</th>\n",
" \n",
" <th>1015</th>\n",
" \n",
" <th>83998</th>\n",
" \n",
" <th>5243</th>\n",
" \n",
" <th>6469</th>\n",
" \n",
" <th>7157</th>\n",
" \n",
" <th>1026</th>\n",
" \n",
" <th>1647</th>\n",
" \n",
" <th>4616</th>\n",
" \n",
" <th>10912</th>\n",
" \n",
" <th>581</th>\n",
" \n",
" <th>578</th>\n",
" \n",
" <th>1643</th>\n",
" \n",
" <th>51426</th>\n",
" \n",
" <th>5915</th>\n",
" \n",
" <th>6256</th>\n",
" \n",
" <th>6257</th>\n",
" \n",
" <th>6258</th>\n",
" \n",
" <th>7471</th>\n",
" \n",
" <th>7472</th>\n",
" \n",
" <th>7482</th>\n",
" \n",
" <th>7473</th>\n",
" \n",
" <th>89780</th>\n",
" \n",
" <th>54361</th>\n",
" \n",
" <th>7474</th>\n",
" \n",
" <th>81029</th>\n",
" \n",
" <th>7475</th>\n",
" \n",
" <th>7476</th>\n",
" \n",
" <th>7477</th>\n",
" \n",
" <th>7478</th>\n",
" \n",
" <th>7479</th>\n",
" \n",
" <th>7483</th>\n",
" \n",
" <th>7484</th>\n",
" \n",
" <th>7480</th>\n",
" \n",
" <th>80326</th>\n",
" \n",
" <th>7481</th>\n",
" \n",
" <th>51384</th>\n",
" \n",
" <th>8321</th>\n",
" \n",
" <th>8324</th>\n",
" \n",
" <th>2535</th>\n",
" \n",
" <th>7976</th>\n",
" \n",
" <th>8322</th>\n",
" \n",
" <th>7855</th>\n",
" \n",
" <th>8325</th>\n",
" \n",
" <th>8323</th>\n",
" \n",
" <th>11211</th>\n",
" \n",
" <th>8326</th>\n",
" \n",
" <th>4041</th>\n",
" \n",
" <th>4040</th>\n",
" \n",
" <th>1857</th>\n",
" \n",
" <th>1856</th>\n",
" \n",
" <th>1855</th>\n",
" \n",
" <th>10023</th>\n",
" \n",
" <th>23401</th>\n",
" \n",
" <th>2932</th>\n",
" \n",
" <th>8312</th>\n",
" \n",
" <th>8313</th>\n",
" \n",
" <th>324</th>\n",
" \n",
" <th>10297</th>\n",
" \n",
" <th>1499</th>\n",
" \n",
" <th>122011</th>\n",
" \n",
" <th>1452</th>\n",
" \n",
" <th>6932</th>\n",
" \n",
" <th>83439</th>\n",
" \n",
" <th>6934</th>\n",
" \n",
" <th>51176</th>\n",
" \n",
" <th>4609</th>\n",
" \n",
" <th>595</th>\n",
" \n",
" <th>7015</th>\n",
" \n",
" <th>7012</th>\n",
" \n",
" <th>1950</th>\n",
" \n",
" <th>1956</th>\n",
" \n",
" <th>2064</th>\n",
" \n",
" <th>6464</th>\n",
" \n",
" <th>25759</th>\n",
" \n",
" <th>53358</th>\n",
" \n",
" <th>399694</th>\n",
" \n",
" <th>2885</th>\n",
" \n",
" <th>6654</th>\n",
" \n",
" <th>6655</th>\n",
" \n",
" <th>3265</th>\n",
" \n",
" <th>3845</th>\n",
" \n",
" <th>4893</th>\n",
" \n",
" <th>369</th>\n",
" \n",
" <th>673</th>\n",
" \n",
" <th>5894</th>\n",
" \n",
" <th>5604</th>\n",
" \n",
" <th>5605</th>\n",
" \n",
" <th>5594</th>\n",
" \n",
" <th>5595</th>\n",
" \n",
" <th>5290</th>\n",
" \n",
" <th>5293</th>\n",
" \n",
" <th>5291</th>\n",
" \n",
" <th>5295</th>\n",
" \n",
" <th>5296</th>\n",
" \n",
" <th>8503</th>\n",
" \n",
" <th>207</th>\n",
" \n",
" <th>208</th>\n",
" \n",
" <th>10000</th>\n",
" \n",
" <th>2475</th>\n",
" \n",
" <th>6198</th>\n",
" \n",
" <th>6199</th>\n",
" \n",
" <th>596</th>\n",
" \n",
" <th>4292</th>\n",
" \n",
" <th>1027</th>\n",
" \n",
" <th>1017</th>\n",
" \n",
" <th>898</th>\n",
" \n",
" <th>9134</th>\n",
" \n",
" <th>5925</th>\n",
" \n",
" <th>1869</th>\n",
" \n",
" <th>1870</th>\n",
" \n",
" <th>1871</th>\n",
" \n",
" <th>7040</th>\n",
" \n",
" <th>7042</th>\n",
" \n",
" <th>7043</th>\n",
" \n",
" <th>7046</th>\n",
" \n",
" <th>7048</th>\n",
" \n",
" <th>4087</th>\n",
" \n",
" <th>4088</th>\n",
" \n",
" <th>4089</th>\n",
" \n",
" <th>1030</th>\n",
" \n",
" <th>999</th>\n",
" \n",
" <th>29119</th>\n",
" \n",
" <th>1495</th>\n",
" \n",
" <th>1496</th>\n",
" \n",
" <th>3728</th>\n",
" \n",
" <th>3082</th>\n",
" \n",
" <th>4233</th>\n",
" \n",
" <th>2246</th>\n",
" \n",
" <th>2247</th>\n",
" \n",
" <th>2248</th>\n",
" \n",
" <th>2249</th>\n",
" \n",
" <th>8822</th>\n",
" \n",
" <th>2251</th>\n",
" \n",
" <th>2252</th>\n",
" \n",
" <th>2253</th>\n",
" \n",
" <th>2254</th>\n",
" \n",
" <th>2255</th>\n",
" \n",
" <th>8823</th>\n",
" \n",
" <th>2250</th>\n",
" \n",
" <th>8817</th>\n",
" \n",
" <th>26281</th>\n",
" \n",
" <th>27006</th>\n",
" \n",
" <th>9965</th>\n",
" \n",
" <th>26291</th>\n",
" \n",
" <th>8074</th>\n",
" \n",
" <th>2263</th>\n",
" \n",
" <th>2549</th>\n",
" \n",
" </tr>\n",
" \n",
"</thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>CDX2; caudal type homeobox 2 [KO:K22234]</td>\n",
" \n",
" <td>MUC2; mucin 2, oligomeric mucus/gel-forming [KO:K10955]</td>\n",
" \n",
" <td>CDH17; cadherin 17 [KO:K06811]</td>\n",
" \n",
" <td>REG4; regenerating family member 4 [KO:K22244]</td>\n",
" \n",
" <td>ABCB1; ATP binding cassette subfamily B member 1 [KO:K05658] [EC:7.6.2.2]</td>\n",
" \n",
" <td>SHH; sonic hedgehog [KO:K11988]</td>\n",
" \n",
" <td>TP53; tumor protein p53 [KO:K04451]</td>\n",
" \n",
" <td>CDKN1A; cyclin dependent kinase inhibitor 1A [KO:K06625]</td>\n",
" \n",
" <td>GADD45A; growth arrest and DNA damage inducible alpha [KO:K04402]</td>\n",
" \n",
" <td>GADD45B; growth arrest and DNA damage inducible beta [KO:K04402]</td>\n",
" \n",
" <td>GADD45G; growth arrest and DNA damage inducible gamma [KO:K04402]</td>\n",
" \n",
" <td>BAX; BCL2 associated X, apoptosis regulator [KO:K02159]</td>\n",
" \n",
" <td>BAK1; BCL2 antagonist/killer 1 [KO:K14021]</td>\n",
" \n",
" <td>DDB2; damage specific DNA binding protein 2 [KO:K10140]</td>\n",
" \n",
" <td>POLK; DNA polymerase kappa [KO:K03511] [EC:2.7.7.7]</td>\n",
" \n",
" <td>RARB; retinoic acid receptor beta [KO:K08528]</td>\n",
" \n",
" <td>RXRA; retinoid X receptor alpha [KO:K08524]</td>\n",
" \n",
" <td>RXRB; retinoid X receptor beta [KO:K08525]</td>\n",
" \n",
" <td>RXRG; retinoid X receptor gamma [KO:K08526]</td>\n",
" \n",
" <td>WNT1; Wnt family member 1 [KO:K03209]</td>\n",
" \n",
" <td>WNT2; Wnt family member 2 [KO:K00182]</td>\n",
" \n",
" <td>WNT2B; Wnt family member 2B [KO:K00182]</td>\n",
" \n",
" <td>WNT3; Wnt family member 3 [KO:K00312]</td>\n",
" \n",
" <td>WNT3A; Wnt family member 3A [KO:K00312]</td>\n",
" \n",
" <td>WNT4; Wnt family member 4 [KO:K00408]</td>\n",
" \n",
" <td>WNT5A; Wnt family member 5A [KO:K00444]</td>\n",
" \n",
" <td>WNT5B; Wnt family member 5B [KO:K00444]</td>\n",
" \n",
" <td>WNT6; Wnt family member 6 [KO:K00445]</td>\n",
" \n",
" <td>WNT7A; Wnt family member 7A [KO:K00572]</td>\n",
" \n",
" <td>WNT7B; Wnt family member 7B [KO:K00572]</td>\n",
" \n",
" <td>WNT8A; Wnt family member 8A [KO:K00714]</td>\n",
" \n",
" <td>WNT8B; Wnt family member 8B [KO:K00714]</td>\n",
" \n",
" <td>WNT9A; Wnt family member 9A [KO:K01064]</td>\n",
" \n",
" <td>WNT9B; Wnt family member 9B [KO:K01064]</td>\n",
" \n",
" <td>WNT10B; Wnt family member 10B [KO:K01357]</td>\n",
" \n",
" <td>WNT10A; Wnt family member 10A [KO:K01357]</td>\n",
" \n",
" <td>WNT11; Wnt family member 11 [KO:K01384]</td>\n",
" \n",
" <td>WNT16; Wnt family member 16 [KO:K01558]</td>\n",
" \n",
" <td>FZD1; frizzled class receptor 1 [KO:K02432]</td>\n",
" \n",
" <td>FZD7; frizzled class receptor 7 [KO:K02432]</td>\n",
" \n",
" <td>FZD2; frizzled class receptor 2 [KO:K02235]</td>\n",
" \n",
" <td>FZD3; frizzled class receptor 3 [KO:K02329]</td>\n",
" \n",
" <td>FZD4; frizzled class receptor 4 [KO:K02354]</td>\n",
" \n",
" <td>FZD5; frizzled class receptor 5 [KO:K02375]</td>\n",
" \n",
" <td>FZD8; frizzled class receptor 8 [KO:K02375]</td>\n",
" \n",
" <td>FZD6; frizzled class receptor 6 [KO:K02376]</td>\n",
" \n",
" <td>FZD10; frizzled class receptor 10 [KO:K02842]</td>\n",
" \n",
" <td>FZD9; frizzled class receptor 9 [KO:K02842]</td>\n",
" \n",
" <td>LRP5; LDL receptor related protein 5 [KO:K03068]</td>\n",
" \n",
" <td>LRP6; LDL receptor related protein 6 [KO:K03068]</td>\n",
" \n",
" <td>DVL3; dishevelled segment polarity protein 3 [KO:K02353]</td>\n",
" \n",
" <td>DVL2; dishevelled segment polarity protein 2 [KO:K02353]</td>\n",
" \n",
" <td>DVL1; dishevelled segment polarity protein 1 [KO:K02353]</td>\n",
" \n",
" <td>FRAT1; FRAT1, WNT signaling pathway regulator [KO:K03069]</td>\n",
" \n",
" <td>FRAT2; FRAT2, WNT signaling pathway regulator [KO:K03096]</td>\n",
" \n",
" <td>GSK3B; glycogen synthase kinase 3 beta [KO:K03083] [EC:2.7.11.26]</td>\n",
" \n",
" <td>AXIN1; axin 1 [KO:K02157]</td>\n",
" \n",
" <td>AXIN2; axin 2 [KO:K04385]</td>\n",
" \n",
" <td>APC; APC, WNT signaling pathway regulator [KO:K02085]</td>\n",
" \n",
" <td>APC2; APC2, WNT signaling pathway regulator [KO:K02085]</td>\n",
" \n",
" <td>CTNNB1; catenin beta 1 [KO:K02105]</td>\n",
" \n",
" <td>CSNK1A1L; casein kinase 1 alpha 1 like [KO:K08957] [EC:2.7.11.1]</td>\n",
" \n",
" <td>CSNK1A1; casein kinase 1 alpha 1 [KO:K08957] [EC:2.7.11.1]</td>\n",
" \n",
" <td>TCF7; transcription factor 7 [KO:K02620]</td>\n",
" \n",
" <td>TCF7L1; transcription factor 7 like 1 [KO:K04490]</td>\n",
" \n",
" <td>TCF7L2; transcription factor 7 like 2 [KO:K04491]</td>\n",
" \n",
" <td>LEF1; lymphoid enhancer binding factor 1 [KO:K04492]</td>\n",
" \n",
" <td>MYC; MYC proto-oncogene, bHLH transcription factor [KO:K04377]</td>\n",
" \n",
" <td>CCND1; cyclin D1 [KO:K04503]</td>\n",
" \n",
" <td>TERT; telomerase reverse transcriptase [KO:K11126] [EC:2.7.7.49]</td>\n",
" \n",
" <td>TERC; telomerase RNA component [KO:K22183]</td>\n",
" \n",
" <td>EGF; epidermal growth factor [KO:K04357]</td>\n",
" \n",
" <td>EGFR; epidermal growth factor receptor [KO:K04361] [EC:2.7.10.1]</td>\n",
" \n",
" <td>ERBB2; erb-b2 receptor tyrosine kinase 2 [KO:K05083] [EC:2.7.10.1]</td>\n",
" \n",
" <td>SHC1; SHC adaptor protein 1 [KO:K06279]</td>\n",
" \n",
" <td>SHC2; SHC adaptor protein 2 [KO:K17447]</td>\n",
" \n",
" <td>SHC3; SHC adaptor protein 3 [KO:K17448]</td>\n",
" \n",
" <td>SHC4; SHC adaptor protein 4 [KO:K17449]</td>\n",
" \n",
" <td>GRB2; growth factor receptor bound protein 2 [KO:K04364]</td>\n",
" \n",
" <td>SOS1; SOS Ras/Rac guanine nucleotide exchange factor 1 [KO:K03099]</td>\n",
" \n",
" <td>SOS2; SOS Ras/Rho guanine nucleotide exchange factor 2 [KO:K03099]</td>\n",
" \n",
" <td>HRAS; HRas proto-oncogene, GTPase [KO:K02833]</td>\n",
" \n",
" <td>KRAS; KRAS proto-oncogene, GTPase [KO:K07827]</td>\n",
" \n",
" <td>NRAS; NRAS proto-oncogene, GTPase [KO:K07828]</td>\n",
" \n",
" <td>ARAF; A-Raf proto-oncogene, serine/threonine kinase [KO:K08845] [EC:2.7.11.1]</td>\n",
" \n",
" <td>BRAF; B-Raf proto-oncogene, serine/threonine kinase [KO:K04365] [EC:2.7.11.1]</td>\n",
" \n",
" <td>RAF1; Raf-1 proto-oncogene, serine/threonine kinase [KO:K04366] [EC:2.7.11.1]</td>\n",
" \n",
" <td>MAP2K1; mitogen-activated protein kinase kinase 1 [KO:K04368] [EC:2.7.12.2]</td>\n",
" \n",
" <td>MAP2K2; mitogen-activated protein kinase kinase 2 [KO:K04369] [EC:2.7.12.2]</td>\n",
" \n",
" <td>MAPK1; mitogen-activated protein kinase 1 [KO:K04371] [EC:2.7.11.24]</td>\n",
" \n",
" <td>MAPK3; mitogen-activated protein kinase 3 [KO:K04371] [EC:2.7.11.24]</td>\n",
" \n",
" <td>PIK3CA; phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha [KO:K00922] [EC:2.7.1.153]</td>\n",
" \n",
" <td>PIK3CD; phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit delta [KO:K00922] [EC:2.7.1.153]</td>\n",
" \n",
" <td>PIK3CB; phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta [KO:K00922] [EC:2.7.1.153]</td>\n",
" \n",
" <td>PIK3R1; phosphoinositide-3-kinase regulatory subunit 1 [KO:K02649]</td>\n",
" \n",
" <td>PIK3R2; phosphoinositide-3-kinase regulatory subunit 2 [KO:K02649]</td>\n",
" \n",
" <td>PIK3R3; phosphoinositide-3-kinase regulatory subunit 3 [KO:K02649]</td>\n",
" \n",
" <td>AKT1; AKT serine/threonine kinase 1 [KO:K04456] [EC:2.7.11.1]</td>\n",
" \n",
" <td>AKT2; AKT serine/threonine kinase 2 [KO:K04456] [EC:2.7.11.1]</td>\n",
" \n",
" <td>AKT3; AKT serine/threonine kinase 3 [KO:K04456] [EC:2.7.11.1]</td>\n",
" \n",
" <td>MTOR; mechanistic target of rapamycin kinase [KO:K07203] [EC:2.7.11.1]</td>\n",
" \n",
" <td>RPS6KB1; ribosomal protein S6 kinase B1 [KO:K04688] [EC:2.7.11.1]</td>\n",
" \n",
" <td>RPS6KB2; ribosomal protein S6 kinase B2 [KO:K04688] [EC:2.7.11.1]</td>\n",
" \n",
" <td>BCL2; BCL2, apoptosis regulator [KO:K02161]</td>\n",
" \n",
" <td>MLH1; mutL homolog 1 [KO:K08734]</td>\n",
" \n",
" <td>CDKN1B; cyclin dependent kinase inhibitor 1B [KO:K06624]</td>\n",
" \n",
" <td>CDK2; cyclin dependent kinase 2 [KO:K02206] [EC:2.7.11.22]</td>\n",
" \n",
" <td>CCNE1; cyclin E1 [KO:K06626]</td>\n",
" \n",
" <td>CCNE2; cyclin E2 [KO:K06626]</td>\n",
" \n",
" <td>RB1; RB transcriptional corepressor 1 [KO:K06618]</td>\n",
" \n",
" <td>E2F1; E2F transcription factor 1 [KO:K17454]</td>\n",
" \n",
" <td>E2F2; E2F transcription factor 2 [KO:K09389]</td>\n",
" \n",
" <td>E2F3; E2F transcription factor 3 [KO:K06620]</td>\n",
" \n",
" <td>TGFB1; transforming growth factor beta 1 [KO:K13375]</td>\n",
" \n",
" <td>TGFB2; transforming growth factor beta 2 [KO:K13376]</td>\n",
" \n",
" <td>TGFB3; transforming growth factor beta 3 [KO:K13377]</td>\n",
" \n",
" <td>TGFBR1; transforming growth factor beta receptor 1 [KO:K04674] [EC:2.7.11.30]</td>\n",
" \n",
" <td>TGFBR2; transforming growth factor beta receptor 2 [KO:K04388] [EC:2.7.11.30]</td>\n",
" \n",
" <td>SMAD2; SMAD family member 2 [KO:K04500]</td>\n",
" \n",
" <td>SMAD3; SMAD family member 3 [KO:K04500]</td>\n",
" \n",
" <td>SMAD4; SMAD family member 4 [KO:K04501]</td>\n",
" \n",
" <td>CDKN2B; cyclin dependent kinase inhibitor 2B [KO:K04685]</td>\n",
" \n",
" <td>CDH1; cadherin 1 [KO:K05689]</td>\n",
" \n",
" <td>CTNNA3; catenin alpha 3 [KO:K05691]</td>\n",
" \n",
" <td>CTNNA1; catenin alpha 1 [KO:K05691]</td>\n",
" \n",
" <td>CTNNA2; catenin alpha 2 [KO:K05691]</td>\n",
" \n",
" <td>JUP; junction plakoglobin [KO:K10056]</td>\n",
" \n",
" <td>HGF; hepatocyte growth factor [KO:K05460]</td>\n",
" \n",
" <td>MET; MET proto-oncogene, receptor tyrosine kinase [KO:K05099] [EC:2.7.10.1]</td>\n",
" \n",
" <td>FGF1; fibroblast growth factor 1 [KO:K18496]</td>\n",
" \n",
" <td>FGF2; fibroblast growth factor 2 [KO:K18497]</td>\n",
" \n",
" <td>FGF3; fibroblast growth factor 3 [KO:K04358]</td>\n",
" \n",
" <td>FGF4; fibroblast growth factor 4 [KO:K04358]</td>\n",
" \n",
" <td>FGF17; fibroblast growth factor 17 [KO:K04358]</td>\n",
" \n",
" <td>FGF6; fibroblast growth factor 6 [KO:K04358]</td>\n",
" \n",
" <td>FGF7; fibroblast growth factor 7 [KO:K04358]</td>\n",
" \n",
" <td>FGF8; fibroblast growth factor 8 [KO:K04358]</td>\n",
" \n",
" <td>FGF9; fibroblast growth factor 9 [KO:K04358]</td>\n",
" \n",
" <td>FGF10; fibroblast growth factor 10 [KO:K04358]</td>\n",
" \n",
" <td>FGF16; fibroblast growth factor 16 [KO:K04358]</td>\n",
" \n",
" <td>FGF5; fibroblast growth factor 5 [KO:K04358]</td>\n",
" \n",
" <td>FGF18; fibroblast growth factor 18 [KO:K04358]</td>\n",
" \n",
" <td>FGF20; fibroblast growth factor 20 [KO:K04358]</td>\n",
" \n",
" <td>FGF22; fibroblast growth factor 22 [KO:K04358]</td>\n",
" \n",
" <td>FGF19; fibroblast growth factor 19 [KO:K22603]</td>\n",
" \n",
" <td>FGF21; fibroblast growth factor 21 [KO:K22429]</td>\n",
" \n",
" <td>FGF23; fibroblast growth factor 23 [KO:K22428]</td>\n",
" \n",
" <td>FGFR2; fibroblast growth factor receptor 2 [KO:K05093] [EC:2.7.10.1]</td>\n",
" \n",
" <td>GAB1; GRB2 associated binding protein 1 [KO:K09593]</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(1x149)>\n",
" 1045 4583 1015 83998 5243 6469 7157 1026 1647 4616 10912 581 578 1643 51426 5915 6256 6257 6258 7471 7472 7482 7473 89780 54361 7474 81029 7475 7476 7477 7478 7479 7483 7484 7480 80326 7481 51384 8321 8324 2535 7976 8322 7855 8325 8323 11211 8326 4041 4040 1857 1856 1855 10023 23401 2932 8312 8313 324 10297 1499 122011 1452 6932 83439 6934 51176 4609 595 7015 7012 1950 1956 2064 6464 25759 53358 399694 2885 6654 6655 3265 3845 4893 369 673 5894 5604 5605 5594 5595 5290 5293 5291 5295 5296 8503 207 208 10000 2475 6198 6199 596 4292 1027 1017 898 9134 5925 1869 1870 1871 7040 7042 7043 7046 7048 4087 4088 4089 1030 999 29119 1495 1496 3728 3082 4233 2246 2247 2248 2249 8822 2251 2252 2253 2254 2255 8823 2250 8817 26281 27006 9965 26291 8074 2263 2549\n",
" 0 CDX2; caud MUC2; muci CDH17; cad REG4; rege ABCB1; ATP SHH; sonic TP53; tumo CDKN1A; cy GADD45A; g GADD45B; g GADD45G; g BAX; BCL2 BAK1; BCL2 DDB2; dama POLK; DNA RARB; reti RXRA; reti RXRB; reti RXRG; reti WNT1; Wnt WNT2; Wnt WNT2B; Wnt WNT3; Wnt WNT3A; Wnt WNT4; Wnt WNT5A; Wnt WNT5B; Wnt WNT6; Wnt WNT7A; Wnt WNT7B; Wnt WNT8A; Wnt WNT8B; Wnt WNT9A; Wnt WNT9B; Wnt WNT10B; Wn WNT10A; Wn WNT11; Wnt WNT16; Wnt FZD1; friz FZD7; friz FZD2; friz FZD3; friz FZD4; friz FZD5; friz FZD8; friz FZD6; friz FZD10; fri FZD9; friz LRP5; LDL LRP6; LDL DVL3; dish DVL2; dish DVL1; dish FRAT1; FRA FRAT2; FRA GSK3B; gly AXIN1; axi AXIN2; axi APC; APC, APC2; APC2 CTNNB1; ca CSNK1A1L; CSNK1A1; c TCF7; tran TCF7L1; tr TCF7L2; tr LEF1; lymp MYC; MYC p CCND1; cyc TERT; telo TERC; telo EGF; epide EGFR; epid ERBB2; erb SHC1; SHC SHC2; SHC SHC3; SHC SHC4; SHC GRB2; grow SOS1; SOS SOS2; SOS HRAS; HRas KRAS; KRAS NRAS; NRAS ARAF; A-Ra BRAF; B-Ra RAF1; Raf- MAP2K1; mi MAP2K2; mi MAPK1; mit MAPK3; mit PIK3CA; ph PIK3CD; ph PIK3CB; ph PIK3R1; ph PIK3R2; ph PIK3R3; ph AKT1; AKT AKT2; AKT AKT3; AKT MTOR; mech RPS6KB1; r RPS6KB2; r BCL2; BCL2 MLH1; mutL CDKN1B; cy CDK2; cycl CCNE1; cyc CCNE2; cyc RB1; RB tr E2F1; E2F E2F2; E2F E2F3; E2F TGFB1; tra TGFB2; tra TGFB3; tra TGFBR1; tr TGFBR2; tr SMAD2; SMA SMAD3; SMA SMAD4; SMA CDKN2B; cy CDH1; cadh CTNNA3; ca CTNNA1; ca CTNNA2; ca JUP; junct HGF; hepat MET; MET p FGF1; fibr FGF2; fibr FGF3; fibr FGF4; fibr FGF17; fib FGF6; fibr FGF7; fibr FGF8; fibr FGF9; fibr FGF10; fib FGF16; fib FGF5; fibr FGF18; fib FGF20; fib FGF22; fib FGF19; fib FGF21; fib FGF23; fib FGFR2; fib GAB1; GRB2"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tgw = Daru::APIClient.new \"http://togows.org\"\n",
"gastric_genes = tgw.get \"/entry/kegg-pathway/hsa05226/genes.json\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[\"1045\", \"4583\", \"1015\", \"83998\", \"5243\", \"6469\", \"7157\", \"1026\", \"1647\", \"4616\", \"10912\", \"581\", \"578\", \"1643\", \"51426\", \"5915\", \"6256\", \"6257\", \"6258\", \"7471\", \"7472\", \"7482\", \"7473\", \"89780\", \"54361\", \"7474\", \"81029\", \"7475\", \"7476\", \"7477\", \"7478\", \"7479\", \"7483\", \"7484\", \"7480\", \"80326\", \"7481\", \"51384\", \"8321\", \"8324\", \"2535\", \"7976\", \"8322\", \"7855\", \"8325\", \"8323\", \"11211\", \"8326\", \"4041\", \"4040\", \"1857\", \"1856\", \"1855\", \"10023\", \"23401\", \"2932\", \"8312\", \"8313\", \"324\", \"10297\", \"1499\", \"122011\", \"1452\", \"6932\", \"83439\", \"6934\", \"51176\", \"4609\", \"595\", \"7015\", \"7012\", \"1950\", \"1956\", \"2064\", \"6464\", \"25759\", \"53358\", \"399694\", \"2885\", \"6654\", \"6655\", \"3265\", \"3845\", \"4893\", \"369\", \"673\", \"5894\", \"5604\", \"5605\", \"5594\", \"5595\", \"5290\", \"5293\", \"5291\", \"5295\", \"5296\", \"8503\", \"207\", \"208\", \"10000\", \"2475\", \"6198\", \"6199\", \"596\", \"4292\", \"1027\", \"1017\", \"898\", \"9134\", \"5925\", \"1869\", \"1870\", \"1871\", \"7040\", \"7042\", \"7043\", \"7046\", \"7048\", \"4087\", \"4088\", \"4089\", \"1030\", \"999\", \"29119\", \"1495\", \"1496\", \"3728\", \"3082\", \"4233\", \"2246\", \"2247\", \"2248\", \"2249\", \"8822\", \"2251\", \"2252\", \"2253\", \"2254\", \"2255\", \"8823\", \"2250\", \"8817\", \"26281\", \"27006\", \"9965\", \"26291\", \"8074\", \"2263\", \"2549\"]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# GeneID を Array に変換！\n",
"gastric_gene_ids = gastric_genes.vectors.to_a"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## mRNAの発現量を取得する！"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<b> Daru::DataFrame(5x2) </b>\n",
"<table>\n",
" <thead>\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>entrezGeneId</th>\n",
" \n",
" <th>value</th>\n",
" \n",
" </tr>\n",
" \n",
"</thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>207</td>\n",
" \n",
" <td>-0.0911</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>208</td>\n",
" \n",
" <td>-1.9322</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>324</td>\n",
" \n",
" <td>-1.8571</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>369</td>\n",
" \n",
" <td>-1.356</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>578</td>\n",
" \n",
" <td>-0.649</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(5x2)>\n",
" entrezGene value\n",
" 0 207 -0.0911\n",
" 1 208 -1.9322\n",
" 2 324 -1.8571\n",
" 3 369 -1.356\n",
" 4 578 -0.649"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mrna_expressions = c.post(\"/molecular-profiles/stad_tcga_pan_can_atlas_2018_rna_seq_v2_mrna_median_Zscores/molecular-data/fetch\",\n",
" headers: {\"Content-Type\": \"application/json\"},\n",
" body: {entrezGeneIds: gastric_gene_ids, sampleListId: \"stad_tcga_pan_can_atlas_2018_rna_seq_v2_mrna\"}.to_json)\n",
"mrna_expressions.head(5).only_numerics"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"#<Daru::Index(8): {uniqueSampleKey, uniquePatientKey, entrezGeneId, molecularProfileId, sampleId, patientId, studyId, value}>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mrna_expressions.vectors"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 検体ごとに取り分ける！"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ここは絶対にもっと上手いやり方がある気がします！\n",
"\n",
"（そしてバグらしきものに遭遇したので回避！　つらい！）"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<b> Daru::DataFrame(5x414) </b>\n",
"<table>\n",
" <thead>\n",
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" <th>studyId</th>\n",
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" <th>s151</th>\n",
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" <th>s152</th>\n",
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" <th>s153</th>\n",
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" <th>s155</th>\n",
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" <th>s156</th>\n",
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" <th>s157</th>\n",
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" <th>s159</th>\n",
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" <th>s161</th>\n",
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" <th>s240</th>\n",
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" <th>s241</th>\n",
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" <th>s246</th>\n",
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" <th>s248</th>\n",
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" <th>s250</th>\n",
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" <th>s252</th>\n",
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" <th>s253</th>\n",
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" <th>s254</th>\n",
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" <th>s255</th>\n",
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" <th>s256</th>\n",
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" <th>s257</th>\n",
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" <th>s258</th>\n",
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" <th>s259</th>\n",
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" <th>s260</th>\n",
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" <th>s261</th>\n",
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" <th>s262</th>\n",
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" <th>s263</th>\n",
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" <th>s264</th>\n",
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" <th>s265</th>\n",
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" <th>s266</th>\n",
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" <th>s267</th>\n",
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" <th>s268</th>\n",
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" <th>s269</th>\n",
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" <th>s270</th>\n",
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" <th>s271</th>\n",
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" <th>s274</th>\n",
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" <th>s275</th>\n",
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" <th>s276</th>\n",
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" <th>s277</th>\n",
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" <th>s278</th>\n",
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" <th>s280</th>\n",
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" <th>s281</th>\n",
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" <th>s283</th>\n",
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" <th>s289</th>\n",
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" <th>s290</th>\n",
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" <th>s291</th>\n",
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" <th>s292</th>\n",
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" <th>s293</th>\n",
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" <th>s294</th>\n",
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" <th>s295</th>\n",
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" <th>s296</th>\n",
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" <th>s297</th>\n",
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" <th>s298</th>\n",
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" <th>s299</th>\n",
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" <th>s300</th>\n",
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" <th>s301</th>\n",
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" <th>s302</th>\n",
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" <th>s303</th>\n",
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" <th>s304</th>\n",
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" <th>s305</th>\n",
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" <th>s314</th>\n",
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" <th>s315</th>\n",
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" <th>s316</th>\n",
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" <th>s317</th>\n",
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" <th>s318</th>\n",
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" <th>s319</th>\n",
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" <th>s320</th>\n",
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" <th>s321</th>\n",
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" <th>s322</th>\n",
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" <th>s323</th>\n",
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" <th>s324</th>\n",
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" <th>s325</th>\n",
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" <th>s326</th>\n",
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" <th>s327</th>\n",
" \n",
" <th>s328</th>\n",
" \n",
" <th>s329</th>\n",
" \n",
" <th>s330</th>\n",
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" <th>s331</th>\n",
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" <th>s332</th>\n",
" \n",
" <th>s333</th>\n",
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" <th>s334</th>\n",
" \n",
" <th>s335</th>\n",
" \n",
" <th>s336</th>\n",
" \n",
" <th>s337</th>\n",
" \n",
" <th>s338</th>\n",
" \n",
" <th>s339</th>\n",
" \n",
" <th>s340</th>\n",
" \n",
" <th>s341</th>\n",
" \n",
" <th>s342</th>\n",
" \n",
" <th>s343</th>\n",
" \n",
" <th>s344</th>\n",
" \n",
" <th>s345</th>\n",
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" <th>s346</th>\n",
" \n",
" <th>s347</th>\n",
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" <th>s348</th>\n",
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" <th>s349</th>\n",
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" <th>s350</th>\n",
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" <th>s351</th>\n",
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" <th>s352</th>\n",
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" <th>s353</th>\n",
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" <th>s354</th>\n",
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" <th>s355</th>\n",
" \n",
" <th>s356</th>\n",
" \n",
" <th>s357</th>\n",
" \n",
" <th>s358</th>\n",
" \n",
" <th>s359</th>\n",
" \n",
" <th>s360</th>\n",
" \n",
" <th>s361</th>\n",
" \n",
" <th>s362</th>\n",
" \n",
" <th>s363</th>\n",
" \n",
" <th>s364</th>\n",
" \n",
" <th>s365</th>\n",
" \n",
" <th>s366</th>\n",
" \n",
" <th>s367</th>\n",
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" <th>s368</th>\n",
" \n",
" <th>s369</th>\n",
" \n",
" <th>s370</th>\n",
" \n",
" <th>s371</th>\n",
" \n",
" <th>s372</th>\n",
" \n",
" <th>s373</th>\n",
" \n",
" <th>s374</th>\n",
" \n",
" <th>s375</th>\n",
" \n",
" <th>s376</th>\n",
" \n",
" <th>s377</th>\n",
" \n",
" <th>s378</th>\n",
" \n",
" <th>s379</th>\n",
" \n",
" <th>s380</th>\n",
" \n",
" <th>s381</th>\n",
" \n",
" <th>s382</th>\n",
" \n",
" <th>s383</th>\n",
" \n",
" <th>s384</th>\n",
" \n",
" <th>s385</th>\n",
" \n",
" <th>s386</th>\n",
" \n",
" <th>s387</th>\n",
" \n",
" <th>s388</th>\n",
" \n",
" <th>s389</th>\n",
" \n",
" <th>s390</th>\n",
" \n",
" <th>s391</th>\n",
" \n",
" <th>s392</th>\n",
" \n",
" <th>s393</th>\n",
" \n",
" <th>s394</th>\n",
" \n",
" <th>s395</th>\n",
" \n",
" <th>s396</th>\n",
" \n",
" <th>s397</th>\n",
" \n",
" <th>s398</th>\n",
" \n",
" <th>s399</th>\n",
" \n",
" <th>s400</th>\n",
" \n",
" <th>s401</th>\n",
" \n",
" <th>s402</th>\n",
" \n",
" <th>s403</th>\n",
" \n",
" <th>s404</th>\n",
" \n",
" <th>s405</th>\n",
" \n",
" <th>s406</th>\n",
" \n",
" <th>s407</th>\n",
" \n",
" <th>s408</th>\n",
" \n",
" <th>s409</th>\n",
" \n",
" <th>s410</th>\n",
" \n",
" <th>entrezGeneId</th>\n",
" \n",
" <th>s411</th>\n",
" \n",
" </tr>\n",
" \n",
"</thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" <td>-0.0911</td>\n",
" \n",
" <td>-0.7716</td>\n",
" \n",
" <td>0.7765</td>\n",
" \n",
" <td>2.0181</td>\n",
" \n",
" <td>-0.9856</td>\n",
" \n",
" <td>0.6792</td>\n",
" \n",
" <td>-1.2952</td>\n",
" \n",
" <td>0.9921</td>\n",
" \n",
" <td>-1.1634</td>\n",
" \n",
" <td>-1.4508</td>\n",
" \n",
" <td>-1.7813</td>\n",
" \n",
" <td>-1.4311</td>\n",
" \n",
" <td>0.3486</td>\n",
" \n",
" <td>-0.7041</td>\n",
" \n",
" <td>-0.2189</td>\n",
" \n",
" <td>1.8341</td>\n",
" \n",
" <td>-2.0041</td>\n",
" \n",
" <td>-1.1819</td>\n",
" \n",
" <td>-0.9561</td>\n",
" \n",
" <td>-1.138</td>\n",
" \n",
" <td>0.0309</td>\n",
" \n",
" <td>-0.9714</td>\n",
" \n",
" <td>0.54</td>\n",
" \n",
" <td>-0.5882</td>\n",
" \n",
" <td>-1.3065</td>\n",
" \n",
" <td>-1.9658</td>\n",
" \n",
" <td>-0.7539</td>\n",
" \n",
" <td>-1.9175</td>\n",
" \n",
" <td>-0.5509</td>\n",
" \n",
" <td>-1.6053</td>\n",
" \n",
" <td>2.1094</td>\n",
" \n",
" <td>0.1683</td>\n",
" \n",
" <td>-0.4647</td>\n",
" \n",
" <td>2.4184</td>\n",
" \n",
" <td>1.5938</td>\n",
" \n",
" <td>1.7441</td>\n",
" \n",
" <td>-0.293</td>\n",
" \n",
" <td>-0.3974</td>\n",
" \n",
" <td>2.0601</td>\n",
" \n",
" <td>0.123</td>\n",
" \n",
" <td>1.2837</td>\n",
" \n",
" <td>2.148</td>\n",
" \n",
" <td>0.2128</td>\n",
" \n",
" <td>-0.2306</td>\n",
" \n",
" <td>0.0014</td>\n",
" \n",
" <td>-0.256</td>\n",
" \n",
" <td>1.2535</td>\n",
" \n",
" <td>1.506</td>\n",
" \n",
" <td>1.4786</td>\n",
" \n",
" <td>0.4306</td>\n",
" \n",
" <td>2.3415</td>\n",
" \n",
" <td>2.4343</td>\n",
" \n",
" <td>0.3246</td>\n",
" \n",
" <td>2.4471</td>\n",
" \n",
" <td>-1.0409</td>\n",
" \n",
" <td>0.3824</td>\n",
" \n",
" <td>0.5739</td>\n",
" \n",
" <td>-0.0841</td>\n",
" \n",
" <td>1.0013</td>\n",
" \n",
" <td>0.0743</td>\n",
" \n",
" <td>-0.1962</td>\n",
" \n",
" <td>-0.3225</td>\n",
" \n",
" <td>-0.635</td>\n",
" \n",
" <td>-1.1</td>\n",
" \n",
" <td>-1.3452</td>\n",
" \n",
" <td>-0.4798</td>\n",
" \n",
" <td>-1.0296</td>\n",
" \n",
" <td>-1.1151</td>\n",
" \n",
" <td>-0.7685</td>\n",
" \n",
" <td>-1.0801</td>\n",
" \n",
" <td>-0.3522</td>\n",
" \n",
" <td>-0.2351</td>\n",
" \n",
" <td>-0.9493</td>\n",
" \n",
" <td>-0.4991</td>\n",
" \n",
" <td>-0.041</td>\n",
" \n",
" <td>-0.8367</td>\n",
" \n",
" <td>0.7406</td>\n",
" \n",
" <td>0.3774</td>\n",
" \n",
" <td>-1.8365</td>\n",
" \n",
" <td>-0.0679</td>\n",
" \n",
" <td>-1.0427</td>\n",
" \n",
" <td>-0.6835</td>\n",
" \n",
" <td>-0.1928</td>\n",
" \n",
" <td>0.0546</td>\n",
" \n",
" <td>0.964</td>\n",
" \n",
" <td>1.0391</td>\n",
" \n",
" <td>-0.5321</td>\n",
" \n",
" <td>0.2893</td>\n",
" \n",
" <td>-0.7635</td>\n",
" \n",
" <td>-1.6112</td>\n",
" \n",
" <td>0.2324</td>\n",
" \n",
" <td>-1.6688</td>\n",
" \n",
" <td>0.3473</td>\n",
" \n",
" <td>-0.2033</td>\n",
" \n",
" <td>-1.1126</td>\n",
" \n",
" <td>-0.7475</td>\n",
" \n",
" <td>-0.9076</td>\n",
" \n",
" <td>-0.0485</td>\n",
" \n",
" <td>0.4992</td>\n",
" \n",
" <td>-0.2358</td>\n",
" \n",
" <td>-1.6904</td>\n",
" \n",
" <td>-0.0449</td>\n",
" \n",
" <td>0.8141</td>\n",
" \n",
" <td>-0.2431</td>\n",
" \n",
" <td>-0.6544</td>\n",
" \n",
" <td>-0.6777</td>\n",
" \n",
" <td>-0.75</td>\n",
" \n",
" <td>-0.9377</td>\n",
" \n",
" <td>0.7507</td>\n",
" \n",
" <td>-1.0813</td>\n",
" \n",
" <td>-0.5216</td>\n",
" \n",
" <td>-0.8059</td>\n",
" \n",
" <td>0.5127</td>\n",
" \n",
" <td>-1.8508</td>\n",
" \n",
" <td>-0.6832</td>\n",
" \n",
" <td>-0.6349</td>\n",
" \n",
" <td>-1.5229</td>\n",
" \n",
" <td>2.8436</td>\n",
" \n",
" <td>-1.088</td>\n",
" \n",
" <td>-1.312</td>\n",
" \n",
" <td>0.3872</td>\n",
" \n",
" <td>0.683</td>\n",
" \n",
" <td>-1.1812</td>\n",
" \n",
" <td>-0.666</td>\n",
" \n",
" <td>-1.1636</td>\n",
" \n",
" <td>0.082</td>\n",
" \n",
" <td>0.4825</td>\n",
" \n",
" <td>0.0956</td>\n",
" \n",
" <td>-1.649</td>\n",
" \n",
" <td>-1.2866</td>\n",
" \n",
" <td>0.1047</td>\n",
" \n",
" <td>1.2473</td>\n",
" \n",
" <td>-0.3494</td>\n",
" \n",
" <td>1.7012</td>\n",
" \n",
" <td>-1.3794</td>\n",
" \n",
" <td>-1.0331</td>\n",
" \n",
" <td>-0.1299</td>\n",
" \n",
" <td>-0.6624</td>\n",
" \n",
" <td>1.3421</td>\n",
" \n",
" <td>0.9355</td>\n",
" \n",
" <td>1.3858</td>\n",
" \n",
" <td>0.7333</td>\n",
" \n",
" <td>-0.3355</td>\n",
" \n",
" <td>2.2214</td>\n",
" \n",
" <td>0.4839</td>\n",
" \n",
" <td>-0.4578</td>\n",
" \n",
" <td>-0.1508</td>\n",
" \n",
" <td>-1.2016</td>\n",
" \n",
" <td>0.1618</td>\n",
" \n",
" <td>-1.0725</td>\n",
" \n",
" <td>0.2088</td>\n",
" \n",
" <td>-0.6189</td>\n",
" \n",
" <td>-0.9325</td>\n",
" \n",
" <td>-0.9185</td>\n",
" \n",
" <td>0.1499</td>\n",
" \n",
" <td>-2.1256</td>\n",
" \n",
" <td>-1.2715</td>\n",
" \n",
" <td>0.2129</td>\n",
" \n",
" <td>0.2402</td>\n",
" \n",
" <td>-0.4086</td>\n",
" \n",
" <td>-0.7617</td>\n",
" \n",
" <td>1.5715</td>\n",
" \n",
" <td>-1.9865</td>\n",
" \n",
" <td>0.6187</td>\n",
" \n",
" <td>0.3779</td>\n",
" \n",
" <td>-0.1854</td>\n",
" \n",
" <td>1.032</td>\n",
" \n",
" <td>-0.7693</td>\n",
" \n",
" <td>-0.8793</td>\n",
" \n",
" <td>-0.9455</td>\n",
" \n",
" <td>-1.0359</td>\n",
" \n",
" <td>-1.7682</td>\n",
" \n",
" <td>0.7878</td>\n",
" \n",
" <td>-1.6444</td>\n",
" \n",
" <td>2.1717</td>\n",
" \n",
" <td>0.7878</td>\n",
" \n",
" <td>-1.4502</td>\n",
" \n",
" <td>-2.0485</td>\n",
" \n",
" <td>-1.5037</td>\n",
" \n",
" <td>-1.6433</td>\n",
" \n",
" <td>-0.5377</td>\n",
" \n",
" <td>-1.1826</td>\n",
" \n",
" <td>-1.0034</td>\n",
" \n",
" <td>-1.4673</td>\n",
" \n",
" <td>-1.6316</td>\n",
" \n",
" <td>-1.7635</td>\n",
" \n",
" <td>0.318</td>\n",
" \n",
" <td>-1.0058</td>\n",
" \n",
" <td>-2.4299</td>\n",
" \n",
" <td>-0.3008</td>\n",
" \n",
" <td>1.7089</td>\n",
" \n",
" <td>0.5441</td>\n",
" \n",
" <td>0.2954</td>\n",
" \n",
" <td>1.7199</td>\n",
" \n",
" <td>-1.4268</td>\n",
" \n",
" <td>0.1743</td>\n",
" \n",
" <td>4.2335</td>\n",
" \n",
" <td>2.2068</td>\n",
" \n",
" <td>3.0181</td>\n",
" \n",
" <td>3.4424</td>\n",
" \n",
" <td>0.2546</td>\n",
" \n",
" <td>-0.1973</td>\n",
" \n",
" <td>-0.8159</td>\n",
" \n",
" <td>1.1159</td>\n",
" \n",
" <td>-0.2318</td>\n",
" \n",
" <td>-0.2131</td>\n",
" \n",
" <td>0.0819</td>\n",
" \n",
" <td>0.5755</td>\n",
" \n",
" <td>0.4984</td>\n",
" \n",
" <td>-0.2389</td>\n",
" \n",
" <td>2.1472</td>\n",
" \n",
" <td>2.0326</td>\n",
" \n",
" <td>2.5878</td>\n",
" \n",
" <td>-0.8509</td>\n",
" \n",
" <td>0.0291</td>\n",
" \n",
" <td>0.6227</td>\n",
" \n",
" <td>5.5985</td>\n",
" \n",
" <td>-0.3529</td>\n",
" \n",
" <td>1.5492</td>\n",
" \n",
" <td>-0.5102</td>\n",
" \n",
" <td>0.3584</td>\n",
" \n",
" <td>-1.1725</td>\n",
" \n",
" <td>-2.1188</td>\n",
" \n",
" <td>-1.2651</td>\n",
" \n",
" <td>0.8586</td>\n",
" \n",
" <td>-0.2066</td>\n",
" \n",
" <td>-2.2111</td>\n",
" \n",
" <td>-1.911</td>\n",
" \n",
" <td>-1.1325</td>\n",
" \n",
" <td>0.4211</td>\n",
" \n",
" <td>-0.6697</td>\n",
" \n",
" <td>-0.1549</td>\n",
" \n",
" <td>2.8609</td>\n",
" \n",
" <td>-0.9408</td>\n",
" \n",
" <td>0.0562</td>\n",
" \n",
" <td>-1.7759</td>\n",
" \n",
" <td>-0.674</td>\n",
" \n",
" <td>2.7686</td>\n",
" \n",
" <td>0.322</td>\n",
" \n",
" <td>-1.1694</td>\n",
" \n",
" <td>-1.79</td>\n",
" \n",
" <td>-0.3541</td>\n",
" \n",
" <td>-1.8825</td>\n",
" \n",
" <td>2.2015</td>\n",
" \n",
" <td>0.3658</td>\n",
" \n",
" <td>0.2657</td>\n",
" \n",
" <td>0.6834</td>\n",
" \n",
" <td>-2.382</td>\n",
" \n",
" <td>-0.1107</td>\n",
" \n",
" <td>0.9519</td>\n",
" \n",
" <td>-0.3129</td>\n",
" \n",
" <td>-0.6452</td>\n",
" \n",
" <td>-0.6499</td>\n",
" \n",
" <td>0.0164</td>\n",
" \n",
" <td>-0.9732</td>\n",
" \n",
" <td>0.7303</td>\n",
" \n",
" <td>0.9239</td>\n",
" \n",
" <td>0.5259</td>\n",
" \n",
" <td>-0.9042</td>\n",
" \n",
" <td>1.248</td>\n",
" \n",
" <td>-1.3925</td>\n",
" \n",
" <td>0.1004</td>\n",
" \n",
" <td>-0.4862</td>\n",
" \n",
" <td>-0.2606</td>\n",
" \n",
" <td>-0.66</td>\n",
" \n",
" <td>0.4954</td>\n",
" \n",
" <td>-0.0494</td>\n",
" \n",
" <td>-0.8555</td>\n",
" \n",
" <td>1.4786</td>\n",
" \n",
" <td>-0.7614</td>\n",
" \n",
" <td>-0.252</td>\n",
" \n",
" <td>0.0091</td>\n",
" \n",
" <td>0.3289</td>\n",
" \n",
" <td>-0.486</td>\n",
" \n",
" <td>-0.4323</td>\n",
" \n",
" <td>-1.5434</td>\n",
" \n",
" <td>0.8089</td>\n",
" \n",
" <td>0.3711</td>\n",
" \n",
" <td>-0.5471</td>\n",
" \n",
" <td>-0.3112</td>\n",
" \n",
" <td>-0.3325</td>\n",
" \n",
" <td>-0.6286</td>\n",
" \n",
" <td>-2.3093</td>\n",
" \n",
" <td>0.7898</td>\n",
" \n",
" <td>-0.8351</td>\n",
" \n",
" <td>1.3575</td>\n",
" \n",
" <td>-0.105</td>\n",
" \n",
" <td>-1.3778</td>\n",
" \n",
" <td>-0.3237</td>\n",
" \n",
" <td>-0.127</td>\n",
" \n",
" <td>0.2719</td>\n",
" \n",
" <td>-1.29</td>\n",
" \n",
" <td>-0.6663</td>\n",
" \n",
" <td>1.6859</td>\n",
" \n",
" <td>0.1028</td>\n",
" \n",
" <td>-0.7508</td>\n",
" \n",
" <td>-1.9773</td>\n",
" \n",
" <td>-0.5385</td>\n",
" \n",
" <td>0.9474</td>\n",
" \n",
" <td>-1.221</td>\n",
" \n",
" <td>-0.6142</td>\n",
" \n",
" <td>-1.1302</td>\n",
" \n",
" <td>-1.1739</td>\n",
" \n",
" <td>-1.3174</td>\n",
" \n",
" <td>-0.6707</td>\n",
" \n",
" <td>2.8745</td>\n",
" \n",
" <td>-1.1372</td>\n",
" \n",
" <td>-0.2627</td>\n",
" \n",
" <td>1.2833</td>\n",
" \n",
" <td>1.1923</td>\n",
" \n",
" <td>0.0539</td>\n",
" \n",
" <td>-1.0374</td>\n",
" \n",
" <td>-1.2163</td>\n",
" \n",
" <td>-1.3749</td>\n",
" \n",
" <td>-0.8781</td>\n",
" \n",
" <td>-0.8615</td>\n",
" \n",
" <td>-0.3435</td>\n",
" \n",
" <td>-0.3552</td>\n",
" \n",
" <td>-1.0656</td>\n",
" \n",
" <td>0.4795</td>\n",
" \n",
" <td>-0.0652</td>\n",
" \n",
" <td>1.0065</td>\n",
" \n",
" <td>-0.5462</td>\n",
" \n",
" <td>0.5857</td>\n",
" \n",
" <td>-0.4939</td>\n",
" \n",
" <td>-1.2542</td>\n",
" \n",
" <td>1.2437</td>\n",
" \n",
" <td>-0.5181</td>\n",
" \n",
" <td>0.2899</td>\n",
" \n",
" <td>-0.0603</td>\n",
" \n",
" <td>-0.8857</td>\n",
" \n",
" <td>-0.5753</td>\n",
" \n",
" <td>-0.5247</td>\n",
" \n",
" <td>-0.5612</td>\n",
" \n",
" <td>-0.868</td>\n",
" \n",
" <td>-0.276</td>\n",
" \n",
" <td>-1.4382</td>\n",
" \n",
" <td>-0.0868</td>\n",
" \n",
" <td>-1.2727</td>\n",
" \n",
" <td>2.8098</td>\n",
" \n",
" <td>0.2134</td>\n",
" \n",
" <td>0.7956</td>\n",
" \n",
" <td>-1.2666</td>\n",
" \n",
" <td>-1.8834</td>\n",
" \n",
" <td>-1.8427</td>\n",
" \n",
" <td>-0.4454</td>\n",
" \n",
" <td>-1.2673</td>\n",
" \n",
" <td>-1.336</td>\n",
" \n",
" <td>0.373</td>\n",
" \n",
" <td>-1.5096</td>\n",
" \n",
" <td>-0.5228</td>\n",
" \n",
" <td>0.8305</td>\n",
" \n",
" <td>5.3316</td>\n",
" \n",
" <td>0.164</td>\n",
" \n",
" <td>-0.0588</td>\n",
" \n",
" <td>0.457</td>\n",
" \n",
" <td>1.6136</td>\n",
" \n",
" <td>0.3093</td>\n",
" \n",
" <td>-0.6284</td>\n",
" \n",
" <td>-0.4679</td>\n",
" \n",
" <td>0.269</td>\n",
" \n",
" <td>-1.3304</td>\n",
" \n",
" <td>-0.5614</td>\n",
" \n",
" <td>-0.3218</td>\n",
" \n",
" <td>0.1796</td>\n",
" \n",
" <td>-1.5148</td>\n",
" \n",
" <td>-0.2714</td>\n",
" \n",
" <td>0.9521</td>\n",
" \n",
" <td>1.3326</td>\n",
" \n",
" <td>0.4204</td>\n",
" \n",
" <td>0.2128</td>\n",
" \n",
" <td>-1.6122</td>\n",
" \n",
" <td>-0.0779</td>\n",
" \n",
" <td>-0.9757</td>\n",
" \n",
" <td>-0.8053</td>\n",
" \n",
" <td>0.4601</td>\n",
" \n",
" <td>0.8133</td>\n",
" \n",
" <td>-0.6389</td>\n",
" \n",
" <td>-1.1863</td>\n",
" \n",
" <td>-1.3698</td>\n",
" \n",
" <td>-2.4181</td>\n",
" \n",
" <td>-0.9614</td>\n",
" \n",
" <td>0.7259</td>\n",
" \n",
" <td>0.1705</td>\n",
" \n",
" <td>-0.302</td>\n",
" \n",
" <td>0.6702</td>\n",
" \n",
" <td>-0.8441</td>\n",
" \n",
" <td>-0.8473</td>\n",
" \n",
" <td>0.0342</td>\n",
" \n",
" <td>-0.0447</td>\n",
" \n",
" <td>0.7861</td>\n",
" \n",
" <td>-0.3331</td>\n",
" \n",
" <td>0.9839</td>\n",
" \n",
" <td>-1.7864</td>\n",
" \n",
" <td>-1.4995</td>\n",
" \n",
" <td>0.1417</td>\n",
" \n",
" <td>1.0263</td>\n",
" \n",
" <td>1.1654</td>\n",
" \n",
" <td>-1.3726</td>\n",
" \n",
" <td>-1.3337</td>\n",
" \n",
" <td>0.3699</td>\n",
" \n",
" <td>0.2796</td>\n",
" \n",
" <td>-0.1697</td>\n",
" \n",
" <td>-1.3904</td>\n",
" \n",
" <td>0.3776</td>\n",
" \n",
" <td>-1.111</td>\n",
" \n",
" <td>-2.2928</td>\n",
" \n",
" <td>1.6757</td>\n",
" \n",
" <td>0.6078</td>\n",
" \n",
" <td>0.8108</td>\n",
" \n",
" <td>-0.9307</td>\n",
" \n",
" <td>207</td>\n",
" \n",
" <td>-0.9457</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" <td>-1.9322</td>\n",
" \n",
" <td>-1.6019</td>\n",
" \n",
" <td>0.7187</td>\n",
" \n",
" <td>2.6341</td>\n",
" \n",
" <td>0.1219</td>\n",
" \n",
" <td>-0.7797</td>\n",
" \n",
" <td>-0.8066</td>\n",
" \n",
" <td>-0.9306</td>\n",
" \n",
" <td>-0.7244</td>\n",
" \n",
" <td>-0.1854</td>\n",
" \n",
" <td>-0.7513</td>\n",
" \n",
" <td>-0.3836</td>\n",
" \n",
" <td>0.458</td>\n",
" \n",
" <td>-0.1202</td>\n",
" \n",
" <td>-1.2374</td>\n",
" \n",
" <td>-0.1774</td>\n",
" \n",
" <td>-0.9152</td>\n",
" \n",
" <td>-0.458</td>\n",
" \n",
" <td>-0.7073</td>\n",
" \n",
" <td>3.7803</td>\n",
" \n",
" <td>-0.6201</td>\n",
" \n",
" <td>-1.088</td>\n",
" \n",
" <td>-0.8579</td>\n",
" \n",
" <td>-0.6105</td>\n",
" \n",
" <td>-1.8083</td>\n",
" \n",
" <td>-0.0219</td>\n",
" \n",
" <td>0.4644</td>\n",
" \n",
" <td>-0.2072</td>\n",
" \n",
" <td>-0.5174</td>\n",
" \n",
" <td>-0.3415</td>\n",
" \n",
" <td>-0.1319</td>\n",
" \n",
" <td>0.594</td>\n",
" \n",
" <td>4.8815</td>\n",
" \n",
" <td>1.7635</td>\n",
" \n",
" <td>0.6592</td>\n",
" \n",
" <td>1.6707</td>\n",
" \n",
" <td>1.4164</td>\n",
" \n",
" <td>0.1132</td>\n",
" \n",
" <td>2.0747</td>\n",
" \n",
" <td>3.1822</td>\n",
" \n",
" <td>0.6937</td>\n",
" \n",
" <td>2.3574</td>\n",
" \n",
" <td>1.6212</td>\n",
" \n",
" <td>1.3556</td>\n",
" \n",
" <td>2.2741</td>\n",
" \n",
" <td>2.8343</td>\n",
" \n",
" <td>0.5342</td>\n",
" \n",
" <td>1.9728</td>\n",
" \n",
" <td>0.1458</td>\n",
" \n",
" <td>0.8946</td>\n",
" \n",
" <td>0.3383</td>\n",
" \n",
" <td>0.3742</td>\n",
" \n",
" <td>-0.6879</td>\n",
" \n",
" <td>0.7679</td>\n",
" \n",
" <td>0.2181</td>\n",
" \n",
" <td>7.228</td>\n",
" \n",
" <td>-0.2232</td>\n",
" \n",
" <td>-0.6266</td>\n",
" \n",
" <td>0.7148</td>\n",
" \n",
" <td>-0.3327</td>\n",
" \n",
" <td>-0.3809</td>\n",
" \n",
" <td>0.1358</td>\n",
" \n",
" <td>0.7736</td>\n",
" \n",
" <td>0.5468</td>\n",
" \n",
" <td>0.2265</td>\n",
" \n",
" <td>-0.6249</td>\n",
" \n",
" <td>-0.1935</td>\n",
" \n",
" <td>-0.7382</td>\n",
" \n",
" <td>0.0642</td>\n",
" \n",
" <td>0.1681</td>\n",
" \n",
" <td>0.414</td>\n",
" \n",
" <td>-0.1994</td>\n",
" \n",
" <td>0.7437</td>\n",
" \n",
" <td>0.1442</td>\n",
" \n",
" <td>0.6409</td>\n",
" \n",
" <td>1.2293</td>\n",
" \n",
" <td>0.4463</td>\n",
" \n",
" <td>0.2611</td>\n",
" \n",
" <td>-0.4986</td>\n",
" \n",
" <td>0.021</td>\n",
" \n",
" <td>0.6296</td>\n",
" \n",
" <td>1.0009</td>\n",
" \n",
" <td>0.5043</td>\n",
" \n",
" <td>0.1295</td>\n",
" \n",
" <td>0.0009</td>\n",
" \n",
" <td>-0.3435</td>\n",
" \n",
" <td>-0.2584</td>\n",
" \n",
" <td>0.4824</td>\n",
" \n",
" <td>-0.1679</td>\n",
" \n",
" <td>-1.2325</td>\n",
" \n",
" <td>0.9214</td>\n",
" \n",
" <td>0.3542</td>\n",
" \n",
" <td>-0.3366</td>\n",
" \n",
" <td>0.6312</td>\n",
" \n",
" <td>-0.1769</td>\n",
" \n",
" <td>-0.6573</td>\n",
" \n",
" <td>0.272</td>\n",
" \n",
" <td>-0.5553</td>\n",
" \n",
" <td>-0.6446</td>\n",
" \n",
" <td>-0.4797</td>\n",
" \n",
" <td>1.4115</td>\n",
" \n",
" <td>-0.1785</td>\n",
" \n",
" <td>-0.6688</td>\n",
" \n",
" <td>0.1805</td>\n",
" \n",
" <td>-1.1288</td>\n",
" \n",
" <td>-0.2182</td>\n",
" \n",
" <td>1.1962</td>\n",
" \n",
" <td>-1.1867</td>\n",
" \n",
" <td>-0.1951</td>\n",
" \n",
" <td>0.2714</td>\n",
" \n",
" <td>-0.1729</td>\n",
" \n",
" <td>0.0147</td>\n",
" \n",
" <td>-0.8845</td>\n",
" \n",
" <td>-0.6163</td>\n",
" \n",
" <td>0.3736</td>\n",
" \n",
" <td>-1.7678</td>\n",
" \n",
" <td>0.2112</td>\n",
" \n",
" <td>1.4549</td>\n",
" \n",
" <td>3.3236</td>\n",
" \n",
" <td>-1.4786</td>\n",
" \n",
" <td>0.0731</td>\n",
" \n",
" <td>0.4638</td>\n",
" \n",
" <td>0.4853</td>\n",
" \n",
" <td>0.1786</td>\n",
" \n",
" <td>0.1516</td>\n",
" \n",
" <td>-0.0897</td>\n",
" \n",
" <td>0.2335</td>\n",
" \n",
" <td>-0.4941</td>\n",
" \n",
" <td>-0.7577</td>\n",
" \n",
" <td>0.0362</td>\n",
" \n",
" <td>-0.6778</td>\n",
" \n",
" <td>0.6515</td>\n",
" \n",
" <td>-1.2774</td>\n",
" \n",
" <td>-0.2288</td>\n",
" \n",
" <td>-1.2289</td>\n",
" \n",
" <td>-2.5736</td>\n",
" \n",
" <td>-1.8272</td>\n",
" \n",
" <td>-1.3359</td>\n",
" \n",
" <td>0.6468</td>\n",
" \n",
" <td>0.3486</td>\n",
" \n",
" <td>1.4278</td>\n",
" \n",
" <td>1.7996</td>\n",
" \n",
" <td>1.3588</td>\n",
" \n",
" <td>0.1305</td>\n",
" \n",
" <td>3.3424</td>\n",
" \n",
" <td>0.8768</td>\n",
" \n",
" <td>-1.185</td>\n",
" \n",
" <td>2.9848</td>\n",
" \n",
" <td>-1.0509</td>\n",
" \n",
" <td>-0.4168</td>\n",
" \n",
" <td>0.5608</td>\n",
" \n",
" <td>-0.4109</td>\n",
" \n",
" <td>2.5622</td>\n",
" \n",
" <td>-0.2649</td>\n",
" \n",
" <td>-0.8112</td>\n",
" \n",
" <td>-0.6215</td>\n",
" \n",
" <td>6.788</td>\n",
" \n",
" <td>-0.2398</td>\n",
" \n",
" <td>-1.2357</td>\n",
" \n",
" <td>-0.5728</td>\n",
" \n",
" <td>-0.9508</td>\n",
" \n",
" <td>0.7164</td>\n",
" \n",
" <td>-0.4896</td>\n",
" \n",
" <td>-1.4244</td>\n",
" \n",
" <td>-1.8244</td>\n",
" \n",
" <td>-0.5643</td>\n",
" \n",
" <td>-0.2471</td>\n",
" \n",
" <td>-1.3376</td>\n",
" \n",
" <td>0.5862</td>\n",
" \n",
" <td>0.0639</td>\n",
" \n",
" <td>-0.5086</td>\n",
" \n",
" <td>0.634</td>\n",
" \n",
" <td>1.8482</td>\n",
" \n",
" <td>0.5478</td>\n",
" \n",
" <td>1.4607</td>\n",
" \n",
" <td>0.9398</td>\n",
" \n",
" <td>-0.4664</td>\n",
" \n",
" <td>0.0327</td>\n",
" \n",
" <td>-0.7465</td>\n",
" \n",
" <td>-0.3835</td>\n",
" \n",
" <td>0.1954</td>\n",
" \n",
" <td>-0.8357</td>\n",
" \n",
" <td>-0.9677</td>\n",
" \n",
" <td>-0.7664</td>\n",
" \n",
" <td>-1.0063</td>\n",
" \n",
" <td>0.2767</td>\n",
" \n",
" <td>-0.0664</td>\n",
" \n",
" <td>-0.8411</td>\n",
" \n",
" <td>-0.9871</td>\n",
" \n",
" <td>1.3418</td>\n",
" \n",
" <td>3.719</td>\n",
" \n",
" <td>1.6363</td>\n",
" \n",
" <td>1.0297</td>\n",
" \n",
" <td>1.0553</td>\n",
" \n",
" <td>2.203</td>\n",
" \n",
" <td>-0.3589</td>\n",
" \n",
" <td>2.3529</td>\n",
" \n",
" <td>4.8793</td>\n",
" \n",
" <td>0.8516</td>\n",
" \n",
" <td>-0.58</td>\n",
" \n",
" <td>0.1003</td>\n",
" \n",
" <td>3.9864</td>\n",
" \n",
" <td>2.477</td>\n",
" \n",
" <td>1.4896</td>\n",
" \n",
" <td>2.9121</td>\n",
" \n",
" <td>0.7439</td>\n",
" \n",
" <td>2.0287</td>\n",
" \n",
" <td>1.7393</td>\n",
" \n",
" <td>0.4581</td>\n",
" \n",
" <td>1.7843</td>\n",
" \n",
" <td>6.8541</td>\n",
" \n",
" <td>-0.6823</td>\n",
" \n",
" <td>1.3682</td>\n",
" \n",
" <td>0.1232</td>\n",
" \n",
" <td>-0.278</td>\n",
" \n",
" <td>2.4093</td>\n",
" \n",
" <td>-0.2351</td>\n",
" \n",
" <td>0.9942</td>\n",
" \n",
" <td>3.121</td>\n",
" \n",
" <td>0.7868</td>\n",
" \n",
" <td>1.6789</td>\n",
" \n",
" <td>0.3498</td>\n",
" \n",
" <td>-0.4192</td>\n",
" \n",
" <td>0.1506</td>\n",
" \n",
" <td>2.6378</td>\n",
" \n",
" <td>-0.0484</td>\n",
" \n",
" <td>1.043</td>\n",
" \n",
" <td>0.228</td>\n",
" \n",
" <td>-1.375</td>\n",
" \n",
" <td>-0.1471</td>\n",
" \n",
" <td>-1.6727</td>\n",
" \n",
" <td>-0.8776</td>\n",
" \n",
" <td>-0.5724</td>\n",
" \n",
" <td>-1.6282</td>\n",
" \n",
" <td>-0.3311</td>\n",
" \n",
" <td>-0.1992</td>\n",
" \n",
" <td>-0.776</td>\n",
" \n",
" <td>-1.4638</td>\n",
" \n",
" <td>0.1018</td>\n",
" \n",
" <td>-1.1666</td>\n",
" \n",
" <td>-0.1746</td>\n",
" \n",
" <td>1.1531</td>\n",
" \n",
" <td>0.611</td>\n",
" \n",
" <td>0.8396</td>\n",
" \n",
" <td>-0.0022</td>\n",
" \n",
" <td>1.2579</td>\n",
" \n",
" <td>-0.8207</td>\n",
" \n",
" <td>-0.9257</td>\n",
" \n",
" <td>4.3894</td>\n",
" \n",
" <td>-0.5225</td>\n",
" \n",
" <td>1.6098</td>\n",
" \n",
" <td>0.729</td>\n",
" \n",
" <td>-0.919</td>\n",
" \n",
" <td>1.2319</td>\n",
" \n",
" <td>0.0725</td>\n",
" \n",
" <td>-1.5087</td>\n",
" \n",
" <td>-1.0431</td>\n",
" \n",
" <td>-1.0242</td>\n",
" \n",
" <td>0.9831</td>\n",
" \n",
" <td>-0.0074</td>\n",
" \n",
" <td>-0.4338</td>\n",
" \n",
" <td>-0.4108</td>\n",
" \n",
" <td>0.8665</td>\n",
" \n",
" <td>-0.4155</td>\n",
" \n",
" <td>2.3991</td>\n",
" \n",
" <td>-1.0548</td>\n",
" \n",
" <td>0.4007</td>\n",
" \n",
" <td>-0.5702</td>\n",
" \n",
" <td>-0.6701</td>\n",
" \n",
" <td>2.5496</td>\n",
" \n",
" <td>0.5822</td>\n",
" \n",
" <td>-0.7139</td>\n",
" \n",
" <td>1.156</td>\n",
" \n",
" <td>0.0069</td>\n",
" \n",
" <td>-0.212</td>\n",
" \n",
" <td>-0.4167</td>\n",
" \n",
" <td>-1.4554</td>\n",
" \n",
" <td>-0.0567</td>\n",
" \n",
" <td>-0.9082</td>\n",
" \n",
" <td>-0.4222</td>\n",
" \n",
" <td>-1.3551</td>\n",
" \n",
" <td>-0.1349</td>\n",
" \n",
" <td>-0.7779</td>\n",
" \n",
" <td>-1.5239</td>\n",
" \n",
" <td>0.5462</td>\n",
" \n",
" <td>0.3283</td>\n",
" \n",
" <td>-0.9622</td>\n",
" \n",
" <td>-1.7255</td>\n",
" \n",
" <td>-0.8346</td>\n",
" \n",
" <td>-0.7523</td>\n",
" \n",
" <td>-0.8691</td>\n",
" \n",
" <td>-0.24</td>\n",
" \n",
" <td>3.2543</td>\n",
" \n",
" <td>-1.1612</td>\n",
" \n",
" <td>-1.1321</td>\n",
" \n",
" <td>-0.9193</td>\n",
" \n",
" <td>-0.0147</td>\n",
" \n",
" <td>-0.3659</td>\n",
" \n",
" <td>-0.0112</td>\n",
" \n",
" <td>-1.1128</td>\n",
" \n",
" <td>-0.4973</td>\n",
" \n",
" <td>0.0276</td>\n",
" \n",
" <td>0.372</td>\n",
" \n",
" <td>-0.0636</td>\n",
" \n",
" <td>0.5393</td>\n",
" \n",
" <td>-1.0373</td>\n",
" \n",
" <td>1.1732</td>\n",
" \n",
" <td>0.167</td>\n",
" \n",
" <td>-1.6648</td>\n",
" \n",
" <td>2.6142</td>\n",
" \n",
" <td>-1.0122</td>\n",
" \n",
" <td>-1.8214</td>\n",
" \n",
" <td>0.1431</td>\n",
" \n",
" <td>-1.1164</td>\n",
" \n",
" <td>-1.6576</td>\n",
" \n",
" <td>-0.2574</td>\n",
" \n",
" <td>-0.2406</td>\n",
" \n",
" <td>0.1916</td>\n",
" \n",
" <td>2.2197</td>\n",
" \n",
" <td>-0.4385</td>\n",
" \n",
" <td>-2.2206</td>\n",
" \n",
" <td>0.39</td>\n",
" \n",
" <td>-0.0383</td>\n",
" \n",
" <td>-0.6207</td>\n",
" \n",
" <td>0.1004</td>\n",
" \n",
" <td>1.579</td>\n",
" \n",
" <td>-1.9096</td>\n",
" \n",
" <td>0.1129</td>\n",
" \n",
" <td>-0.4715</td>\n",
" \n",
" <td>-1.2817</td>\n",
" \n",
" <td>1.4884</td>\n",
" \n",
" <td>-0.5199</td>\n",
" \n",
" <td>-0.1452</td>\n",
" \n",
" <td>-0.3566</td>\n",
" \n",
" <td>0.4931</td>\n",
" \n",
" <td>-0.8807</td>\n",
" \n",
" <td>-0.7501</td>\n",
" \n",
" <td>-1.2104</td>\n",
" \n",
" <td>-0.839</td>\n",
" \n",
" <td>-0.3099</td>\n",
" \n",
" <td>0.6728</td>\n",
" \n",
" <td>1.1898</td>\n",
" \n",
" <td>-0.9838</td>\n",
" \n",
" <td>-0.4101</td>\n",
" \n",
" <td>-0.1303</td>\n",
" \n",
" <td>-0.5366</td>\n",
" \n",
" <td>-1.3446</td>\n",
" \n",
" <td>0.0686</td>\n",
" \n",
" <td>-0.4526</td>\n",
" \n",
" <td>-0.8887</td>\n",
" \n",
" <td>1.4139</td>\n",
" \n",
" <td>-0.3581</td>\n",
" \n",
" <td>-1.1527</td>\n",
" \n",
" <td>0.7875</td>\n",
" \n",
" <td>-0.7663</td>\n",
" \n",
" <td>0.831</td>\n",
" \n",
" <td>-0.6767</td>\n",
" \n",
" <td>-0.4017</td>\n",
" \n",
" <td>1.6437</td>\n",
" \n",
" <td>-1.1917</td>\n",
" \n",
" <td>-0.9079</td>\n",
" \n",
" <td>-0.9584</td>\n",
" \n",
" <td>-0.819</td>\n",
" \n",
" <td>0.0989</td>\n",
" \n",
" <td>-0.6302</td>\n",
" \n",
" <td>-0.2699</td>\n",
" \n",
" <td>-0.2429</td>\n",
" \n",
" <td>-0.6699</td>\n",
" \n",
" <td>-0.1086</td>\n",
" \n",
" <td>-0.4837</td>\n",
" \n",
" <td>0.3572</td>\n",
" \n",
" <td>-0.3157</td>\n",
" \n",
" <td>-0.8978</td>\n",
" \n",
" <td>-1.0889</td>\n",
" \n",
" <td>0.1646</td>\n",
" \n",
" <td>-1.2725</td>\n",
" \n",
" <td>-1.038</td>\n",
" \n",
" <td>-0.3387</td>\n",
" \n",
" <td>-1.3355</td>\n",
" \n",
" <td>-0.8782</td>\n",
" \n",
" <td>-0.2385</td>\n",
" \n",
" <td>-0.6767</td>\n",
" \n",
" <td>-0.1626</td>\n",
" \n",
" <td>0.352</td>\n",
" \n",
" <td>-0.739</td>\n",
" \n",
" <td>-0.4687</td>\n",
" \n",
" <td>0.4714</td>\n",
" \n",
" <td>0.1366</td>\n",
" \n",
" <td>0.7957</td>\n",
" \n",
" <td>-1.1467</td>\n",
" \n",
" <td>-0.7997</td>\n",
" \n",
" <td>-1.4143</td>\n",
" \n",
" <td>0.5387</td>\n",
" \n",
" <td>0.1208</td>\n",
" \n",
" <td>-0.8193</td>\n",
" \n",
" <td>-0.4328</td>\n",
" \n",
" <td>-1.2683</td>\n",
" \n",
" <td>1.1133</td>\n",
" \n",
" <td>-0.5413</td>\n",
" \n",
" <td>-0.2131</td>\n",
" \n",
" <td>-0.1874</td>\n",
" \n",
" <td>1.0739</td>\n",
" \n",
" <td>-0.8004</td>\n",
" \n",
" <td>-0.8616</td>\n",
" \n",
" <td>-1.9157</td>\n",
" \n",
" <td>0.1651</td>\n",
" \n",
" <td>-0.8961</td>\n",
" \n",
" <td>-1.5463</td>\n",
" \n",
" <td>-0.9894</td>\n",
" \n",
" <td>1.7854</td>\n",
" \n",
" <td>-0.6742</td>\n",
" \n",
" <td>208</td>\n",
" \n",
" <td>-1.9428</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" <td>-1.8571</td>\n",
" \n",
" <td>0.6566</td>\n",
" \n",
" <td>0.267</td>\n",
" \n",
" <td>-1.452</td>\n",
" \n",
" <td>-0.7621</td>\n",
" \n",
" <td>-1.2641</td>\n",
" \n",
" <td>-0.6513</td>\n",
" \n",
" <td>-1.2773</td>\n",
" \n",
" <td>0.7338</td>\n",
" \n",
" <td>-0.7691</td>\n",
" \n",
" <td>-0.1403</td>\n",
" \n",
" <td>0.1667</td>\n",
" \n",
" <td>-0.4104</td>\n",
" \n",
" <td>0.1613</td>\n",
" \n",
" <td>-0.2594</td>\n",
" \n",
" <td>-1.2271</td>\n",
" \n",
" <td>-0.8789</td>\n",
" \n",
" <td>0.4327</td>\n",
" \n",
" <td>0.0746</td>\n",
" \n",
" <td>-1.3278</td>\n",
" \n",
" <td>-0.6977</td>\n",
" \n",
" <td>0.4689</td>\n",
" \n",
" <td>0.0144</td>\n",
" \n",
" <td>0.4386</td>\n",
" \n",
" <td>-0.338</td>\n",
" \n",
" <td>-0.94</td>\n",
" \n",
" <td>-0.0686</td>\n",
" \n",
" <td>0.6231</td>\n",
" \n",
" <td>0.5077</td>\n",
" \n",
" <td>0.2549</td>\n",
" \n",
" <td>-0.1715</td>\n",
" \n",
" <td>-1.3968</td>\n",
" \n",
" <td>-1.28</td>\n",
" \n",
" <td>-1.3646</td>\n",
" \n",
" <td>-0.1257</td>\n",
" \n",
" <td>-0.9955</td>\n",
" \n",
" <td>-0.7947</td>\n",
" \n",
" <td>-0.3509</td>\n",
" \n",
" <td>-1.0248</td>\n",
" \n",
" <td>-1.0265</td>\n",
" \n",
" <td>-1.5689</td>\n",
" \n",
" <td>-0.7693</td>\n",
" \n",
" <td>-1.3032</td>\n",
" \n",
" <td>-1.876</td>\n",
" \n",
" <td>-1.6149</td>\n",
" \n",
" <td>-2.3444</td>\n",
" \n",
" <td>-0.6643</td>\n",
" \n",
" <td>-0.5524</td>\n",
" \n",
" <td>-0.9444</td>\n",
" \n",
" <td>-1.019</td>\n",
" \n",
" <td>-2.1367</td>\n",
" \n",
" <td>-1.7038</td>\n",
" \n",
" <td>-1.8064</td>\n",
" \n",
" <td>-1.5225</td>\n",
" \n",
" <td>-1.2482</td>\n",
" \n",
" <td>-1.3876</td>\n",
" \n",
" <td>-1.7015</td>\n",
" \n",
" <td>-1.4601</td>\n",
" \n",
" <td>-0.3915</td>\n",
" \n",
" <td>0.1805</td>\n",
" \n",
" <td>-0.6537</td>\n",
" \n",
" <td>1.2155</td>\n",
" \n",
" <td>-0.9946</td>\n",
" \n",
" <td>-0.5777</td>\n",
" \n",
" <td>0.4176</td>\n",
" \n",
" <td>-0.1985</td>\n",
" \n",
" <td>1.8364</td>\n",
" \n",
" <td>-1.3049</td>\n",
" \n",
" <td>0.6823</td>\n",
" \n",
" <td>0.3612</td>\n",
" \n",
" <td>-0.1593</td>\n",
" \n",
" <td>1.1867</td>\n",
" \n",
" <td>-0.9598</td>\n",
" \n",
" <td>-0.4671</td>\n",
" \n",
" <td>0.3473</td>\n",
" \n",
" <td>-1.4945</td>\n",
" \n",
" <td>-0.3485</td>\n",
" \n",
" <td>0.6954</td>\n",
" \n",
" <td>-0.1671</td>\n",
" \n",
" <td>0.8098</td>\n",
" \n",
" <td>0.0494</td>\n",
" \n",
" <td>1.8611</td>\n",
" \n",
" <td>1.8668</td>\n",
" \n",
" <td>-0.3315</td>\n",
" \n",
" <td>2.38</td>\n",
" \n",
" <td>-1.1814</td>\n",
" \n",
" <td>0.704</td>\n",
" \n",
" <td>-0.709</td>\n",
" \n",
" <td>-0.1171</td>\n",
" \n",
" <td>-0.9594</td>\n",
" \n",
" <td>1.2125</td>\n",
" \n",
" <td>-0.3227</td>\n",
" \n",
" <td>-0.8256</td>\n",
" \n",
" <td>1.6953</td>\n",
" \n",
" <td>-1.6612</td>\n",
" \n",
" <td>-0.1281</td>\n",
" \n",
" <td>-0.881</td>\n",
" \n",
" <td>-0.5607</td>\n",
" \n",
" <td>-1.3881</td>\n",
" \n",
" <td>-0.0887</td>\n",
" \n",
" <td>-0.7189</td>\n",
" \n",
" <td>0.5117</td>\n",
" \n",
" <td>-0.3036</td>\n",
" \n",
" <td>1.4411</td>\n",
" \n",
" <td>-1.6867</td>\n",
" \n",
" <td>-0.5231</td>\n",
" \n",
" <td>-2.4316</td>\n",
" \n",
" <td>-0.0012</td>\n",
" \n",
" <td>-1.405</td>\n",
" \n",
" <td>1.4523</td>\n",
" \n",
" <td>1.1135</td>\n",
" \n",
" <td>0.4606</td>\n",
" \n",
" <td>-0.7684</td>\n",
" \n",
" <td>-2.0422</td>\n",
" \n",
" <td>0.3629</td>\n",
" \n",
" <td>-1.4512</td>\n",
" \n",
" <td>-1.7014</td>\n",
" \n",
" <td>-0.0127</td>\n",
" \n",
" <td>-0.8462</td>\n",
" \n",
" <td>-1.3172</td>\n",
" \n",
" <td>1.3615</td>\n",
" \n",
" <td>0.7002</td>\n",
" \n",
" <td>-0.8075</td>\n",
" \n",
" <td>0.955</td>\n",
" \n",
" <td>-1.4598</td>\n",
" \n",
" <td>-0.5358</td>\n",
" \n",
" <td>-0.4948</td>\n",
" \n",
" <td>-0.0508</td>\n",
" \n",
" <td>-0.6964</td>\n",
" \n",
" <td>-0.4446</td>\n",
" \n",
" <td>-0.972</td>\n",
" \n",
" <td>0.5873</td>\n",
" \n",
" <td>-1.3111</td>\n",
" \n",
" <td>-1.5055</td>\n",
" \n",
" <td>0.7137</td>\n",
" \n",
" <td>-1.1326</td>\n",
" \n",
" <td>-1.4104</td>\n",
" \n",
" <td>-1.4805</td>\n",
" \n",
" <td>-1.0722</td>\n",
" \n",
" <td>-1.5334</td>\n",
" \n",
" <td>-1.7281</td>\n",
" \n",
" <td>-2.0969</td>\n",
" \n",
" <td>-0.4401</td>\n",
" \n",
" <td>-1.7336</td>\n",
" \n",
" <td>-1.0822</td>\n",
" \n",
" <td>-1.2335</td>\n",
" \n",
" <td>-1.7737</td>\n",
" \n",
" <td>-0.9711</td>\n",
" \n",
" <td>-1.4224</td>\n",
" \n",
" <td>-0.9244</td>\n",
" \n",
" <td>-0.4978</td>\n",
" \n",
" <td>0.1652</td>\n",
" \n",
" <td>0.5208</td>\n",
" \n",
" <td>0.0444</td>\n",
" \n",
" <td>-0.4243</td>\n",
" \n",
" <td>1.093</td>\n",
" \n",
" <td>-1.0959</td>\n",
" \n",
" <td>-1.0237</td>\n",
" \n",
" <td>-1.035</td>\n",
" \n",
" <td>-0.4888</td>\n",
" \n",
" <td>-0.1187</td>\n",
" \n",
" <td>-1.0214</td>\n",
" \n",
" <td>-0.8696</td>\n",
" \n",
" <td>-0.7717</td>\n",
" \n",
" <td>-1.0642</td>\n",
" \n",
" <td>-0.2298</td>\n",
" \n",
" <td>-1.146</td>\n",
" \n",
" <td>1.1691</td>\n",
" \n",
" <td>-0.4873</td>\n",
" \n",
" <td>0.0266</td>\n",
" \n",
" <td>0.3569</td>\n",
" \n",
" <td>-2.5123</td>\n",
" \n",
" <td>-1.0424</td>\n",
" \n",
" <td>-0.3246</td>\n",
" \n",
" <td>-1.0957</td>\n",
" \n",
" <td>-0.6625</td>\n",
" \n",
" <td>0.6221</td>\n",
" \n",
" <td>-1.1015</td>\n",
" \n",
" <td>0.0535</td>\n",
" \n",
" <td>0.1094</td>\n",
" \n",
" <td>0.7917</td>\n",
" \n",
" <td>0.6793</td>\n",
" \n",
" <td>-1.0802</td>\n",
" \n",
" <td>0.9849</td>\n",
" \n",
" <td>1.2015</td>\n",
" \n",
" <td>0.5286</td>\n",
" \n",
" <td>0.6227</td>\n",
" \n",
" <td>0.7695</td>\n",
" \n",
" <td>-1.0472</td>\n",
" \n",
" <td>-0.0824</td>\n",
" \n",
" <td>-2.2911</td>\n",
" \n",
" <td>-1.1975</td>\n",
" \n",
" <td>-1.3405</td>\n",
" \n",
" <td>-0.7443</td>\n",
" \n",
" <td>-0.4924</td>\n",
" \n",
" <td>-1.1147</td>\n",
" \n",
" <td>-1.9222</td>\n",
" \n",
" <td>-2.5053</td>\n",
" \n",
" <td>-0.6965</td>\n",
" \n",
" <td>-0.3709</td>\n",
" \n",
" <td>-1.1854</td>\n",
" \n",
" <td>-1.1839</td>\n",
" \n",
" <td>-0.9977</td>\n",
" \n",
" <td>-0.3502</td>\n",
" \n",
" <td>-0.2967</td>\n",
" \n",
" <td>-1.5873</td>\n",
" \n",
" <td>-1.3447</td>\n",
" \n",
" <td>-1.3235</td>\n",
" \n",
" <td>-0.3559</td>\n",
" \n",
" <td>-1.6205</td>\n",
" \n",
" <td>-0.6893</td>\n",
" \n",
" <td>-2.3409</td>\n",
" \n",
" <td>-1.7148</td>\n",
" \n",
" <td>-1.0741</td>\n",
" \n",
" <td>0.2276</td>\n",
" \n",
" <td>-1.1732</td>\n",
" \n",
" <td>-1.6988</td>\n",
" \n",
" <td>-1.318</td>\n",
" \n",
" <td>-1.4961</td>\n",
" \n",
" <td>0.5967</td>\n",
" \n",
" <td>-0.108</td>\n",
" \n",
" <td>0.4468</td>\n",
" \n",
" <td>1.7365</td>\n",
" \n",
" <td>1.2923</td>\n",
" \n",
" <td>0.4254</td>\n",
" \n",
" <td>0.6236</td>\n",
" \n",
" <td>-1.0869</td>\n",
" \n",
" <td>0.8184</td>\n",
" \n",
" <td>2.0967</td>\n",
" \n",
" <td>-0.56</td>\n",
" \n",
" <td>0.1573</td>\n",
" \n",
" <td>0.8311</td>\n",
" \n",
" <td>-1.6283</td>\n",
" \n",
" <td>-0.9657</td>\n",
" \n",
" <td>0.3394</td>\n",
" \n",
" <td>-0.3012</td>\n",
" \n",
" <td>-1.9988</td>\n",
" \n",
" <td>-0.349</td>\n",
" \n",
" <td>1.8508</td>\n",
" \n",
" <td>-0.4304</td>\n",
" \n",
" <td>-0.3187</td>\n",
" \n",
" <td>-0.8496</td>\n",
" \n",
" <td>-2.0877</td>\n",
" \n",
" <td>-1.1964</td>\n",
" \n",
" <td>1.4407</td>\n",
" \n",
" <td>-2.4764</td>\n",
" \n",
" <td>-0.2321</td>\n",
" \n",
" <td>0.7262</td>\n",
" \n",
" <td>-1.4545</td>\n",
" \n",
" <td>-0.9802</td>\n",
" \n",
" <td>0.2393</td>\n",
" \n",
" <td>0.2847</td>\n",
" \n",
" <td>-0.293</td>\n",
" \n",
" <td>2.5046</td>\n",
" \n",
" <td>0.8352</td>\n",
" \n",
" <td>-1.6886</td>\n",
" \n",
" <td>-1.3577</td>\n",
" \n",
" <td>-0.7106</td>\n",
" \n",
" <td>-1.2389</td>\n",
" \n",
" <td>-0.2466</td>\n",
" \n",
" <td>0.7458</td>\n",
" \n",
" <td>0.9511</td>\n",
" \n",
" <td>-0.1041</td>\n",
" \n",
" <td>-0.5965</td>\n",
" \n",
" <td>-0.2971</td>\n",
" \n",
" <td>0.7574</td>\n",
" \n",
" <td>-0.1622</td>\n",
" \n",
" <td>-0.7617</td>\n",
" \n",
" <td>-0.0132</td>\n",
" \n",
" <td>0.438</td>\n",
" \n",
" <td>-0.5423</td>\n",
" \n",
" <td>-0.2119</td>\n",
" \n",
" <td>-1.7807</td>\n",
" \n",
" <td>-0.303</td>\n",
" \n",
" <td>-1.2409</td>\n",
" \n",
" <td>-0.8855</td>\n",
" \n",
" <td>0.3062</td>\n",
" \n",
" <td>-0.0766</td>\n",
" \n",
" <td>0.4617</td>\n",
" \n",
" <td>0.671</td>\n",
" \n",
" <td>-1.1768</td>\n",
" \n",
" <td>0.0578</td>\n",
" \n",
" <td>-1.545</td>\n",
" \n",
" <td>-0.7387</td>\n",
" \n",
" <td>0.6873</td>\n",
" \n",
" <td>-0.5393</td>\n",
" \n",
" <td>-0.5747</td>\n",
" \n",
" <td>-0.2468</td>\n",
" \n",
" <td>0.059</td>\n",
" \n",
" <td>-0.8157</td>\n",
" \n",
" <td>-0.4459</td>\n",
" \n",
" <td>0.6431</td>\n",
" \n",
" <td>-0.3801</td>\n",
" \n",
" <td>-1.3593</td>\n",
" \n",
" <td>-0.3432</td>\n",
" \n",
" <td>-0.7528</td>\n",
" \n",
" <td>2.9942</td>\n",
" \n",
" <td>-1.0148</td>\n",
" \n",
" <td>0.5963</td>\n",
" \n",
" <td>0.5675</td>\n",
" \n",
" <td>-0.7927</td>\n",
" \n",
" <td>-0.702</td>\n",
" \n",
" <td>-0.2604</td>\n",
" \n",
" <td>-0.4418</td>\n",
" \n",
" <td>-0.3608</td>\n",
" \n",
" <td>-0.3637</td>\n",
" \n",
" <td>0.8789</td>\n",
" \n",
" <td>-1.132</td>\n",
" \n",
" <td>-1.5441</td>\n",
" \n",
" <td>-0.5604</td>\n",
" \n",
" <td>-1.0154</td>\n",
" \n",
" <td>-0.4691</td>\n",
" \n",
" <td>-0.2971</td>\n",
" \n",
" <td>1.0073</td>\n",
" \n",
" <td>-0.6333</td>\n",
" \n",
" <td>1.4141</td>\n",
" \n",
" <td>0.5663</td>\n",
" \n",
" <td>-0.9913</td>\n",
" \n",
" <td>-1.4345</td>\n",
" \n",
" <td>1.3427</td>\n",
" \n",
" <td>-1.7962</td>\n",
" \n",
" <td>0.4575</td>\n",
" \n",
" <td>1.3941</td>\n",
" \n",
" <td>-0.2657</td>\n",
" \n",
" <td>-0.6567</td>\n",
" \n",
" <td>-0.5891</td>\n",
" \n",
" <td>-1.3502</td>\n",
" \n",
" <td>-0.6773</td>\n",
" \n",
" <td>-0.845</td>\n",
" \n",
" <td>-0.9469</td>\n",
" \n",
" <td>-0.8826</td>\n",
" \n",
" <td>0.6629</td>\n",
" \n",
" <td>-0.3883</td>\n",
" \n",
" <td>-1.7776</td>\n",
" \n",
" <td>1.5939</td>\n",
" \n",
" <td>0.3951</td>\n",
" \n",
" <td>0.5644</td>\n",
" \n",
" <td>-1.3094</td>\n",
" \n",
" <td>1.4583</td>\n",
" \n",
" <td>-0.6314</td>\n",
" \n",
" <td>2.9173</td>\n",
" \n",
" <td>1.7095</td>\n",
" \n",
" <td>0.7739</td>\n",
" \n",
" <td>-0.35</td>\n",
" \n",
" <td>1.0139</td>\n",
" \n",
" <td>1.1035</td>\n",
" \n",
" <td>-0.9251</td>\n",
" \n",
" <td>-0.3835</td>\n",
" \n",
" <td>-0.159</td>\n",
" \n",
" <td>-0.9722</td>\n",
" \n",
" <td>-2.6343</td>\n",
" \n",
" <td>-1.491</td>\n",
" \n",
" <td>0.2643</td>\n",
" \n",
" <td>-0.8239</td>\n",
" \n",
" <td>0.2691</td>\n",
" \n",
" <td>-0.9658</td>\n",
" \n",
" <td>0.3343</td>\n",
" \n",
" <td>-0.5097</td>\n",
" \n",
" <td>-1.3151</td>\n",
" \n",
" <td>0.6016</td>\n",
" \n",
" <td>1.183</td>\n",
" \n",
" <td>0.7132</td>\n",
" \n",
" <td>1.5857</td>\n",
" \n",
" <td>-1.0616</td>\n",
" \n",
" <td>0.1215</td>\n",
" \n",
" <td>-1.4411</td>\n",
" \n",
" <td>-0.3537</td>\n",
" \n",
" <td>-1.1427</td>\n",
" \n",
" <td>0.7109</td>\n",
" \n",
" <td>-0.1279</td>\n",
" \n",
" <td>0.798</td>\n",
" \n",
" <td>3.6298</td>\n",
" \n",
" <td>-0.446</td>\n",
" \n",
" <td>0.6768</td>\n",
" \n",
" <td>0.0014</td>\n",
" \n",
" <td>-0.8447</td>\n",
" \n",
" <td>0.1646</td>\n",
" \n",
" <td>0.6352</td>\n",
" \n",
" <td>0.3912</td>\n",
" \n",
" <td>-1.0172</td>\n",
" \n",
" <td>-0.0327</td>\n",
" \n",
" <td>-0.8787</td>\n",
" \n",
" <td>0.1617</td>\n",
" \n",
" <td>0.8298</td>\n",
" \n",
" <td>0.2118</td>\n",
" \n",
" <td>0.6317</td>\n",
" \n",
" <td>-1.6345</td>\n",
" \n",
" <td>0.8564</td>\n",
" \n",
" <td>0.1435</td>\n",
" \n",
" <td>-0.4859</td>\n",
" \n",
" <td>-0.4918</td>\n",
" \n",
" <td>1.8143</td>\n",
" \n",
" <td>0.0187</td>\n",
" \n",
" <td>2.5523</td>\n",
" \n",
" <td>-1.2886</td>\n",
" \n",
" <td>2.3069</td>\n",
" \n",
" <td>0.449</td>\n",
" \n",
" <td>2.1319</td>\n",
" \n",
" <td>1.9061</td>\n",
" \n",
" <td>-1.3437</td>\n",
" \n",
" <td>-0.6863</td>\n",
" \n",
" <td>3.3347</td>\n",
" \n",
" <td>-0.7553</td>\n",
" \n",
" <td>-0.57</td>\n",
" \n",
" <td>-1.2995</td>\n",
" \n",
" <td>-0.7692</td>\n",
" \n",
" <td>2.0804</td>\n",
" \n",
" <td>1.511</td>\n",
" \n",
" <td>-0.4897</td>\n",
" \n",
" <td>0.7364</td>\n",
" \n",
" <td>0.5051</td>\n",
" \n",
" <td>324</td>\n",
" \n",
" <td>-1.4453</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" <td>-1.356</td>\n",
" \n",
" <td>-0.823</td>\n",
" \n",
" <td>-0.1152</td>\n",
" \n",
" <td>0.8049</td>\n",
" \n",
" <td>0.6407</td>\n",
" \n",
" <td>-0.7791</td>\n",
" \n",
" <td>0.019</td>\n",
" \n",
" <td>-0.8501</td>\n",
" \n",
" <td>-0.1789</td>\n",
" \n",
" <td>0.3187</td>\n",
" \n",
" <td>-1.8791</td>\n",
" \n",
" <td>0.7578</td>\n",
" \n",
" <td>0.0247</td>\n",
" \n",
" <td>-0.3133</td>\n",
" \n",
" <td>-1.0145</td>\n",
" \n",
" <td>0.9599</td>\n",
" \n",
" <td>-1.1468</td>\n",
" \n",
" <td>-0.232</td>\n",
" \n",
" <td>-0.0035</td>\n",
" \n",
" <td>3.393</td>\n",
" \n",
" <td>2.3014</td>\n",
" \n",
" <td>-0.9862</td>\n",
" \n",
" <td>-0.4808</td>\n",
" \n",
" <td>1.711</td>\n",
" \n",
" <td>-0.7203</td>\n",
" \n",
" <td>-0.4436</td>\n",
" \n",
" <td>-0.8815</td>\n",
" \n",
" <td>-0.6392</td>\n",
" \n",
" <td>-0.729</td>\n",
" \n",
" <td>0.4407</td>\n",
" \n",
" <td>-0.1818</td>\n",
" \n",
" <td>0.994</td>\n",
" \n",
" <td>2.6595</td>\n",
" \n",
" <td>0.4342</td>\n",
" \n",
" <td>1.1092</td>\n",
" \n",
" <td>0.9198</td>\n",
" \n",
" <td>-0.5092</td>\n",
" \n",
" <td>1.0346</td>\n",
" \n",
" <td>0.8707</td>\n",
" \n",
" <td>-0.0061</td>\n",
" \n",
" <td>0.1721</td>\n",
" \n",
" <td>0.8326</td>\n",
" \n",
" <td>1.0545</td>\n",
" \n",
" <td>-0.2368</td>\n",
" \n",
" <td>0.5325</td>\n",
" \n",
" <td>2.5337</td>\n",
" \n",
" <td>2.6287</td>\n",
" \n",
" <td>0.9452</td>\n",
" \n",
" <td>0.1586</td>\n",
" \n",
" <td>0.737</td>\n",
" \n",
" <td>0.2433</td>\n",
" \n",
" <td>0.8516</td>\n",
" \n",
" <td>-0.6492</td>\n",
" \n",
" <td>-1.1709</td>\n",
" \n",
" <td>0.5309</td>\n",
" \n",
" <td>1.0208</td>\n",
" \n",
" <td>-0.6024</td>\n",
" \n",
" <td>0.1677</td>\n",
" \n",
" <td>-0.3747</td>\n",
" \n",
" <td>-0.7168</td>\n",
" \n",
" <td>2.2263</td>\n",
" \n",
" <td>-0.4715</td>\n",
" \n",
" <td>-0.1031</td>\n",
" \n",
" <td>-0.3716</td>\n",
" \n",
" <td>0.4297</td>\n",
" \n",
" <td>-1.2248</td>\n",
" \n",
" <td>-1.1883</td>\n",
" \n",
" <td>-1.0343</td>\n",
" \n",
" <td>-0.7416</td>\n",
" \n",
" <td>-0.0741</td>\n",
" \n",
" <td>-0.2655</td>\n",
" \n",
" <td>-0.0954</td>\n",
" \n",
" <td>0.578</td>\n",
" \n",
" <td>0.4993</td>\n",
" \n",
" <td>-0.1971</td>\n",
" \n",
" <td>-2.0816</td>\n",
" \n",
" <td>-0.0377</td>\n",
" \n",
" <td>0.6283</td>\n",
" \n",
" <td>-0.7101</td>\n",
" \n",
" <td>-0.5746</td>\n",
" \n",
" <td>-0.6751</td>\n",
" \n",
" <td>0.0489</td>\n",
" \n",
" <td>0.0024</td>\n",
" \n",
" <td>0.0181</td>\n",
" \n",
" <td>-0.9192</td>\n",
" \n",
" <td>-0.4633</td>\n",
" \n",
" <td>-1.128</td>\n",
" \n",
" <td>-0.5204</td>\n",
" \n",
" <td>-0.9196</td>\n",
" \n",
" <td>-0.8471</td>\n",
" \n",
" <td>-0.6133</td>\n",
" \n",
" <td>-0.9005</td>\n",
" \n",
" <td>-1.0626</td>\n",
" \n",
" <td>-0.7858</td>\n",
" \n",
" <td>-1.0635</td>\n",
" \n",
" <td>1.0837</td>\n",
" \n",
" <td>-1.2261</td>\n",
" \n",
" <td>0.0407</td>\n",
" \n",
" <td>-2.5135</td>\n",
" \n",
" <td>-0.6634</td>\n",
" \n",
" <td>-0.2363</td>\n",
" \n",
" <td>-0.8458</td>\n",
" \n",
" <td>-0.9347</td>\n",
" \n",
" <td>-0.792</td>\n",
" \n",
" <td>-1.9295</td>\n",
" \n",
" <td>-0.3581</td>\n",
" \n",
" <td>-0.3501</td>\n",
" \n",
" <td>-0.0667</td>\n",
" \n",
" <td>-0.0236</td>\n",
" \n",
" <td>-1.1255</td>\n",
" \n",
" <td>-1.3594</td>\n",
" \n",
" <td>1.0055</td>\n",
" \n",
" <td>1.2381</td>\n",
" \n",
" <td>-1.8972</td>\n",
" \n",
" <td>0.1921</td>\n",
" \n",
" <td>-1.6924</td>\n",
" \n",
" <td>-0.4155</td>\n",
" \n",
" <td>0.2601</td>\n",
" \n",
" <td>-0.7051</td>\n",
" \n",
" <td>1.7229</td>\n",
" \n",
" <td>0.0366</td>\n",
" \n",
" <td>0.086</td>\n",
" \n",
" <td>-0.1848</td>\n",
" \n",
" <td>-0.5084</td>\n",
" \n",
" <td>-1.5678</td>\n",
" \n",
" <td>-0.3617</td>\n",
" \n",
" <td>-0.6429</td>\n",
" \n",
" <td>-0.2785</td>\n",
" \n",
" <td>-0.6023</td>\n",
" \n",
" <td>0.0819</td>\n",
" \n",
" <td>-0.3191</td>\n",
" \n",
" <td>-0.2263</td>\n",
" \n",
" <td>0.0717</td>\n",
" \n",
" <td>1.2575</td>\n",
" \n",
" <td>1.3136</td>\n",
" \n",
" <td>1.8564</td>\n",
" \n",
" <td>-1.8317</td>\n",
" \n",
" <td>0.345</td>\n",
" \n",
" <td>0.4198</td>\n",
" \n",
" <td>1.5959</td>\n",
" \n",
" <td>-0.1352</td>\n",
" \n",
" <td>2.4029</td>\n",
" \n",
" <td>1.3096</td>\n",
" \n",
" <td>0.6178</td>\n",
" \n",
" <td>0.6717</td>\n",
" \n",
" <td>-1.5513</td>\n",
" \n",
" <td>-1.0254</td>\n",
" \n",
" <td>-1.5701</td>\n",
" \n",
" <td>1.5426</td>\n",
" \n",
" <td>-0.7811</td>\n",
" \n",
" <td>1.0668</td>\n",
" \n",
" <td>-0.1871</td>\n",
" \n",
" <td>4.7968</td>\n",
" \n",
" <td>1.0087</td>\n",
" \n",
" <td>-0.9366</td>\n",
" \n",
" <td>0.5143</td>\n",
" \n",
" <td>-0.6269</td>\n",
" \n",
" <td>0.0305</td>\n",
" \n",
" <td>-0.9524</td>\n",
" \n",
" <td>0.7286</td>\n",
" \n",
" <td>-0.6928</td>\n",
" \n",
" <td>-1.0389</td>\n",
" \n",
" <td>-0.8588</td>\n",
" \n",
" <td>-2.1199</td>\n",
" \n",
" <td>-0.8739</td>\n",
" \n",
" <td>-0.8028</td>\n",
" \n",
" <td>-0.8157</td>\n",
" \n",
" <td>-0.4166</td>\n",
" \n",
" <td>0.3573</td>\n",
" \n",
" <td>0.2189</td>\n",
" \n",
" <td>-0.4476</td>\n",
" \n",
" <td>1.5885</td>\n",
" \n",
" <td>-0.2575</td>\n",
" \n",
" <td>-0.2048</td>\n",
" \n",
" <td>0.4115</td>\n",
" \n",
" <td>0.9286</td>\n",
" \n",
" <td>-0.1767</td>\n",
" \n",
" <td>-0.5213</td>\n",
" \n",
" <td>-0.2291</td>\n",
" \n",
" <td>-0.1822</td>\n",
" \n",
" <td>0.0464</td>\n",
" \n",
" <td>-0.1761</td>\n",
" \n",
" <td>-0.5944</td>\n",
" \n",
" <td>-0.7601</td>\n",
" \n",
" <td>-0.2601</td>\n",
" \n",
" <td>-0.0114</td>\n",
" \n",
" <td>-0.1357</td>\n",
" \n",
" <td>0.2314</td>\n",
" \n",
" <td>-0.2133</td>\n",
" \n",
" <td>0.2946</td>\n",
" \n",
" <td>0.384</td>\n",
" \n",
" <td>1.4876</td>\n",
" \n",
" <td>1.4191</td>\n",
" \n",
" <td>1.5584</td>\n",
" \n",
" <td>0.7482</td>\n",
" \n",
" <td>-0.6697</td>\n",
" \n",
" <td>2.8105</td>\n",
" \n",
" <td>-0.2336</td>\n",
" \n",
" <td>2.198</td>\n",
" \n",
" <td>1.6435</td>\n",
" \n",
" <td>2.3762</td>\n",
" \n",
" <td>1.0266</td>\n",
" \n",
" <td>2.0344</td>\n",
" \n",
" <td>2.6234</td>\n",
" \n",
" <td>1.176</td>\n",
" \n",
" <td>0.2785</td>\n",
" \n",
" <td>2.0995</td>\n",
" \n",
" <td>2.5729</td>\n",
" \n",
" <td>0.1165</td>\n",
" \n",
" <td>1.4775</td>\n",
" \n",
" <td>1.6828</td>\n",
" \n",
" <td>1.7757</td>\n",
" \n",
" <td>0.7938</td>\n",
" \n",
" <td>-0.7558</td>\n",
" \n",
" <td>1.9888</td>\n",
" \n",
" <td>2.261</td>\n",
" \n",
" <td>2.1502</td>\n",
" \n",
" <td>-0.4368</td>\n",
" \n",
" <td>-0.0301</td>\n",
" \n",
" <td>-0.591</td>\n",
" \n",
" <td>0.4086</td>\n",
" \n",
" <td>0.6539</td>\n",
" \n",
" <td>0.6586</td>\n",
" \n",
" <td>0.1094</td>\n",
" \n",
" <td>0.4475</td>\n",
" \n",
" <td>-0.6253</td>\n",
" \n",
" <td>-1.1395</td>\n",
" \n",
" <td>-0.6595</td>\n",
" \n",
" <td>-0.9569</td>\n",
" \n",
" <td>-0.8321</td>\n",
" \n",
" <td>-0.5855</td>\n",
" \n",
" <td>-0.2116</td>\n",
" \n",
" <td>-0.789</td>\n",
" \n",
" <td>-1.0725</td>\n",
" \n",
" <td>-0.5171</td>\n",
" \n",
" <td>-0.7124</td>\n",
" \n",
" <td>-0.5152</td>\n",
" \n",
" <td>0.0768</td>\n",
" \n",
" <td>1.1509</td>\n",
" \n",
" <td>0.3818</td>\n",
" \n",
" <td>0.0755</td>\n",
" \n",
" <td>-0.6167</td>\n",
" \n",
" <td>-0.3583</td>\n",
" \n",
" <td>-0.115</td>\n",
" \n",
" <td>0.308</td>\n",
" \n",
" <td>1.8223</td>\n",
" \n",
" <td>-0.275</td>\n",
" \n",
" <td>-0.3073</td>\n",
" \n",
" <td>0.8842</td>\n",
" \n",
" <td>1.2266</td>\n",
" \n",
" <td>0.1445</td>\n",
" \n",
" <td>0.5407</td>\n",
" \n",
" <td>-0.7188</td>\n",
" \n",
" <td>-0.4597</td>\n",
" \n",
" <td>-0.0095</td>\n",
" \n",
" <td>0.386</td>\n",
" \n",
" <td>0.2345</td>\n",
" \n",
" <td>1.8231</td>\n",
" \n",
" <td>-0.914</td>\n",
" \n",
" <td>-0.1337</td>\n",
" \n",
" <td>-0.2783</td>\n",
" \n",
" <td>0.2236</td>\n",
" \n",
" <td>0.5871</td>\n",
" \n",
" <td>-0.503</td>\n",
" \n",
" <td>-1.0801</td>\n",
" \n",
" <td>-0.2092</td>\n",
" \n",
" <td>-0.1444</td>\n",
" \n",
" <td>0.6007</td>\n",
" \n",
" <td>1.6391</td>\n",
" \n",
" <td>0.5931</td>\n",
" \n",
" <td>-0.0381</td>\n",
" \n",
" <td>-1.1007</td>\n",
" \n",
" <td>0.0132</td>\n",
" \n",
" <td>-0.7368</td>\n",
" \n",
" <td>-0.863</td>\n",
" \n",
" <td>0.2917</td>\n",
" \n",
" <td>0.615</td>\n",
" \n",
" <td>1.0182</td>\n",
" \n",
" <td>-0.6417</td>\n",
" \n",
" <td>-0.5343</td>\n",
" \n",
" <td>-0.3513</td>\n",
" \n",
" <td>-1.8706</td>\n",
" \n",
" <td>0.578</td>\n",
" \n",
" <td>-0.5063</td>\n",
" \n",
" <td>0.4412</td>\n",
" \n",
" <td>-0.1602</td>\n",
" \n",
" <td>0.4812</td>\n",
" \n",
" <td>-1.1374</td>\n",
" \n",
" <td>-1.0653</td>\n",
" \n",
" <td>-0.1959</td>\n",
" \n",
" <td>-0.3792</td>\n",
" \n",
" <td>-0.5701</td>\n",
" \n",
" <td>-0.0881</td>\n",
" \n",
" <td>0.2484</td>\n",
" \n",
" <td>-1.4679</td>\n",
" \n",
" <td>0.1381</td>\n",
" \n",
" <td>-0.6259</td>\n",
" \n",
" <td>-0.4988</td>\n",
" \n",
" <td>-0.2006</td>\n",
" \n",
" <td>-0.3598</td>\n",
" \n",
" <td>-0.2207</td>\n",
" \n",
" <td>-0.6097</td>\n",
" \n",
" <td>-0.1845</td>\n",
" \n",
" <td>-0.2719</td>\n",
" \n",
" <td>-1.6252</td>\n",
" \n",
" <td>0.5788</td>\n",
" \n",
" <td>0.2978</td>\n",
" \n",
" <td>-0.0605</td>\n",
" \n",
" <td>0.4026</td>\n",
" \n",
" <td>-0.5311</td>\n",
" \n",
" <td>0.9682</td>\n",
" \n",
" <td>0.1622</td>\n",
" \n",
" <td>0.1754</td>\n",
" \n",
" <td>-0.6621</td>\n",
" \n",
" <td>0.9567</td>\n",
" \n",
" <td>0.0855</td>\n",
" \n",
" <td>-0.2552</td>\n",
" \n",
" <td>-0.7517</td>\n",
" \n",
" <td>-1.7897</td>\n",
" \n",
" <td>0.1276</td>\n",
" \n",
" <td>-0.7093</td>\n",
" \n",
" <td>1.0266</td>\n",
" \n",
" <td>-0.4824</td>\n",
" \n",
" <td>-1.3546</td>\n",
" \n",
" <td>-0.6822</td>\n",
" \n",
" <td>0.0044</td>\n",
" \n",
" <td>0.5521</td>\n",
" \n",
" <td>1.6404</td>\n",
" \n",
" <td>-0.4074</td>\n",
" \n",
" <td>3.2903</td>\n",
" \n",
" <td>1.3014</td>\n",
" \n",
" <td>-0.5473</td>\n",
" \n",
" <td>1.0644</td>\n",
" \n",
" <td>-0.2631</td>\n",
" \n",
" <td>0.1194</td>\n",
" \n",
" <td>3.5329</td>\n",
" \n",
" <td>-0.7724</td>\n",
" \n",
" <td>0.7791</td>\n",
" \n",
" <td>-0.3294</td>\n",
" \n",
" <td>-0.7901</td>\n",
" \n",
" <td>-0.4524</td>\n",
" \n",
" <td>-0.4326</td>\n",
" \n",
" <td>1.08</td>\n",
" \n",
" <td>-1.5208</td>\n",
" \n",
" <td>0.3925</td>\n",
" \n",
" <td>-0.3771</td>\n",
" \n",
" <td>-0.291</td>\n",
" \n",
" <td>-0.267</td>\n",
" \n",
" <td>-0.0983</td>\n",
" \n",
" <td>0.1031</td>\n",
" \n",
" <td>-1.1447</td>\n",
" \n",
" <td>-0.5511</td>\n",
" \n",
" <td>2.2684</td>\n",
" \n",
" <td>0.0793</td>\n",
" \n",
" <td>-0.1349</td>\n",
" \n",
" <td>0.0942</td>\n",
" \n",
" <td>-2.6643</td>\n",
" \n",
" <td>-1.342</td>\n",
" \n",
" <td>-1.3468</td>\n",
" \n",
" <td>0.0218</td>\n",
" \n",
" <td>-1.0357</td>\n",
" \n",
" <td>-0.8175</td>\n",
" \n",
" <td>-0.5388</td>\n",
" \n",
" <td>-1.0844</td>\n",
" \n",
" <td>-0.0363</td>\n",
" \n",
" <td>-1.3553</td>\n",
" \n",
" <td>0.8345</td>\n",
" \n",
" <td>1.1671</td>\n",
" \n",
" <td>0.3513</td>\n",
" \n",
" <td>-0.9512</td>\n",
" \n",
" <td>-0.3441</td>\n",
" \n",
" <td>-0.1125</td>\n",
" \n",
" <td>-0.2355</td>\n",
" \n",
" <td>0.6839</td>\n",
" \n",
" <td>0.5553</td>\n",
" \n",
" <td>-0.4894</td>\n",
" \n",
" <td>-0.2602</td>\n",
" \n",
" <td>0.5751</td>\n",
" \n",
" <td>0.0644</td>\n",
" \n",
" <td>-0.6964</td>\n",
" \n",
" <td>0.241</td>\n",
" \n",
" <td>-1.0533</td>\n",
" \n",
" <td>1.5362</td>\n",
" \n",
" <td>-0.5922</td>\n",
" \n",
" <td>-0.888</td>\n",
" \n",
" <td>-0.1063</td>\n",
" \n",
" <td>-0.8523</td>\n",
" \n",
" <td>-0.0247</td>\n",
" \n",
" <td>0.8883</td>\n",
" \n",
" <td>-0.5246</td>\n",
" \n",
" <td>2.5278</td>\n",
" \n",
" <td>0.492</td>\n",
" \n",
" <td>-0.3794</td>\n",
" \n",
" <td>-1.1067</td>\n",
" \n",
" <td>-0.5327</td>\n",
" \n",
" <td>-0.2331</td>\n",
" \n",
" <td>-0.4107</td>\n",
" \n",
" <td>0.4504</td>\n",
" \n",
" <td>0.1877</td>\n",
" \n",
" <td>-0.5545</td>\n",
" \n",
" <td>-0.8399</td>\n",
" \n",
" <td>-1.1077</td>\n",
" \n",
" <td>0.5366</td>\n",
" \n",
" <td>-0.7219</td>\n",
" \n",
" <td>-0.1479</td>\n",
" \n",
" <td>1.2158</td>\n",
" \n",
" <td>0.2541</td>\n",
" \n",
" <td>0.6301</td>\n",
" \n",
" <td>0.2587</td>\n",
" \n",
" <td>0.0515</td>\n",
" \n",
" <td>0.8019</td>\n",
" \n",
" <td>369</td>\n",
" \n",
" <td>-1.5766</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>stad_tcga_pan_can_atlas_2018</td>\n",
" \n",
" <td>-0.649</td>\n",
" \n",
" <td>0.7404</td>\n",
" \n",
" <td>2.4794</td>\n",
" \n",
" <td>0.7786</td>\n",
" \n",
" <td>-0.41</td>\n",
" \n",
" <td>0.3437</td>\n",
" \n",
" <td>0.3304</td>\n",
" \n",
" <td>0.7867</td>\n",
" \n",
" <td>-0.5854</td>\n",
" \n",
" <td>1.1232</td>\n",
" \n",
" <td>-0.6506</td>\n",
" \n",
" <td>-0.0151</td>\n",
" \n",
" <td>-0.4295</td>\n",
" \n",
" <td>0.8211</td>\n",
" \n",
" <td>0.8953</td>\n",
" \n",
" <td>1.2237</td>\n",
" \n",
" <td>-0.7039</td>\n",
" \n",
" <td>0.8387</td>\n",
" \n",
" <td>2.0071</td>\n",
" \n",
" <td>-1.5706</td>\n",
" \n",
" <td>-0.2942</td>\n",
" \n",
" <td>-0.5736</td>\n",
" \n",
" <td>-0.1155</td>\n",
" \n",
" <td>-0.6154</td>\n",
" \n",
" <td>-0.7987</td>\n",
" \n",
" <td>0.3507</td>\n",
" \n",
" <td>-0.2541</td>\n",
" \n",
" <td>-1.5355</td>\n",
" \n",
" <td>-0.6686</td>\n",
" \n",
" <td>-1.0341</td>\n",
" \n",
" <td>0.8926</td>\n",
" \n",
" <td>1.0448</td>\n",
" \n",
" <td>0.5029</td>\n",
" \n",
" <td>-0.9616</td>\n",
" \n",
" <td>-0.7487</td>\n",
" \n",
" <td>-0.6984</td>\n",
" \n",
" <td>-0.2466</td>\n",
" \n",
" <td>-0.3029</td>\n",
" \n",
" <td>-1.0337</td>\n",
" \n",
" <td>1.6094</td>\n",
" \n",
" <td>1.7895</td>\n",
" \n",
" <td>-0.7688</td>\n",
" \n",
" <td>0.3742</td>\n",
" \n",
" <td>0.2161</td>\n",
" \n",
" <td>0.0683</td>\n",
" \n",
" <td>0.6799</td>\n",
" \n",
" <td>2.7762</td>\n",
" \n",
" <td>-0.3979</td>\n",
" \n",
" <td>1.3517</td>\n",
" \n",
" <td>-0.8822</td>\n",
" \n",
" <td>-0.6271</td>\n",
" \n",
" <td>2.5553</td>\n",
" \n",
" <td>-0.0029</td>\n",
" \n",
" <td>2.9689</td>\n",
" \n",
" <td>-0.3405</td>\n",
" \n",
" <td>1.4095</td>\n",
" \n",
" <td>0.5692</td>\n",
" \n",
" <td>0.7627</td>\n",
" \n",
" <td>-0.9542</td>\n",
" \n",
" <td>0.9351</td>\n",
" \n",
" <td>0.5225</td>\n",
" \n",
" <td>0.0567</td>\n",
" \n",
" <td>0.456</td>\n",
" \n",
" <td>-0.7687</td>\n",
" \n",
" <td>-0.5953</td>\n",
" \n",
" <td>-0.9798</td>\n",
" \n",
" <td>-0.8077</td>\n",
" \n",
" <td>-0.1495</td>\n",
" \n",
" <td>0.0756</td>\n",
" \n",
" <td>-0.6353</td>\n",
" \n",
" <td>1.4343</td>\n",
" \n",
" <td>-0.0939</td>\n",
" \n",
" <td>-0.4571</td>\n",
" \n",
" <td>1.3607</td>\n",
" \n",
" <td>-0.3009</td>\n",
" \n",
" <td>0.144</td>\n",
" \n",
" <td>0.174</td>\n",
" \n",
" <td>-1.0094</td>\n",
" \n",
" <td>0.6586</td>\n",
" \n",
" <td>0.0209</td>\n",
" \n",
" <td>1.9442</td>\n",
" \n",
" <td>-0.9595</td>\n",
" \n",
" <td>-1.4161</td>\n",
" \n",
" <td>0.2587</td>\n",
" \n",
" <td>-0.5426</td>\n",
" \n",
" <td>0.8694</td>\n",
" \n",
" <td>-0.9582</td>\n",
" \n",
" <td>-1.4154</td>\n",
" \n",
" <td>1.0273</td>\n",
" \n",
" <td>-0.3032</td>\n",
" \n",
" <td>-1.0268</td>\n",
" \n",
" <td>0.0464</td>\n",
" \n",
" <td>1.7911</td>\n",
" \n",
" <td>-1.3106</td>\n",
" \n",
" <td>-0.5266</td>\n",
" \n",
" <td>1.1207</td>\n",
" \n",
" <td>0.0155</td>\n",
" \n",
" <td>0.3821</td>\n",
" \n",
" <td>0.8539</td>\n",
" \n",
" <td>0.022</td>\n",
" \n",
" <td>1.0651</td>\n",
" \n",
" <td>-0.1704</td>\n",
" \n",
" <td>0.6649</td>\n",
" \n",
" <td>-0.8058</td>\n",
" \n",
" <td>-0.1916</td>\n",
" \n",
" <td>1.3453</td>\n",
" \n",
" <td>0.4081</td>\n",
" \n",
" <td>-0.4484</td>\n",
" \n",
" <td>-0.6741</td>\n",
" \n",
" <td>-0.1174</td>\n",
" \n",
" <td>0.8858</td>\n",
" \n",
" <td>-0.6554</td>\n",
" \n",
" <td>1.0099</td>\n",
" \n",
" <td>-0.0036</td>\n",
" \n",
" <td>-1.3159</td>\n",
" \n",
" <td>-0.3896</td>\n",
" \n",
" <td>-1.3459</td>\n",
" \n",
" <td>-1.4563</td>\n",
" \n",
" <td>-1.3146</td>\n",
" \n",
" <td>-0.3651</td>\n",
" \n",
" <td>-1.1379</td>\n",
" \n",
" <td>-1.3321</td>\n",
" \n",
" <td>0.9575</td>\n",
" \n",
" <td>-1.1469</td>\n",
" \n",
" <td>-1.2611</td>\n",
" \n",
" <td>-0.9134</td>\n",
" \n",
" <td>0.5806</td>\n",
" \n",
" <td>-0.9755</td>\n",
" \n",
" <td>-0.6764</td>\n",
" \n",
" <td>-1.2248</td>\n",
" \n",
" <td>-1.2675</td>\n",
" \n",
" <td>-1.5226</td>\n",
" \n",
" <td>1.354</td>\n",
" \n",
" <td>0.2679</td>\n",
" \n",
" <td>0.8347</td>\n",
" \n",
" <td>-1.0574</td>\n",
" \n",
" <td>0.817</td>\n",
" \n",
" <td>0.8488</td>\n",
" \n",
" <td>0.1299</td>\n",
" \n",
" <td>2.3403</td>\n",
" \n",
" <td>0.0437</td>\n",
" \n",
" <td>1.1204</td>\n",
" \n",
" <td>-0.2788</td>\n",
" \n",
" <td>0.8395</td>\n",
" \n",
" <td>-0.6798</td>\n",
" \n",
" <td>2.2339</td>\n",
" \n",
" <td>0.0439</td>\n",
" \n",
" <td>-0.0674</td>\n",
" \n",
" <td>1.9499</td>\n",
" \n",
" <td>0.1576</td>\n",
" \n",
" <td>0.719</td>\n",
" \n",
" <td>-1.1757</td>\n",
" \n",
" <td>-0.6393</td>\n",
" \n",
" <td>-0.3147</td>\n",
" \n",
" <td>-1.7656</td>\n",
" \n",
" <td>-0.3722</td>\n",
" \n",
" <td>-0.7105</td>\n",
" \n",
" <td>-0.3594</td>\n",
" \n",
" <td>-0.2428</td>\n",
" \n",
" <td>-0.2241</td>\n",
" \n",
" <td>-1.108</td>\n",
" \n",
" <td>-0.4194</td>\n",
" \n",
" <td>-0.2251</td>\n",
" \n",
" <td>-0.2103</td>\n",
" \n",
" <td>-1.2632</td>\n",
" \n",
" <td>-0.872</td>\n",
" \n",
" <td>-0.2767</td>\n",
" \n",
" <td>-0.2613</td>\n",
" \n",
" <td>-0.7362</td>\n",
" \n",
" <td>-0.1773</td>\n",
" \n",
" <td>0.4471</td>\n",
" \n",
" <td>-0.7709</td>\n",
" \n",
" <td>1.4994</td>\n",
" \n",
" <td>0.0798</td>\n",
" \n",
" <td>1.1133</td>\n",
" \n",
" <td>0.872</td>\n",
" \n",
" <td>-0.3653</td>\n",
" \n",
" <td>0.2205</td>\n",
" \n",
" <td>-0.3911</td>\n",
" \n",
" <td>-0.4297</td>\n",
" \n",
" <td>-0.9146</td>\n",
" \n",
" <td>0.3159</td>\n",
" \n",
" <td>-0.5494</td>\n",
" \n",
" <td>-0.3872</td>\n",
" \n",
" <td>-1.3149</td>\n",
" \n",
" <td>0.2753</td>\n",
" \n",
" <td>-1.2054</td>\n",
" \n",
" <td>-0.7367</td>\n",
" \n",
" <td>0.1162</td>\n",
" \n",
" <td>-0.3338</td>\n",
" \n",
" <td>0.8506</td>\n",
" \n",
" <td>-0.1246</td>\n",
" \n",
" <td>3.3154</td>\n",
" \n",
" <td>2.6422</td>\n",
" \n",
" <td>-0.3928</td>\n",
" \n",
" <td>5.3288</td>\n",
" \n",
" <td>-0.3645</td>\n",
" \n",
" <td>-0.2747</td>\n",
" \n",
" <td>1.0755</td>\n",
" \n",
" <td>2.4232</td>\n",
" \n",
" <td>2.5078</td>\n",
" \n",
" <td>0.4441</td>\n",
" \n",
" <td>1.579</td>\n",
" \n",
" <td>-0.8843</td>\n",
" \n",
" <td>0.1009</td>\n",
" \n",
" <td>-0.8811</td>\n",
" \n",
" <td>0.1435</td>\n",
" \n",
" <td>0.7249</td>\n",
" \n",
" <td>0.6211</td>\n",
" \n",
" <td>-0.6207</td>\n",
" \n",
" <td>-0.4884</td>\n",
" \n",
" <td>1.3996</td>\n",
" \n",
" <td>0.1494</td>\n",
" \n",
" <td>0.6971</td>\n",
" \n",
" <td>0.4796</td>\n",
" \n",
" <td>0.1471</td>\n",
" \n",
" <td>4.1512</td>\n",
" \n",
" <td>-0.9742</td>\n",
" \n",
" <td>-0.3056</td>\n",
" \n",
" <td>-0.488</td>\n",
" \n",
" <td>-0.7168</td>\n",
" \n",
" <td>-0.7464</td>\n",
" \n",
" <td>-0.4422</td>\n",
" \n",
" <td>1.2604</td>\n",
" \n",
" <td>-0.6444</td>\n",
" \n",
" <td>0.1585</td>\n",
" \n",
" <td>-0.1103</td>\n",
" \n",
" <td>-0.5458</td>\n",
" \n",
" <td>-0.5625</td>\n",
" \n",
" <td>0.2174</td>\n",
" \n",
" <td>-0.315</td>\n",
" \n",
" <td>1.1711</td>\n",
" \n",
" <td>0.1117</td>\n",
" \n",
" <td>-1.612</td>\n",
" \n",
" <td>2.009</td>\n",
" \n",
" <td>0.1097</td>\n",
" \n",
" <td>0.5708</td>\n",
" \n",
" <td>-0.8586</td>\n",
" \n",
" <td>-0.9302</td>\n",
" \n",
" <td>-0.3196</td>\n",
" \n",
" <td>-0.0252</td>\n",
" \n",
" <td>-0.4164</td>\n",
" \n",
" <td>-0.8949</td>\n",
" \n",
" <td>0.4334</td>\n",
" \n",
" <td>-0.4241</td>\n",
" \n",
" <td>-0.7985</td>\n",
" \n",
" <td>0.0188</td>\n",
" \n",
" <td>-1.0213</td>\n",
" \n",
" <td>-0.0042</td>\n",
" \n",
" <td>0.8187</td>\n",
" \n",
" <td>-0.1126</td>\n",
" \n",
" <td>-0.1885</td>\n",
" \n",
" <td>-1.3969</td>\n",
" \n",
" <td>-1.1352</td>\n",
" \n",
" <td>-1.0835</td>\n",
" \n",
" <td>-0.0455</td>\n",
" \n",
" <td>2.3176</td>\n",
" \n",
" <td>1.3308</td>\n",
" \n",
" <td>-0.6498</td>\n",
" \n",
" <td>1.1393</td>\n",
" \n",
" <td>-0.7696</td>\n",
" \n",
" <td>-0.2197</td>\n",
" \n",
" <td>-0.8134</td>\n",
" \n",
" <td>-0.9764</td>\n",
" \n",
" <td>-0.0101</td>\n",
" \n",
" <td>1.5023</td>\n",
" \n",
" <td>1.6481</td>\n",
" \n",
" <td>0.3269</td>\n",
" \n",
" <td>-0.5343</td>\n",
" \n",
" <td>-0.2677</td>\n",
" \n",
" <td>-0.1451</td>\n",
" \n",
" <td>1.2726</td>\n",
" \n",
" <td>-0.6167</td>\n",
" \n",
" <td>0.2082</td>\n",
" \n",
" <td>0.1665</td>\n",
" \n",
" <td>-1.4216</td>\n",
" \n",
" <td>0.17</td>\n",
" \n",
" <td>-0.7808</td>\n",
" \n",
" <td>1.8169</td>\n",
" \n",
" <td>-0.1301</td>\n",
" \n",
" <td>-0.8017</td>\n",
" \n",
" <td>-0.618</td>\n",
" \n",
" <td>-1.0834</td>\n",
" \n",
" <td>-0.5461</td>\n",
" \n",
" <td>-0.9973</td>\n",
" \n",
" <td>0.3797</td>\n",
" \n",
" <td>1.1019</td>\n",
" \n",
" <td>0.3479</td>\n",
" \n",
" <td>0.8785</td>\n",
" \n",
" <td>-0.3906</td>\n",
" \n",
" <td>1.0424</td>\n",
" \n",
" <td>-0.6566</td>\n",
" \n",
" <td>0.889</td>\n",
" \n",
" <td>-0.0136</td>\n",
" \n",
" <td>-0.2385</td>\n",
" \n",
" <td>2.871</td>\n",
" \n",
" <td>-0.8366</td>\n",
" \n",
" <td>0.1737</td>\n",
" \n",
" <td>0.356</td>\n",
" \n",
" <td>0.217</td>\n",
" \n",
" <td>-0.4098</td>\n",
" \n",
" <td>-0.0223</td>\n",
" \n",
" <td>-1.3071</td>\n",
" \n",
" <td>-0.4331</td>\n",
" \n",
" <td>0.7845</td>\n",
" \n",
" <td>2.982</td>\n",
" \n",
" <td>0.1813</td>\n",
" \n",
" <td>1.8418</td>\n",
" \n",
" <td>0.0011</td>\n",
" \n",
" <td>0.9679</td>\n",
" \n",
" <td>0.2038</td>\n",
" \n",
" <td>2.091</td>\n",
" \n",
" <td>-1.1543</td>\n",
" \n",
" <td>0.0196</td>\n",
" \n",
" <td>-0.106</td>\n",
" \n",
" <td>-0.5495</td>\n",
" \n",
" <td>0.1623</td>\n",
" \n",
" <td>0.009</td>\n",
" \n",
" <td>0.4936</td>\n",
" \n",
" <td>-1.0625</td>\n",
" \n",
" <td>-0.294</td>\n",
" \n",
" <td>1.3549</td>\n",
" \n",
" <td>-0.5532</td>\n",
" \n",
" <td>-0.0503</td>\n",
" \n",
" <td>-0.9947</td>\n",
" \n",
" <td>0.0063</td>\n",
" \n",
" <td>0.4397</td>\n",
" \n",
" <td>-0.1061</td>\n",
" \n",
" <td>-0.5662</td>\n",
" \n",
" <td>2.0146</td>\n",
" \n",
" <td>0.7892</td>\n",
" \n",
" <td>-0.2085</td>\n",
" \n",
" <td>0.0277</td>\n",
" \n",
" <td>1.1872</td>\n",
" \n",
" <td>-1.4913</td>\n",
" \n",
" <td>-0.2082</td>\n",
" \n",
" <td>0.9705</td>\n",
" \n",
" <td>0.1088</td>\n",
" \n",
" <td>-0.7898</td>\n",
" \n",
" <td>0.1089</td>\n",
" \n",
" <td>-1.7144</td>\n",
" \n",
" <td>-1.4277</td>\n",
" \n",
" <td>-0.6565</td>\n",
" \n",
" <td>-1.3718</td>\n",
" \n",
" <td>-0.894</td>\n",
" \n",
" <td>-0.0369</td>\n",
" \n",
" <td>0.9481</td>\n",
" \n",
" <td>-0.3859</td>\n",
" \n",
" <td>0.1337</td>\n",
" \n",
" <td>0.0986</td>\n",
" \n",
" <td>-1.1646</td>\n",
" \n",
" <td>0.3399</td>\n",
" \n",
" <td>2.0986</td>\n",
" \n",
" <td>-0.0952</td>\n",
" \n",
" <td>-0.0792</td>\n",
" \n",
" <td>-0.9809</td>\n",
" \n",
" <td>1.0623</td>\n",
" \n",
" <td>0.9219</td>\n",
" \n",
" <td>-0.204</td>\n",
" \n",
" <td>-0.3762</td>\n",
" \n",
" <td>-1.1787</td>\n",
" \n",
" <td>-0.5262</td>\n",
" \n",
" <td>-0.4583</td>\n",
" \n",
" <td>0.0478</td>\n",
" \n",
" <td>-0.8222</td>\n",
" \n",
" <td>-0.3982</td>\n",
" \n",
" <td>-0.2802</td>\n",
" \n",
" <td>0.0046</td>\n",
" \n",
" <td>-0.2582</td>\n",
" \n",
" <td>0.8599</td>\n",
" \n",
" <td>-0.2598</td>\n",
" \n",
" <td>-0.8885</td>\n",
" \n",
" <td>-0.9569</td>\n",
" \n",
" <td>0.6623</td>\n",
" \n",
" <td>-0.5363</td>\n",
" \n",
" <td>0.482</td>\n",
" \n",
" <td>0.0355</td>\n",
" \n",
" <td>0.6041</td>\n",
" \n",
" <td>-0.7275</td>\n",
" \n",
" <td>-0.7466</td>\n",
" \n",
" <td>-1.2936</td>\n",
" \n",
" <td>-0.0572</td>\n",
" \n",
" <td>0.0163</td>\n",
" \n",
" <td>-0.6446</td>\n",
" \n",
" <td>0.3664</td>\n",
" \n",
" <td>-0.5627</td>\n",
" \n",
" <td>-0.641</td>\n",
" \n",
" <td>-0.6039</td>\n",
" \n",
" <td>-0.5955</td>\n",
" \n",
" <td>0.8567</td>\n",
" \n",
" <td>-1.2282</td>\n",
" \n",
" <td>-0.1261</td>\n",
" \n",
" <td>-0.6105</td>\n",
" \n",
" <td>-0.7875</td>\n",
" \n",
" <td>-0.6843</td>\n",
" \n",
" <td>-1.4856</td>\n",
" \n",
" <td>-0.6188</td>\n",
" \n",
" <td>-0.8765</td>\n",
" \n",
" <td>-0.948</td>\n",
" \n",
" <td>-0.8897</td>\n",
" \n",
" <td>-0.0708</td>\n",
" \n",
" <td>-0.7547</td>\n",
" \n",
" <td>-0.6893</td>\n",
" \n",
" <td>-0.3</td>\n",
" \n",
" <td>-0.3173</td>\n",
" \n",
" <td>-0.6306</td>\n",
" \n",
" <td>-0.5565</td>\n",
" \n",
" <td>-0.9527</td>\n",
" \n",
" <td>-0.9795</td>\n",
" \n",
" <td>0.0388</td>\n",
" \n",
" <td>0.3723</td>\n",
" \n",
" <td>578</td>\n",
" \n",
" <td>-0.3149</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(5x414)>\n",
" studyId s0 s1 s2 s3 s4 s5 s6 s7 s8 s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 s80 s81 s82 s83 s84 s85 s86 s87 s88 s89 s90 s91 s92 s93 s94 s95 s96 s97 s98 s99 s100 s101 s102 s103 s104 s105 s106 s107 s108 s109 s110 s111 s112 s113 s114 s115 s116 s117 s118 s119 s120 s121 s122 s123 s124 s125 s126 s127 s128 s129 s130 s131 s132 s133 s134 s135 s136 s137 s138 s139 s140 s141 s142 s143 s144 s145 s146 s147 s148 s149 s150 s151 s152 s153 s154 s155 s156 s157 s158 s159 s160 s161 s162 s163 s164 s165 s166 s167 s168 s169 s170 s171 s172 s173 s174 s175 s176 s177 s178 s179 s180 s181 s182 s183 s184 s185 s186 s187 s188 s189 s190 s191 s192 s193 s194 s195 s196 s197 s198 s199 s200 s201 s202 s203 s204 s205 s206 s207 s208 s209 s210 s211 s212 s213 s214 s215 s216 s217 s218 s219 s220 s221 s222 s223 s224 s225 s226 s227 s228 s229 s230 s231 s232 s233 s234 s235 s236 s237 s238 s239 s240 s241 s242 s243 s244 s245 s246 s247 s248 s249 s250 s251 s252 s253 s254 s255 s256 s257 s258 s259 s260 s261 s262 s263 s264 s265 s266 s267 s268 s269 s270 s271 s272 s273 s274 s275 s276 s277 s278 s279 s280 s281 s282 s283 s284 s285 s286 s287 s288 s289 s290 s291 s292 s293 s294 s295 s296 s297 s298 s299 s300 s301 s302 s303 s304 s305 s306 s307 s308 s309 s310 s311 s312 s313 s314 s315 s316 s317 s318 s319 s320 s321 s322 s323 s324 s325 s326 s327 s328 s329 s330 s331 s332 s333 s334 s335 s336 s337 s338 s339 s340 s341 s342 s343 s344 s345 s346 s347 s348 s349 s350 s351 s352 s353 s354 s355 s356 s357 s358 s359 s360 s361 s362 s363 s364 s365 s366 s367 s368 s369 s370 s371 s372 s373 s374 s375 s376 s377 s378 s379 s380 s381 s382 s383 s384 s385 s386 s387 s388 s389 s390 s391 s392 s393 s394 s395 s396 s397 s398 s399 s400 s401 s402 s403 s404 s405 s406 s407 s408 s409 s410 entrezGene s411\n",
" 0 stad_tcga_ -0.0911 -0.7716 0.7765 2.0181 -0.9856 0.6792 -1.2952 0.9921 -1.1634 -1.4508 -1.7813 -1.4311 0.3486 -0.7041 -0.2189 1.8341 -2.0041 -1.1819 -0.9561 -1.138 0.0309 -0.9714 0.54 -0.5882 -1.3065 -1.9658 -0.7539 -1.9175 -0.5509 -1.6053 2.1094 0.1683 -0.4647 2.4184 1.5938 1.7441 -0.293 -0.3974 2.0601 0.123 1.2837 2.148 0.2128 -0.2306 0.0014 -0.256 1.2535 1.506 1.4786 0.4306 2.3415 2.4343 0.3246 2.4471 -1.0409 0.3824 0.5739 -0.0841 1.0013 0.0743 -0.1962 -0.3225 -0.635 -1.1 -1.3452 -0.4798 -1.0296 -1.1151 -0.7685 -1.0801 -0.3522 -0.2351 -0.9493 -0.4991 -0.041 -0.8367 0.7406 0.3774 -1.8365 -0.0679 -1.0427 -0.6835 -0.1928 0.0546 0.964 1.0391 -0.5321 0.2893 -0.7635 -1.6112 0.2324 -1.6688 0.3473 -0.2033 -1.1126 -0.7475 -0.9076 -0.0485 0.4992 -0.2358 -1.6904 -0.0449 0.8141 -0.2431 -0.6544 -0.6777 -0.75 -0.9377 0.7507 -1.0813 -0.5216 -0.8059 0.5127 -1.8508 -0.6832 -0.6349 -1.5229 2.8436 -1.088 -1.312 0.3872 0.683 -1.1812 -0.666 -1.1636 0.082 0.4825 0.0956 -1.649 -1.2866 0.1047 1.2473 -0.3494 1.7012 -1.3794 -1.0331 -0.1299 -0.6624 1.3421 0.9355 1.3858 0.7333 -0.3355 2.2214 0.4839 -0.4578 -0.1508 -1.2016 0.1618 -1.0725 0.2088 -0.6189 -0.9325 -0.9185 0.1499 -2.1256 -1.2715 0.2129 0.2402 -0.4086 -0.7617 1.5715 -1.9865 0.6187 0.3779 -0.1854 1.032 -0.7693 -0.8793 -0.9455 -1.0359 -1.7682 0.7878 -1.6444 2.1717 0.7878 -1.4502 -2.0485 -1.5037 -1.6433 -0.5377 -1.1826 -1.0034 -1.4673 -1.6316 -1.7635 0.318 -1.0058 -2.4299 -0.3008 1.7089 0.5441 0.2954 1.7199 -1.4268 0.1743 4.2335 2.2068 3.0181 3.4424 0.2546 -0.1973 -0.8159 1.1159 -0.2318 -0.2131 0.0819 0.5755 0.4984 -0.2389 2.1472 2.0326 2.5878 -0.8509 0.0291 0.6227 5.5985 -0.3529 1.5492 -0.5102 0.3584 -1.1725 -2.1188 -1.2651 0.8586 -0.2066 -2.2111 -1.911 -1.1325 0.4211 -0.6697 -0.1549 2.8609 -0.9408 0.0562 -1.7759 -0.674 2.7686 0.322 -1.1694 -1.79 -0.3541 -1.8825 2.2015 0.3658 0.2657 0.6834 -2.382 -0.1107 0.9519 -0.3129 -0.6452 -0.6499 0.0164 -0.9732 0.7303 0.9239 0.5259 -0.9042 1.248 -1.3925 0.1004 -0.4862 -0.2606 -0.66 0.4954 -0.0494 -0.8555 1.4786 -0.7614 -0.252 0.0091 0.3289 -0.486 -0.4323 -1.5434 0.8089 0.3711 -0.5471 -0.3112 -0.3325 -0.6286 -2.3093 0.7898 -0.8351 1.3575 -0.105 -1.3778 -0.3237 -0.127 0.2719 -1.29 -0.6663 1.6859 0.1028 -0.7508 -1.9773 -0.5385 0.9474 -1.221 -0.6142 -1.1302 -1.1739 -1.3174 -0.6707 2.8745 -1.1372 -0.2627 1.2833 1.1923 0.0539 -1.0374 -1.2163 -1.3749 -0.8781 -0.8615 -0.3435 -0.3552 -1.0656 0.4795 -0.0652 1.0065 -0.5462 0.5857 -0.4939 -1.2542 1.2437 -0.5181 0.2899 -0.0603 -0.8857 -0.5753 -0.5247 -0.5612 -0.868 -0.276 -1.4382 -0.0868 -1.2727 2.8098 0.2134 0.7956 -1.2666 -1.8834 -1.8427 -0.4454 -1.2673 -1.336 0.373 -1.5096 -0.5228 0.8305 5.3316 0.164 -0.0588 0.457 1.6136 0.3093 -0.6284 -0.4679 0.269 -1.3304 -0.5614 -0.3218 0.1796 -1.5148 -0.2714 0.9521 1.3326 0.4204 0.2128 -1.6122 -0.0779 -0.9757 -0.8053 0.4601 0.8133 -0.6389 -1.1863 -1.3698 -2.4181 -0.9614 0.7259 0.1705 -0.302 0.6702 -0.8441 -0.8473 0.0342 -0.0447 0.7861 -0.3331 0.9839 -1.7864 -1.4995 0.1417 1.0263 1.1654 -1.3726 -1.3337 0.3699 0.2796 -0.1697 -1.3904 0.3776 -1.111 -2.2928 1.6757 0.6078 0.8108 -0.9307 207 -0.9457\n",
" 1 stad_tcga_ -1.9322 -1.6019 0.7187 2.6341 0.1219 -0.7797 -0.8066 -0.9306 -0.7244 -0.1854 -0.7513 -0.3836 0.458 -0.1202 -1.2374 -0.1774 -0.9152 -0.458 -0.7073 3.7803 -0.6201 -1.088 -0.8579 -0.6105 -1.8083 -0.0219 0.4644 -0.2072 -0.5174 -0.3415 -0.1319 0.594 4.8815 1.7635 0.6592 1.6707 1.4164 0.1132 2.0747 3.1822 0.6937 2.3574 1.6212 1.3556 2.2741 2.8343 0.5342 1.9728 0.1458 0.8946 0.3383 0.3742 -0.6879 0.7679 0.2181 7.228 -0.2232 -0.6266 0.7148 -0.3327 -0.3809 0.1358 0.7736 0.5468 0.2265 -0.6249 -0.1935 -0.7382 0.0642 0.1681 0.414 -0.1994 0.7437 0.1442 0.6409 1.2293 0.4463 0.2611 -0.4986 0.021 0.6296 1.0009 0.5043 0.1295 0.0009 -0.3435 -0.2584 0.4824 -0.1679 -1.2325 0.9214 0.3542 -0.3366 0.6312 -0.1769 -0.6573 0.272 -0.5553 -0.6446 -0.4797 1.4115 -0.1785 -0.6688 0.1805 -1.1288 -0.2182 1.1962 -1.1867 -0.1951 0.2714 -0.1729 0.0147 -0.8845 -0.6163 0.3736 -1.7678 0.2112 1.4549 3.3236 -1.4786 0.0731 0.4638 0.4853 0.1786 0.1516 -0.0897 0.2335 -0.4941 -0.7577 0.0362 -0.6778 0.6515 -1.2774 -0.2288 -1.2289 -2.5736 -1.8272 -1.3359 0.6468 0.3486 1.4278 1.7996 1.3588 0.1305 3.3424 0.8768 -1.185 2.9848 -1.0509 -0.4168 0.5608 -0.4109 2.5622 -0.2649 -0.8112 -0.6215 6.788 -0.2398 -1.2357 -0.5728 -0.9508 0.7164 -0.4896 -1.4244 -1.8244 -0.5643 -0.2471 -1.3376 0.5862 0.0639 -0.5086 0.634 1.8482 0.5478 1.4607 0.9398 -0.4664 0.0327 -0.7465 -0.3835 0.1954 -0.8357 -0.9677 -0.7664 -1.0063 0.2767 -0.0664 -0.8411 -0.9871 1.3418 3.719 1.6363 1.0297 1.0553 2.203 -0.3589 2.3529 4.8793 0.8516 -0.58 0.1003 3.9864 2.477 1.4896 2.9121 0.7439 2.0287 1.7393 0.4581 1.7843 6.8541 -0.6823 1.3682 0.1232 -0.278 2.4093 -0.2351 0.9942 3.121 0.7868 1.6789 0.3498 -0.4192 0.1506 2.6378 -0.0484 1.043 0.228 -1.375 -0.1471 -1.6727 -0.8776 -0.5724 -1.6282 -0.3311 -0.1992 -0.776 -1.4638 0.1018 -1.1666 -0.1746 1.1531 0.611 0.8396 -0.0022 1.2579 -0.8207 -0.9257 4.3894 -0.5225 1.6098 0.729 -0.919 1.2319 0.0725 -1.5087 -1.0431 -1.0242 0.9831 -0.0074 -0.4338 -0.4108 0.8665 -0.4155 2.3991 -1.0548 0.4007 -0.5702 -0.6701 2.5496 0.5822 -0.7139 1.156 0.0069 -0.212 -0.4167 -1.4554 -0.0567 -0.9082 -0.4222 -1.3551 -0.1349 -0.7779 -1.5239 0.5462 0.3283 -0.9622 -1.7255 -0.8346 -0.7523 -0.8691 -0.24 3.2543 -1.1612 -1.1321 -0.9193 -0.0147 -0.3659 -0.0112 -1.1128 -0.4973 0.0276 0.372 -0.0636 0.5393 -1.0373 1.1732 0.167 -1.6648 2.6142 -1.0122 -1.8214 0.1431 -1.1164 -1.6576 -0.2574 -0.2406 0.1916 2.2197 -0.4385 -2.2206 0.39 -0.0383 -0.6207 0.1004 1.579 -1.9096 0.1129 -0.4715 -1.2817 1.4884 -0.5199 -0.1452 -0.3566 0.4931 -0.8807 -0.7501 -1.2104 -0.839 -0.3099 0.6728 1.1898 -0.9838 -0.4101 -0.1303 -0.5366 -1.3446 0.0686 -0.4526 -0.8887 1.4139 -0.3581 -1.1527 0.7875 -0.7663 0.831 -0.6767 -0.4017 1.6437 -1.1917 -0.9079 -0.9584 -0.819 0.0989 -0.6302 -0.2699 -0.2429 -0.6699 -0.1086 -0.4837 0.3572 -0.3157 -0.8978 -1.0889 0.1646 -1.2725 -1.038 -0.3387 -1.3355 -0.8782 -0.2385 -0.6767 -0.1626 0.352 -0.739 -0.4687 0.4714 0.1366 0.7957 -1.1467 -0.7997 -1.4143 0.5387 0.1208 -0.8193 -0.4328 -1.2683 1.1133 -0.5413 -0.2131 -0.1874 1.0739 -0.8004 -0.8616 -1.9157 0.1651 -0.8961 -1.5463 -0.9894 1.7854 -0.6742 208 -1.9428\n",
" 2 stad_tcga_ -1.8571 0.6566 0.267 -1.452 -0.7621 -1.2641 -0.6513 -1.2773 0.7338 -0.7691 -0.1403 0.1667 -0.4104 0.1613 -0.2594 -1.2271 -0.8789 0.4327 0.0746 -1.3278 -0.6977 0.4689 0.0144 0.4386 -0.338 -0.94 -0.0686 0.6231 0.5077 0.2549 -0.1715 -1.3968 -1.28 -1.3646 -0.1257 -0.9955 -0.7947 -0.3509 -1.0248 -1.0265 -1.5689 -0.7693 -1.3032 -1.876 -1.6149 -2.3444 -0.6643 -0.5524 -0.9444 -1.019 -2.1367 -1.7038 -1.8064 -1.5225 -1.2482 -1.3876 -1.7015 -1.4601 -0.3915 0.1805 -0.6537 1.2155 -0.9946 -0.5777 0.4176 -0.1985 1.8364 -1.3049 0.6823 0.3612 -0.1593 1.1867 -0.9598 -0.4671 0.3473 -1.4945 -0.3485 0.6954 -0.1671 0.8098 0.0494 1.8611 1.8668 -0.3315 2.38 -1.1814 0.704 -0.709 -0.1171 -0.9594 1.2125 -0.3227 -0.8256 1.6953 -1.6612 -0.1281 -0.881 -0.5607 -1.3881 -0.0887 -0.7189 0.5117 -0.3036 1.4411 -1.6867 -0.5231 -2.4316 -0.0012 -1.405 1.4523 1.1135 0.4606 -0.7684 -2.0422 0.3629 -1.4512 -1.7014 -0.0127 -0.8462 -1.3172 1.3615 0.7002 -0.8075 0.955 -1.4598 -0.5358 -0.4948 -0.0508 -0.6964 -0.4446 -0.972 0.5873 -1.3111 -1.5055 0.7137 -1.1326 -1.4104 -1.4805 -1.0722 -1.5334 -1.7281 -2.0969 -0.4401 -1.7336 -1.0822 -1.2335 -1.7737 -0.9711 -1.4224 -0.9244 -0.4978 0.1652 0.5208 0.0444 -0.4243 1.093 -1.0959 -1.0237 -1.035 -0.4888 -0.1187 -1.0214 -0.8696 -0.7717 -1.0642 -0.2298 -1.146 1.1691 -0.4873 0.0266 0.3569 -2.5123 -1.0424 -0.3246 -1.0957 -0.6625 0.6221 -1.1015 0.0535 0.1094 0.7917 0.6793 -1.0802 0.9849 1.2015 0.5286 0.6227 0.7695 -1.0472 -0.0824 -2.2911 -1.1975 -1.3405 -0.7443 -0.4924 -1.1147 -1.9222 -2.5053 -0.6965 -0.3709 -1.1854 -1.1839 -0.9977 -0.3502 -0.2967 -1.5873 -1.3447 -1.3235 -0.3559 -1.6205 -0.6893 -2.3409 -1.7148 -1.0741 0.2276 -1.1732 -1.6988 -1.318 -1.4961 0.5967 -0.108 0.4468 1.7365 1.2923 0.4254 0.6236 -1.0869 0.8184 2.0967 -0.56 0.1573 0.8311 -1.6283 -0.9657 0.3394 -0.3012 -1.9988 -0.349 1.8508 -0.4304 -0.3187 -0.8496 -2.0877 -1.1964 1.4407 -2.4764 -0.2321 0.7262 -1.4545 -0.9802 0.2393 0.2847 -0.293 2.5046 0.8352 -1.6886 -1.3577 -0.7106 -1.2389 -0.2466 0.7458 0.9511 -0.1041 -0.5965 -0.2971 0.7574 -0.1622 -0.7617 -0.0132 0.438 -0.5423 -0.2119 -1.7807 -0.303 -1.2409 -0.8855 0.3062 -0.0766 0.4617 0.671 -1.1768 0.0578 -1.545 -0.7387 0.6873 -0.5393 -0.5747 -0.2468 0.059 -0.8157 -0.4459 0.6431 -0.3801 -1.3593 -0.3432 -0.7528 2.9942 -1.0148 0.5963 0.5675 -0.7927 -0.702 -0.2604 -0.4418 -0.3608 -0.3637 0.8789 -1.132 -1.5441 -0.5604 -1.0154 -0.4691 -0.2971 1.0073 -0.6333 1.4141 0.5663 -0.9913 -1.4345 1.3427 -1.7962 0.4575 1.3941 -0.2657 -0.6567 -0.5891 -1.3502 -0.6773 -0.845 -0.9469 -0.8826 0.6629 -0.3883 -1.7776 1.5939 0.3951 0.5644 -1.3094 1.4583 -0.6314 2.9173 1.7095 0.7739 -0.35 1.0139 1.1035 -0.9251 -0.3835 -0.159 -0.9722 -2.6343 -1.491 0.2643 -0.8239 0.2691 -0.9658 0.3343 -0.5097 -1.3151 0.6016 1.183 0.7132 1.5857 -1.0616 0.1215 -1.4411 -0.3537 -1.1427 0.7109 -0.1279 0.798 3.6298 -0.446 0.6768 0.0014 -0.8447 0.1646 0.6352 0.3912 -1.0172 -0.0327 -0.8787 0.1617 0.8298 0.2118 0.6317 -1.6345 0.8564 0.1435 -0.4859 -0.4918 1.8143 0.0187 2.5523 -1.2886 2.3069 0.449 2.1319 1.9061 -1.3437 -0.6863 3.3347 -0.7553 -0.57 -1.2995 -0.7692 2.0804 1.511 -0.4897 0.7364 0.5051 324 -1.4453\n",
" 3 stad_tcga_ -1.356 -0.823 -0.1152 0.8049 0.6407 -0.7791 0.019 -0.8501 -0.1789 0.3187 -1.8791 0.7578 0.0247 -0.3133 -1.0145 0.9599 -1.1468 -0.232 -0.0035 3.393 2.3014 -0.9862 -0.4808 1.711 -0.7203 -0.4436 -0.8815 -0.6392 -0.729 0.4407 -0.1818 0.994 2.6595 0.4342 1.1092 0.9198 -0.5092 1.0346 0.8707 -0.0061 0.1721 0.8326 1.0545 -0.2368 0.5325 2.5337 2.6287 0.9452 0.1586 0.737 0.2433 0.8516 -0.6492 -1.1709 0.5309 1.0208 -0.6024 0.1677 -0.3747 -0.7168 2.2263 -0.4715 -0.1031 -0.3716 0.4297 -1.2248 -1.1883 -1.0343 -0.7416 -0.0741 -0.2655 -0.0954 0.578 0.4993 -0.1971 -2.0816 -0.0377 0.6283 -0.7101 -0.5746 -0.6751 0.0489 0.0024 0.0181 -0.9192 -0.4633 -1.128 -0.5204 -0.9196 -0.8471 -0.6133 -0.9005 -1.0626 -0.7858 -1.0635 1.0837 -1.2261 0.0407 -2.5135 -0.6634 -0.2363 -0.8458 -0.9347 -0.792 -1.9295 -0.3581 -0.3501 -0.0667 -0.0236 -1.1255 -1.3594 1.0055 1.2381 -1.8972 0.1921 -1.6924 -0.4155 0.2601 -0.7051 1.7229 0.0366 0.086 -0.1848 -0.5084 -1.5678 -0.3617 -0.6429 -0.2785 -0.6023 0.0819 -0.3191 -0.2263 0.0717 1.2575 1.3136 1.8564 -1.8317 0.345 0.4198 1.5959 -0.1352 2.4029 1.3096 0.6178 0.6717 -1.5513 -1.0254 -1.5701 1.5426 -0.7811 1.0668 -0.1871 4.7968 1.0087 -0.9366 0.5143 -0.6269 0.0305 -0.9524 0.7286 -0.6928 -1.0389 -0.8588 -2.1199 -0.8739 -0.8028 -0.8157 -0.4166 0.3573 0.2189 -0.4476 1.5885 -0.2575 -0.2048 0.4115 0.9286 -0.1767 -0.5213 -0.2291 -0.1822 0.0464 -0.1761 -0.5944 -0.7601 -0.2601 -0.0114 -0.1357 0.2314 -0.2133 0.2946 0.384 1.4876 1.4191 1.5584 0.7482 -0.6697 2.8105 -0.2336 2.198 1.6435 2.3762 1.0266 2.0344 2.6234 1.176 0.2785 2.0995 2.5729 0.1165 1.4775 1.6828 1.7757 0.7938 -0.7558 1.9888 2.261 2.1502 -0.4368 -0.0301 -0.591 0.4086 0.6539 0.6586 0.1094 0.4475 -0.6253 -1.1395 -0.6595 -0.9569 -0.8321 -0.5855 -0.2116 -0.789 -1.0725 -0.5171 -0.7124 -0.5152 0.0768 1.1509 0.3818 0.0755 -0.6167 -0.3583 -0.115 0.308 1.8223 -0.275 -0.3073 0.8842 1.2266 0.1445 0.5407 -0.7188 -0.4597 -0.0095 0.386 0.2345 1.8231 -0.914 -0.1337 -0.2783 0.2236 0.5871 -0.503 -1.0801 -0.2092 -0.1444 0.6007 1.6391 0.5931 -0.0381 -1.1007 0.0132 -0.7368 -0.863 0.2917 0.615 1.0182 -0.6417 -0.5343 -0.3513 -1.8706 0.578 -0.5063 0.4412 -0.1602 0.4812 -1.1374 -1.0653 -0.1959 -0.3792 -0.5701 -0.0881 0.2484 -1.4679 0.1381 -0.6259 -0.4988 -0.2006 -0.3598 -0.2207 -0.6097 -0.1845 -0.2719 -1.6252 0.5788 0.2978 -0.0605 0.4026 -0.5311 0.9682 0.1622 0.1754 -0.6621 0.9567 0.0855 -0.2552 -0.7517 -1.7897 0.1276 -0.7093 1.0266 -0.4824 -1.3546 -0.6822 0.0044 0.5521 1.6404 -0.4074 3.2903 1.3014 -0.5473 1.0644 -0.2631 0.1194 3.5329 -0.7724 0.7791 -0.3294 -0.7901 -0.4524 -0.4326 1.08 -1.5208 0.3925 -0.3771 -0.291 -0.267 -0.0983 0.1031 -1.1447 -0.5511 2.2684 0.0793 -0.1349 0.0942 -2.6643 -1.342 -1.3468 0.0218 -1.0357 -0.8175 -0.5388 -1.0844 -0.0363 -1.3553 0.8345 1.1671 0.3513 -0.9512 -0.3441 -0.1125 -0.2355 0.6839 0.5553 -0.4894 -0.2602 0.5751 0.0644 -0.6964 0.241 -1.0533 1.5362 -0.5922 -0.888 -0.1063 -0.8523 -0.0247 0.8883 -0.5246 2.5278 0.492 -0.3794 -1.1067 -0.5327 -0.2331 -0.4107 0.4504 0.1877 -0.5545 -0.8399 -1.1077 0.5366 -0.7219 -0.1479 1.2158 0.2541 0.6301 0.2587 0.0515 0.8019 369 -1.5766\n",
" 4 stad_tcga_ -0.649 0.7404 2.4794 0.7786 -0.41 0.3437 0.3304 0.7867 -0.5854 1.1232 -0.6506 -0.0151 -0.4295 0.8211 0.8953 1.2237 -0.7039 0.8387 2.0071 -1.5706 -0.2942 -0.5736 -0.1155 -0.6154 -0.7987 0.3507 -0.2541 -1.5355 -0.6686 -1.0341 0.8926 1.0448 0.5029 -0.9616 -0.7487 -0.6984 -0.2466 -0.3029 -1.0337 1.6094 1.7895 -0.7688 0.3742 0.2161 0.0683 0.6799 2.7762 -0.3979 1.3517 -0.8822 -0.6271 2.5553 -0.0029 2.9689 -0.3405 1.4095 0.5692 0.7627 -0.9542 0.9351 0.5225 0.0567 0.456 -0.7687 -0.5953 -0.9798 -0.8077 -0.1495 0.0756 -0.6353 1.4343 -0.0939 -0.4571 1.3607 -0.3009 0.144 0.174 -1.0094 0.6586 0.0209 1.9442 -0.9595 -1.4161 0.2587 -0.5426 0.8694 -0.9582 -1.4154 1.0273 -0.3032 -1.0268 0.0464 1.7911 -1.3106 -0.5266 1.1207 0.0155 0.3821 0.8539 0.022 1.0651 -0.1704 0.6649 -0.8058 -0.1916 1.3453 0.4081 -0.4484 -0.6741 -0.1174 0.8858 -0.6554 1.0099 -0.0036 -1.3159 -0.3896 -1.3459 -1.4563 -1.3146 -0.3651 -1.1379 -1.3321 0.9575 -1.1469 -1.2611 -0.9134 0.5806 -0.9755 -0.6764 -1.2248 -1.2675 -1.5226 1.354 0.2679 0.8347 -1.0574 0.817 0.8488 0.1299 2.3403 0.0437 1.1204 -0.2788 0.8395 -0.6798 2.2339 0.0439 -0.0674 1.9499 0.1576 0.719 -1.1757 -0.6393 -0.3147 -1.7656 -0.3722 -0.7105 -0.3594 -0.2428 -0.2241 -1.108 -0.4194 -0.2251 -0.2103 -1.2632 -0.872 -0.2767 -0.2613 -0.7362 -0.1773 0.4471 -0.7709 1.4994 0.0798 1.1133 0.872 -0.3653 0.2205 -0.3911 -0.4297 -0.9146 0.3159 -0.5494 -0.3872 -1.3149 0.2753 -1.2054 -0.7367 0.1162 -0.3338 0.8506 -0.1246 3.3154 2.6422 -0.3928 5.3288 -0.3645 -0.2747 1.0755 2.4232 2.5078 0.4441 1.579 -0.8843 0.1009 -0.8811 0.1435 0.7249 0.6211 -0.6207 -0.4884 1.3996 0.1494 0.6971 0.4796 0.1471 4.1512 -0.9742 -0.3056 -0.488 -0.7168 -0.7464 -0.4422 1.2604 -0.6444 0.1585 -0.1103 -0.5458 -0.5625 0.2174 -0.315 1.1711 0.1117 -1.612 2.009 0.1097 0.5708 -0.8586 -0.9302 -0.3196 -0.0252 -0.4164 -0.8949 0.4334 -0.4241 -0.7985 0.0188 -1.0213 -0.0042 0.8187 -0.1126 -0.1885 -1.3969 -1.1352 -1.0835 -0.0455 2.3176 1.3308 -0.6498 1.1393 -0.7696 -0.2197 -0.8134 -0.9764 -0.0101 1.5023 1.6481 0.3269 -0.5343 -0.2677 -0.1451 1.2726 -0.6167 0.2082 0.1665 -1.4216 0.17 -0.7808 1.8169 -0.1301 -0.8017 -0.618 -1.0834 -0.5461 -0.9973 0.3797 1.1019 0.3479 0.8785 -0.3906 1.0424 -0.6566 0.889 -0.0136 -0.2385 2.871 -0.8366 0.1737 0.356 0.217 -0.4098 -0.0223 -1.3071 -0.4331 0.7845 2.982 0.1813 1.8418 0.0011 0.9679 0.2038 2.091 -1.1543 0.0196 -0.106 -0.5495 0.1623 0.009 0.4936 -1.0625 -0.294 1.3549 -0.5532 -0.0503 -0.9947 0.0063 0.4397 -0.1061 -0.5662 2.0146 0.7892 -0.2085 0.0277 1.1872 -1.4913 -0.2082 0.9705 0.1088 -0.7898 0.1089 -1.7144 -1.4277 -0.6565 -1.3718 -0.894 -0.0369 0.9481 -0.3859 0.1337 0.0986 -1.1646 0.3399 2.0986 -0.0952 -0.0792 -0.9809 1.0623 0.9219 -0.204 -0.3762 -1.1787 -0.5262 -0.4583 0.0478 -0.8222 -0.3982 -0.2802 0.0046 -0.2582 0.8599 -0.2598 -0.8885 -0.9569 0.6623 -0.5363 0.482 0.0355 0.6041 -0.7275 -0.7466 -1.2936 -0.0572 0.0163 -0.6446 0.3664 -0.5627 -0.641 -0.6039 -0.5955 0.8567 -1.2282 -0.1261 -0.6105 -0.7875 -0.6843 -1.4856 -0.6188 -0.8765 -0.948 -0.8897 -0.0708 -0.7547 -0.6893 -0.3 -0.3173 -0.6306 -0.5565 -0.9527 -0.9795 0.0388 0.3723 578 -0.3149"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"samples = mrna_expressions.group_by(\"sampleId\").each_group.to_a\n",
"result = samples.first[\"studyId\", \"entrezGeneId\"]\n",
"samples.each_with_index do |df, index|\n",
" df2 = df.only_numerics\n",
" df2.rename_vectors \"value\" => \"s#{index}\"\n",
" result = result.join df2, how: :inner, on: [\"entrezGeneId\"]\n",
"end\n",
"result.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = result[\"entrezGeneId\"]\n",
"result.delete_vector \"entrezGeneId\"\n",
"0"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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