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{"cells":[{"metadata":{},"cell_type":"markdown","source":"# ** DIscBIO: a user-friendly pipeline for biomarker discovery in single-cell transcriptomics**"},{"metadata":{},"cell_type":"markdown","source":"# Comparing DIscBIO with Granatum using the CTC dataset"},{"metadata":{},"cell_type":"markdown","source":"## Required Packages"},{"metadata":{"trusted":true},"cell_type":"code","source":"library(DIscBIO)","execution_count":1,"outputs":[{"output_type":"stream","text":"Loading required package: SingleCellExperiment\n\nLoading required package: SummarizedExperiment\n\nLoading required package: MatrixGenerics\n\nLoading required package: matrixStats\n\n\nAttaching package: ‘MatrixGenerics’\n\n\nThe following objects are masked from ‘package:matrixStats’:\n\n colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse,\n colCounts, colCummaxs, colCummins, colCumprods, colCumsums,\n colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs,\n colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats,\n colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,\n colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads,\n colWeightedMeans, colWeightedMedians, colWeightedSds,\n colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet,\n rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods,\n rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps,\n rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins,\n rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks,\n rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars,\n rowWeightedMads, rowWeightedMeans, rowWeightedMedians,\n rowWeightedSds, rowWeightedVars\n\n\nLoading required package: GenomicRanges\n\nLoading required package: stats4\n\nLoading required package: BiocGenerics\n\nLoading required package: parallel\n\n\nAttaching package: ‘BiocGenerics’\n\n\nThe following objects are masked from ‘package:parallel’:\n\n clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,\n clusterExport, clusterMap, parApply, parCapply, parLapply,\n parLapplyLB, parRapply, parSapply, parSapplyLB\n\n\nThe following objects are masked from ‘package:stats’:\n\n IQR, mad, sd, var, xtabs\n\n\nThe following objects are masked from ‘package:base’:\n\n anyDuplicated, append, as.data.frame, basename, cbind, colnames,\n dirname, do.call, duplicated, eval, evalq, Filter, Find, get, grep,\n grepl, intersect, is.unsorted, lapply, Map, mapply, match, mget,\n order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank,\n rbind, Reduce, rownames, sapply, setdiff, sort, table, tapply,\n union, unique, unsplit, which.max, which.min\n\n\nLoading required package: S4Vectors\n\n\nAttaching package: ‘S4Vectors’\n\n\nThe following object is masked from ‘package:base’:\n\n expand.grid\n\n\nLoading required package: IRanges\n\nLoading required package: GenomeInfoDb\n\nLoading required package: Biobase\n\nWelcome to Bioconductor\n\n Vignettes contain introductory material; view with\n 'browseVignettes()'. To cite Bioconductor, see\n 'citation(\"Biobase\")', and for packages 'citation(\"pkgname\")'.\n\n\n\nAttaching package: ‘Biobase’\n\n\nThe following object is masked from ‘package:MatrixGenerics’:\n\n rowMedians\n\n\nThe following objects are masked from ‘package:matrixStats’:\n\n anyMissing, rowMedians\n\n\n\n\n","name":"stderr"}]},{"metadata":{},"cell_type":"markdown","source":"## Loading Granatum outcome"},{"metadata":{"trusted":true},"cell_type":"code","source":"Gclusters <- read.csv(file = \"Granatum Clusters.csv\", sep = \",\",header=F)\nhead(Gclusters)\nGexpression <- read.csv(file = \"Granatum expression.csv\", sep = \",\",header=F)\nrownames(Gexpression)<-Gexpression[,1]\nGexpression<-Gexpression[-1,-1]\nhead(Gexpression)\nGdegs <- read.csv(file = \"Granatum DEGs.csv\", sep = \",\",header=F)\nhead(Gdegs)\nG_DEGs<-split(Gdegs,Gdegs[,1])","execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 6 × 3</caption>\n<thead>\n\t<tr><th></th><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th></tr>\n\t<tr><th></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><int></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>1</th><td>CTC_GSE51827_Patient_1_SC.1_29 </td><td>A</td><td>2</td></tr>\n\t<tr><th scope=row>2</th><td>CTC_GSE51827_Patient_2_SC.1_29 </td><td>A</td><td>2</td></tr>\n\t<tr><th scope=row>3</th><td>CTC_GSE51827_Patient_3_SC.1_29 </td><td>A</td><td>2</td></tr>\n\t<tr><th scope=row>4</th><td>CTC_GSE51827_Patient_4_SC.1..6_29</td><td>A</td><td>3</td></tr>\n\t<tr><th scope=row>5</th><td>CTC_GSE51827_Patient_5_SC.1_29 </td><td>A</td><td>2</td></tr>\n\t<tr><th scope=row>6</th><td>CTC_GSE51827_Patient_5_SC.2_29 </td><td>A</td><td>2</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 6 × 3\n\n| <!--/--> | V1 <chr> | V2 <chr> | V3 <int> |\n|---|---|---|---|\n| 1 | CTC_GSE51827_Patient_1_SC.1_29 | A | 2 |\n| 2 | CTC_GSE51827_Patient_2_SC.1_29 | A | 2 |\n| 3 | CTC_GSE51827_Patient_3_SC.1_29 | A | 2 |\n| 4 | CTC_GSE51827_Patient_4_SC.1..6_29 | A | 3 |\n| 5 | CTC_GSE51827_Patient_5_SC.1_29 | A | 2 |\n| 6 | CTC_GSE51827_Patient_5_SC.2_29 | A | 2 |\n\n","text/latex":"A data.frame: 6 × 3\n\\begin{tabular}{r|lll}\n & V1 & V2 & V3\\\\\n & <chr> & <chr> & <int>\\\\\n\\hline\n\t1 & CTC\\_GSE51827\\_Patient\\_1\\_SC.1\\_29 & A & 2\\\\\n\t2 & CTC\\_GSE51827\\_Patient\\_2\\_SC.1\\_29 & A & 2\\\\\n\t3 & CTC\\_GSE51827\\_Patient\\_3\\_SC.1\\_29 & A & 2\\\\\n\t4 & CTC\\_GSE51827\\_Patient\\_4\\_SC.1..6\\_29 & A & 3\\\\\n\t5 & CTC\\_GSE51827\\_Patient\\_5\\_SC.1\\_29 & A & 2\\\\\n\t6 & CTC\\_GSE51827\\_Patient\\_5\\_SC.2\\_29 & A & 2\\\\\n\\end{tabular}\n","text/plain":" V1 V2 V3\n1 CTC_GSE51827_Patient_1_SC.1_29 A 2 \n2 CTC_GSE51827_Patient_2_SC.1_29 A 2 \n3 CTC_GSE51827_Patient_3_SC.1_29 A 2 \n4 CTC_GSE51827_Patient_4_SC.1..6_29 A 3 \n5 CTC_GSE51827_Patient_5_SC.1_29 A 2 \n6 CTC_GSE51827_Patient_5_SC.2_29 A 2 "},"metadata":{}},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 6 × 1462</caption>\n<thead>\n\t<tr><th></th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th><th scope=col>V11</th><th scope=col>⋯</th><th scope=col>V1454</th><th scope=col>V1455</th><th scope=col>V1456</th><th scope=col>V1457</th><th scope=col>V1458</th><th scope=col>V1459</th><th scope=col>V1460</th><th scope=col>V1461</th><th scope=col>V1462</th><th scope=col>V1463</th></tr>\n\t<tr><th></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col>⋯</th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>ENSG00000108846</th><td> 5.4072848</td><td>6.8109078</td><td>1.2908134</td><td> 2.8492094</td><td>12.3229485</td><td> 1.6683082</td><td>19.8480464</td><td>193.125083</td><td> 59.174110</td><td> 45.201623</td><td>⋯</td><td>0.6402611</td><td>0.6408244</td><td>0.6459228</td><td>0.6373460</td><td>0.6434012</td><td>0.6306340</td><td> 0.6371360</td><td>0.6341252</td><td>0.6227913</td><td>0.6456889</td></tr>\n\t<tr><th scope=row>ENSG00000173210</th><td> 1.3567709</td><td>1.7423787</td><td>0.5709326</td><td> 0.5732612</td><td> 0.4440031</td><td> 0.3086997</td><td> 1.2850075</td><td> 9.157289</td><td> 2.281537</td><td> 1.257446</td><td>⋯</td><td>0.6484419</td><td>0.6443141</td><td>0.6485020</td><td>0.6456889</td><td>0.6458140</td><td>0.6399252</td><td> 0.6454222</td><td>0.6448441</td><td>0.6324347</td><td>0.6459228</td></tr>\n\t<tr><th scope=row>ENSG00000111644</th><td> 3.3447813</td><td>5.9108847</td><td>2.0065934</td><td> 7.5542211</td><td>77.1120234</td><td>21.5736968</td><td>14.7261515</td><td> 26.093964</td><td>132.499523</td><td>154.831043</td><td>⋯</td><td>0.6174161</td><td>0.6104179</td><td>0.6173906</td><td>0.6152936</td><td>0.6123675</td><td>0.6063123</td><td> 0.6154869</td><td>0.6108782</td><td>0.5981478</td><td>0.6154869</td></tr>\n\t<tr><th scope=row>ENSG00000130402</th><td> 0.3980837</td><td>0.4118329</td><td>1.4933259</td><td> 0.4090522</td><td> 9.5066519</td><td> 0.2977547</td><td> 0.7979768</td><td> 1.443908</td><td> 2.759269</td><td> 1.839443</td><td>⋯</td><td>0.6329959</td><td>0.6253810</td><td>0.6313437</td><td>0.6299671</td><td>6.3107720</td><td>6.5014828</td><td> 6.7422157</td><td>0.6272627</td><td>0.6161573</td><td>0.6310276</td></tr>\n\t<tr><th scope=row>ENSG00000106541</th><td>18.8177799</td><td>1.2721374</td><td>2.2301874</td><td>22.3207339</td><td> 2.0601563</td><td>13.8736796</td><td> 4.0764498</td><td> 2.468832</td><td> 3.449375</td><td> 1.291451</td><td>⋯</td><td>0.6985622</td><td>0.6896522</td><td>0.6665373</td><td>0.6799377</td><td>0.6921019</td><td>0.6862371</td><td> 0.6936271</td><td>0.6910232</td><td>0.6790786</td><td>0.6947489</td></tr>\n\t<tr><th scope=row>ENSG00000101745</th><td> 9.6810419</td><td>3.6371670</td><td>5.3989686</td><td> 1.6138913</td><td> 1.9072590</td><td> 2.9976263</td><td> 8.6929340</td><td> 1.086224</td><td> 7.898958</td><td> 2.638993</td><td>⋯</td><td>0.5585965</td><td>0.5525144</td><td>0.5567729</td><td>0.5591832</td><td>0.5562217</td><td>0.5477898</td><td>12.9195377</td><td>0.5541856</td><td>0.5424044</td><td>0.5570941</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 6 × 1462\n\n| <!--/--> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> | V11 <dbl> | ⋯ ⋯ | V1454 <dbl> | V1455 <dbl> | V1456 <dbl> | V1457 <dbl> | V1458 <dbl> | V1459 <dbl> | V1460 <dbl> | V1461 <dbl> | V1462 <dbl> | V1463 <dbl> |\n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| ENSG00000108846 | 5.4072848 | 6.8109078 | 1.2908134 | 2.8492094 | 12.3229485 | 1.6683082 | 19.8480464 | 193.125083 | 59.174110 | 45.201623 | ⋯ | 0.6402611 | 0.6408244 | 0.6459228 | 0.6373460 | 0.6434012 | 0.6306340 | 0.6371360 | 0.6341252 | 0.6227913 | 0.6456889 |\n| ENSG00000173210 | 1.3567709 | 1.7423787 | 0.5709326 | 0.5732612 | 0.4440031 | 0.3086997 | 1.2850075 | 9.157289 | 2.281537 | 1.257446 | ⋯ | 0.6484419 | 0.6443141 | 0.6485020 | 0.6456889 | 0.6458140 | 0.6399252 | 0.6454222 | 0.6448441 | 0.6324347 | 0.6459228 |\n| ENSG00000111644 | 3.3447813 | 5.9108847 | 2.0065934 | 7.5542211 | 77.1120234 | 21.5736968 | 14.7261515 | 26.093964 | 132.499523 | 154.831043 | ⋯ | 0.6174161 | 0.6104179 | 0.6173906 | 0.6152936 | 0.6123675 | 0.6063123 | 0.6154869 | 0.6108782 | 0.5981478 | 0.6154869 |\n| ENSG00000130402 | 0.3980837 | 0.4118329 | 1.4933259 | 0.4090522 | 9.5066519 | 0.2977547 | 0.7979768 | 1.443908 | 2.759269 | 1.839443 | ⋯ | 0.6329959 | 0.6253810 | 0.6313437 | 0.6299671 | 6.3107720 | 6.5014828 | 6.7422157 | 0.6272627 | 0.6161573 | 0.6310276 |\n| ENSG00000106541 | 18.8177799 | 1.2721374 | 2.2301874 | 22.3207339 | 2.0601563 | 13.8736796 | 4.0764498 | 2.468832 | 3.449375 | 1.291451 | ⋯ | 0.6985622 | 0.6896522 | 0.6665373 | 0.6799377 | 0.6921019 | 0.6862371 | 0.6936271 | 0.6910232 | 0.6790786 | 0.6947489 |\n| ENSG00000101745 | 9.6810419 | 3.6371670 | 5.3989686 | 1.6138913 | 1.9072590 | 2.9976263 | 8.6929340 | 1.086224 | 7.898958 | 2.638993 | ⋯ | 0.5585965 | 0.5525144 | 0.5567729 | 0.5591832 | 0.5562217 | 0.5477898 | 12.9195377 | 0.5541856 | 0.5424044 | 0.5570941 |\n\n","text/latex":"A data.frame: 6 × 1462\n\\begin{tabular}{r|lllllllllllllllllllll}\n & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10 & V11 & ⋯ & V1454 & V1455 & V1456 & V1457 & V1458 & V1459 & V1460 & V1461 & V1462 & V1463\\\\\n & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n\\hline\n\tENSG00000108846 & 5.4072848 & 6.8109078 & 1.2908134 & 2.8492094 & 12.3229485 & 1.6683082 & 19.8480464 & 193.125083 & 59.174110 & 45.201623 & ⋯ & 0.6402611 & 0.6408244 & 0.6459228 & 0.6373460 & 0.6434012 & 0.6306340 & 0.6371360 & 0.6341252 & 0.6227913 & 0.6456889\\\\\n\tENSG00000173210 & 1.3567709 & 1.7423787 & 0.5709326 & 0.5732612 & 0.4440031 & 0.3086997 & 1.2850075 & 9.157289 & 2.281537 & 1.257446 & ⋯ & 0.6484419 & 0.6443141 & 0.6485020 & 0.6456889 & 0.6458140 & 0.6399252 & 0.6454222 & 0.6448441 & 0.6324347 & 0.6459228\\\\\n\tENSG00000111644 & 3.3447813 & 5.9108847 & 2.0065934 & 7.5542211 & 77.1120234 & 21.5736968 & 14.7261515 & 26.093964 & 132.499523 & 154.831043 & ⋯ & 0.6174161 & 0.6104179 & 0.6173906 & 0.6152936 & 0.6123675 & 0.6063123 & 0.6154869 & 0.6108782 & 0.5981478 & 0.6154869\\\\\n\tENSG00000130402 & 0.3980837 & 0.4118329 & 1.4933259 & 0.4090522 & 9.5066519 & 0.2977547 & 0.7979768 & 1.443908 & 2.759269 & 1.839443 & ⋯ & 0.6329959 & 0.6253810 & 0.6313437 & 0.6299671 & 6.3107720 & 6.5014828 & 6.7422157 & 0.6272627 & 0.6161573 & 0.6310276\\\\\n\tENSG00000106541 & 18.8177799 & 1.2721374 & 2.2301874 & 22.3207339 & 2.0601563 & 13.8736796 & 4.0764498 & 2.468832 & 3.449375 & 1.291451 & ⋯ & 0.6985622 & 0.6896522 & 0.6665373 & 0.6799377 & 0.6921019 & 0.6862371 & 0.6936271 & 0.6910232 & 0.6790786 & 0.6947489\\\\\n\tENSG00000101745 & 9.6810419 & 3.6371670 & 5.3989686 & 1.6138913 & 1.9072590 & 2.9976263 & 8.6929340 & 1.086224 & 7.898958 & 2.638993 & ⋯ & 0.5585965 & 0.5525144 & 0.5567729 & 0.5591832 & 0.5562217 & 0.5477898 & 12.9195377 & 0.5541856 & 0.5424044 & 0.5570941\\\\\n\\end{tabular}\n","text/plain":" V2 V3 V4 V5 V6 V7 \nENSG00000108846 5.4072848 6.8109078 1.2908134 2.8492094 12.3229485 1.6683082\nENSG00000173210 1.3567709 1.7423787 0.5709326 0.5732612 0.4440031 0.3086997\nENSG00000111644 3.3447813 5.9108847 2.0065934 7.5542211 77.1120234 21.5736968\nENSG00000130402 0.3980837 0.4118329 1.4933259 0.4090522 9.5066519 0.2977547\nENSG00000106541 18.8177799 1.2721374 2.2301874 22.3207339 2.0601563 13.8736796\nENSG00000101745 9.6810419 3.6371670 5.3989686 1.6138913 1.9072590 2.9976263\n V8 V9 V10 V11 ⋯ V1454 \nENSG00000108846 19.8480464 193.125083 59.174110 45.201623 ⋯ 0.6402611\nENSG00000173210 1.2850075 9.157289 2.281537 1.257446 ⋯ 0.6484419\nENSG00000111644 14.7261515 26.093964 132.499523 154.831043 ⋯ 0.6174161\nENSG00000130402 0.7979768 1.443908 2.759269 1.839443 ⋯ 0.6329959\nENSG00000106541 4.0764498 2.468832 3.449375 1.291451 ⋯ 0.6985622\nENSG00000101745 8.6929340 1.086224 7.898958 2.638993 ⋯ 0.5585965\n V1455 V1456 V1457 V1458 V1459 V1460 \nENSG00000108846 0.6408244 0.6459228 0.6373460 0.6434012 0.6306340 0.6371360\nENSG00000173210 0.6443141 0.6485020 0.6456889 0.6458140 0.6399252 0.6454222\nENSG00000111644 0.6104179 0.6173906 0.6152936 0.6123675 0.6063123 0.6154869\nENSG00000130402 0.6253810 0.6313437 0.6299671 6.3107720 6.5014828 6.7422157\nENSG00000106541 0.6896522 0.6665373 0.6799377 0.6921019 0.6862371 0.6936271\nENSG00000101745 0.5525144 0.5567729 0.5591832 0.5562217 0.5477898 12.9195377\n V1461 V1462 V1463 \nENSG00000108846 0.6341252 0.6227913 0.6456889\nENSG00000173210 0.6448441 0.6324347 0.6459228\nENSG00000111644 0.6108782 0.5981478 0.6154869\nENSG00000130402 0.6272627 0.6161573 0.6310276\nENSG00000106541 0.6910232 0.6790786 0.6947489\nENSG00000101745 0.5541856 0.5424044 0.5570941"},"metadata":{}},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 6 × 6</caption>\n<thead>\n\t<tr><th></th><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th></tr>\n\t<tr><th></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>1</th><td>1 vs. 2</td><td>ENSG00000244734</td><td>0.000487000</td><td>0.005599241</td><td>-149406.590</td><td>149406.590</td></tr>\n\t<tr><th scope=row>2</th><td>1 vs. 2</td><td>ENSG00000163736</td><td>0.000009740</td><td>0.000374000</td><td> 15620.516</td><td> 15620.516</td></tr>\n\t<tr><th scope=row>3</th><td>1 vs. 2</td><td>ENSG00000101162</td><td>0.000340000</td><td>0.004967912</td><td> 7281.581</td><td> 7281.581</td></tr>\n\t<tr><th scope=row>4</th><td>1 vs. 2</td><td>ENSG00000113140</td><td>0.000561000</td><td>0.006149656</td><td> 3869.627</td><td> 3869.627</td></tr>\n\t<tr><th scope=row>5</th><td>1 vs. 2</td><td>ENSG00000158457</td><td>0.001088797</td><td>0.008659730</td><td> 3752.162</td><td> 3752.162</td></tr>\n\t<tr><th scope=row>6</th><td>1 vs. 2</td><td>ENSG00000188536</td><td>0.000004980</td><td>0.000229000</td><td> 3631.954</td><td> 3631.954</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 6 × 6\n\n| <!--/--> | V1 <chr> | V2 <chr> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> |\n|---|---|---|---|---|---|---|\n| 1 | 1 vs. 2 | ENSG00000244734 | 0.000487000 | 0.005599241 | -149406.590 | 149406.590 |\n| 2 | 1 vs. 2 | ENSG00000163736 | 0.000009740 | 0.000374000 | 15620.516 | 15620.516 |\n| 3 | 1 vs. 2 | ENSG00000101162 | 0.000340000 | 0.004967912 | 7281.581 | 7281.581 |\n| 4 | 1 vs. 2 | ENSG00000113140 | 0.000561000 | 0.006149656 | 3869.627 | 3869.627 |\n| 5 | 1 vs. 2 | ENSG00000158457 | 0.001088797 | 0.008659730 | 3752.162 | 3752.162 |\n| 6 | 1 vs. 2 | ENSG00000188536 | 0.000004980 | 0.000229000 | 3631.954 | 3631.954 |\n\n","text/latex":"A data.frame: 6 × 6\n\\begin{tabular}{r|llllll}\n & V1 & V2 & V3 & V4 & V5 & V6\\\\\n & <chr> & <chr> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n\\hline\n\t1 & 1 vs. 2 & ENSG00000244734 & 0.000487000 & 0.005599241 & -149406.590 & 149406.590\\\\\n\t2 & 1 vs. 2 & ENSG00000163736 & 0.000009740 & 0.000374000 & 15620.516 & 15620.516\\\\\n\t3 & 1 vs. 2 & ENSG00000101162 & 0.000340000 & 0.004967912 & 7281.581 & 7281.581\\\\\n\t4 & 1 vs. 2 & ENSG00000113140 & 0.000561000 & 0.006149656 & 3869.627 & 3869.627\\\\\n\t5 & 1 vs. 2 & ENSG00000158457 & 0.001088797 & 0.008659730 & 3752.162 & 3752.162\\\\\n\t6 & 1 vs. 2 & ENSG00000188536 & 0.000004980 & 0.000229000 & 3631.954 & 3631.954\\\\\n\\end{tabular}\n","text/plain":" V1 V2 V3 V4 V5 V6 \n1 1 vs. 2 ENSG00000244734 0.000487000 0.005599241 -149406.590 149406.590\n2 1 vs. 2 ENSG00000163736 0.000009740 0.000374000 15620.516 15620.516\n3 1 vs. 2 ENSG00000101162 0.000340000 0.004967912 7281.581 7281.581\n4 1 vs. 2 ENSG00000113140 0.000561000 0.006149656 3869.627 3869.627\n5 1 vs. 2 ENSG00000158457 0.001088797 0.008659730 3752.162 3752.162\n6 1 vs. 2 ENSG00000188536 0.000004980 0.000229000 3631.954 3631.954"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Loading the CTC dataset"},{"metadata":{},"cell_type":"markdown","source":"The \"CTCdataset\" dataset consisting of single migratory circulating tumor cells (CTCs) collected from patients with breast cancer. Data are available in the GEO database with accession number GSE51827.The dataset should be formatted in a data frame where columns refer to samples and rows refer to genes. We provide here the possibility to load the dataset either as \".csv\" or \".rda\" extensions."},{"metadata":{"trusted":true},"cell_type":"code","source":"FileName<-\"CTCdataset\" # Name of the dataset\n#CSV=TRUE # If the dataset has \".csv\", the user shoud set CSV to TRUE\nCSV=FALSE # If the dataset has \".rda\", the user shoud set CSV to FALSE\n\nif (CSV==TRUE){\n DataSet <- read.csv(file = paste0(FileName,\".csv\"), sep = \",\",header=T)\n rownames(DataSet)<-DataSet[,1]\n DataSet<-DataSet[,-1]\n} else{\n load(paste0(FileName,\".rda\"))\n DataSet<-get(FileName)\n}\ncat(paste0(\"The \", FileName,\" contains:\",\"\\n\",\"Genes: \",length(DataSet[,1]),\"\\n\",\"cells: \",length(DataSet[1,]),\"\\n\"))","execution_count":3,"outputs":[{"output_type":"stream","text":"The CTCdataset contains:\nGenes: 13181\ncells: 1462\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"sc<- DISCBIO(DataSet) # The DISCBIO class is the central object storing all information generated throughout the pipeline ","execution_count":4,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## 1. Data Pre-processing"},{"metadata":{},"cell_type":"markdown","source":"Prior to applying data analysis methods, it is standard to pre-process the raw read counts resulted from the sequencing. The preprocessing approach depends on the existence or absence of ERCC spike-ins. In both cases, it includes normalization of read counts and gene filtering.\n\nNormalization of read counts\nTo account for RNA composition and sequencing depth among samples (single-cells), the normalization method “median of ratios” is used. This method takes the ratio of the gene instantaneous median to the total counts for all genes in that cell (column median). The gene instantaneous median is the product of multiplying the median of the total counts across all cells (row median) with the read of the target gene in each cell. This normalization method makes it possible to compare the normalized counts for each gene equally between samples.\n\nGene filtering\nThe key idea in filtering genes is to appoint the genes that manifest abundant variation across samples. Filtering genes is a critical step due to its dramatic impact on the downstream analysis. Gene filtering can be implemented based on gene expression."},{"metadata":{},"cell_type":"markdown","source":""},{"metadata":{"trusted":true},"cell_type":"code","source":"load(\"distances.Rdata\")\nsc@distances<-distances\n\n# Estimating a value for the \"minexpr\" parameter\nS<-summary(rowMeans(DataSet,na.rm=TRUE)) # It gives an idea about the overall expression of the genes\nminexpr= S[3] \n\n# Estimating a value for the \"minnumber\" parameters\nminnumber= round(length(DataSet[1,])/10) # To be expressed in at 10% of the cells.\n\nsc<-Normalizedata(sc, mintotal=1, minexpr=minexpr, minnumber=minnumber, maxexpr=Inf, downsample=FALSE, dsn=1, rseed=17000) \nsc<-FinalPreprocessing(sc,GeneFlitering=\"ExpF\",export = TRUE) # The GeneFiltering should be set to \"ExpF\"","execution_count":5,"outputs":[{"output_type":"stream","text":"The gene filtering method = Noise filtering\n\nThe Filtered Normalized dataset contains:\nGenes: 209\ncells: 1462\n\n\n\nThe Filtered Normalized dataset was saved as: filteredDataset.Rdata\n\n","name":"stderr"}]},{"metadata":{},"cell_type":"markdown","source":"## Shared genes in the outcome of the pre-processing of DIscBIO and Granatum"},{"metadata":{"trusted":true},"cell_type":"code","source":"SharedGenes<-cbind(rownames(sc@fdata),rownames(Gexpression))\ncolnames(SharedGenes)<-c(\"DIscBIO\",\"Granatum\")\ngData<-rownames(Gexpression)\ndData<-rownames(sc@fdata) \nidx_genes <- is.element(gData,dData)\nSharedGenes<-gData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes),\" shared genes between DIscBIO and Granatum.\",\"\\n\")) ","execution_count":6,"outputs":[{"output_type":"stream","text":"Warning message in cbind(...):\n“number of rows of result is not a multiple of vector length (arg 1)”\n","name":"stderr"},{"output_type":"stream","text":"There are 88 shared genes between DIscBIO and Granatum.\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## 2. DIscBIO Clustering using K-means (Euclidean)"},{"metadata":{"trusted":true},"cell_type":"code","source":"set.seed(222)\nKm<-stats::kmeans(as.matrix(t(sc@fdata)),4)\nsc@kmeans$kpart<-Km[[1]]\nsc@cpart=Km[[1]]","execution_count":7,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### Evaluating the stability and consistancy of the clusters generated by DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"withr::with_options(repr.plot.width=12, repr.plot.height=25)\nplotSilhouette(sc,K=4) ","execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"Plot with title “Silhouette plot of (x = kpart, dist = distances)”","image/png":"iVBORw0KGgoAAAANSUhEUgAABaAAAAu4CAIAAACYeIg0AAAACXBIWXMAABJ0AAASdAHeZh94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\nb948+d1pixYtgoOD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mO+z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PgsMiwYcOEEP/93/9d1YD+/fsLIbZv326szJs3T/4Su23btko3OXny5IgRI/z8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\noHj/H8ZnEeEueyhIAAAAAElFTkSuQmCC"},"metadata":{"image/png":{"width":720,"height":1500}}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"withr::with_options(repr.plot.width=10, repr.plot.height=12)\nJaccard(sc,Clustering=\"K-means\", K=4, plot = TRUE) # Jaccard ","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/html":"<style>\n.list-inline {list-style: none; margin:0; padding: 0}\n.list-inline>li {display: inline-block}\n.list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n</style>\n<ol class=list-inline><li>0.43</li><li>0.348</li><li>0.639</li><li>0.576</li></ol>\n","text/markdown":"1. 0.43\n2. 0.348\n3. 0.639\n4. 0.576\n\n\n","text/latex":"\\begin{enumerate*}\n\\item 0.43\n\\item 0.348\n\\item 0.639\n\\item 0.576\n\\end{enumerate*}\n","text/plain":"[1] 0.430 0.348 0.639 0.576"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"plot without 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OJI8XFxQ888EBxcfFhP9ScOHHik08+ebAAL7rooiiKnnrqqY0b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\nTkSuQmCC"},"metadata":{"image/png":{"width":600,"height":720}}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"f<-c(0.43, 0.348, 0.639, 0.576)\ncat(paste0(\"The mean Jaccard of all the clusters is \", round(mean(f), digits=1),\"\\n\"))","execution_count":10,"outputs":[{"output_type":"stream","text":"The mean Jaccard of all the clusters is 0.5\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### CTC clusters with Granatum based on K-means (Euclidean)"},{"metadata":{"trusted":true},"cell_type":"code","source":"SharedCells<- data.frame(sc@kmeans$kpart,Gclusters[,3])\nsame<-c()\nfor (i in 1: length(SharedCells[,1])){\n\tif (SharedCells[i,1]==\"1\" & SharedCells[i,2]==\"2\"){\n\t\tsame<-c(same,i)\n\t}\n\tif (SharedCells[i,1]==\"2\" & SharedCells[i,2]==\"3\"){\n\t\tsame<-c(same,i)\n\t}\n\tif (SharedCells[i,1]==\"3\" & SharedCells[i,2]==\"4\"){\n\t\tsame<-c(same,i)\n\t}\n\tif (SharedCells[i,1]==\"4\" & SharedCells[i,2]==\"1\"){\n\t\tsame<-c(same,i)\n\t}\n}\n\ncat(paste0(\"There are \", length(same),\"\\n\"))\ncat(paste0(round((length(same)/length(SharedCells[,1])) * 100,digits=1),\"%\", \" of the cells are shared between DIscBIO and Granatum\",\"\\n\"))\n","execution_count":11,"outputs":[{"output_type":"stream","text":"There are 763\n52.2% of the cells are shared between DIscBIO and Granatum\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"Granatum<-sc\ncolnames(Gexpression)<-colnames(sc@fdata)\nGranatum@fdata<-Gexpression\nGranatum@kmeans$kpart<-Gclusters[,3]\nnames(Granatum@kmeans$kpart)<-Gclusters[,1]","execution_count":12,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### Evaluating the stability and consistancy of the clusters generated by DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"withr::with_options(repr.plot.width=12, repr.plot.height=25)\nplotSilhouette(Granatum,K=4) ","execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"Plot with title “Silhouette plot of (x = kpart, dist = distances)”","image/png":"iVBORw0KGgoAAAANSUhEUgAABaAAAAu4CAIAAACYeIg0AAAACXBIWXMAABJ0AAASdAHeZh94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\naWXFxsYuWbKkwmHm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r7++tra2ra3t4x//+N5fmj59+ic+8YmBR628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GjRxsMBkmSqgg48vPzy3+5rq6uFl9u1R678+uQfAmG/G2aq+wCjZouKE8x8/HH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\negQcAAAAAABA9YWzAOsAAAAGSURBVP4fuRMzjJOh1/gAAAAASUVORK5CYII="},"metadata":{"image/png":{"width":720,"height":1500}}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"withr::with_options(repr.plot.width=10, repr.plot.height=12)\nJaccard(Granatum,Clustering=\"K-means\", K=4, plot = TRUE) # Jaccard ","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/html":"<style>\n.list-inline {list-style: none; margin:0; padding: 0}\n.list-inline>li {display: inline-block}\n.list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n</style>\n<ol class=list-inline><li>0.611</li><li>0.273</li><li>0.305</li><li>0.625</li></ol>\n","text/markdown":"1. 0.611\n2. 0.273\n3. 0.305\n4. 0.625\n\n\n","text/latex":"\\begin{enumerate*}\n\\item 0.611\n\\item 0.273\n\\item 0.305\n\\item 0.625\n\\end{enumerate*}\n","text/plain":"[1] 0.611 0.273 0.305 0.625"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"plot without 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T5559PHCkpKbn//vtLSkoO+aHm+PHjn3jiiQMFeNFFF0VR9NRT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\nShACAAAEShACAAAEShACAAAEShACAAAEShACAAAESh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vWYBRFFStW7N+/f05OzvGuffHFF2Ox2KhRo45ZT0tLu+iii4quvPTSS9ddd12d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\nSUVORK5CYII="},"metadata":{"image/png":{"width":600,"height":720}}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"f<-c(0.611, 0.273, 0.305, 0.625)\ncat(paste0(\"The mean Jaccard of all the clusters is \", round(mean(f), digits=1),\"\\n\"))","execution_count":15,"outputs":[{"output_type":"stream","text":"The mean Jaccard of all the clusters is 0.5\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Determining differentially expressed genes for K-means Clustering using DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"#cdiff<-DEGanalysis(sc,Clustering=\"K-means\",K=4,fdr=0.05,name=\"DIscBIO\",export = TRUE,quiet=TRUE) ####### differential expression analysis between all clusters\n#### To show the result table\n#head(cdiff[[1]]) # The first component \n#head(cdiff[[2]]) # The second component","execution_count":16,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":""},{"metadata":{},"cell_type":"markdown","source":"## Comparing DEGs form DIscBIO and Granatum"},{"metadata":{"trusted":true},"cell_type":"code","source":"#df1<-rbind(read.csv(file=paste0(cdiff[[2]][1,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][1,6]),head=TRUE,sep=\",\"))\ndf1<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl4inCl1VSCl4.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl4inCl1VSCl4.csv\",head=TRUE,sep=\",\"))\ngenes1vs4<-df1[,4]\n\n#df2<-rbind(read.csv(file=paste0(cdiff[[2]][2,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][2,6]),head=TRUE,sep=\",\"))\ndf2<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl3inCl1VSCl3.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl3inCl1VSCl3.csv\",head=TRUE,sep=\",\"))\ngenes1vs3<-df2[,4]\n\n#df3<-rbind(read.csv(file=paste0(cdiff[[2]][3,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][3,6]),head=TRUE,sep=\",\"))\ndf3<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl2inCl1VSCl2.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl2inCl1VSCl2.csv\",head=TRUE,sep=\",\"))\ngenes1vs2<-df3[,4]\n\n#df4<-rbind(read.csv(file=paste0(cdiff[[2]][4,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][4,6]),head=TRUE,sep=\",\"))\ndf4<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl3inCl4VSCl3.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl3inCl4VSCl3.csv\",head=TRUE,sep=\",\"))\ngenes3vs4<-df4[,4]\n\n#df5<-rbind(read.csv(file=paste0(cdiff[[2]][5,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][5,6]),head=TRUE,sep=\",\"))\ndf5<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl4inCl2VSCl4.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl4inCl2VSCl4.csv\",head=TRUE,sep=\",\"))\ngenes2vs4<-df5[,4]\n\n#df6<-rbind(read.csv(file=paste0(cdiff[[2]][6,4]),head=TRUE,sep=\",\"),read.csv(file=paste0(cdiff[[2]][6,6]),head=TRUE,sep=\",\"))\ndf6<-rbind(read.csv(file=\"Up-regulated-DIscBIOCl2inCl3VSCl2.csv\",head=TRUE,sep=\",\"),read.csv(file=\"Low-regulated-DIscBIOCl2inCl3VSCl2.csv\",head=TRUE,sep=\",\"))\ngenes3vs2<-df6[,4]\n","execution_count":17,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### [CL1 vs CL2 DIscBIO] vs [CL2 vs CL3 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL1 vs CL2 DIscBIO] vs [CL2 vs CL3 Granatum]\ndData<-genes1vs2\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL1 vs CL2\",\"\\n\"))\ntarget=G_DEGs$`2 vs. 3`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\ncat(paste0(\"There are \", length(targetGeneList), \" DEGs detected by Granatum in CL2 vs CL3\",\"\\n\"))\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf3[idx_genes,]","execution_count":18,"outputs":[{"output_type":"stream","text":"There are 133 DEGs detected by DIscBIO in CL1 vs CL2\nThere are 212 DEGs detected by Granatum in CL2 vs CL3\nThere are 51 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 51 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>4</th><td> 6</td><td>186</td><td>TMSB10 </td><td>ENSG00000034510</td><td> 7315.95</td><td> 7315.95</td><td>1</td><td>1.916397e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>10</th><td> 17</td><td> 32</td><td>CXCL2 </td><td>ENSG00000081041</td><td> 4625.30</td><td> 4625.30</td><td>1</td><td>5.631110e+09</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>18</th><td> 31</td><td> 65</td><td>HSPB1 </td><td>ENSG00000106211</td><td> 3898.20</td><td> 3898.20</td><td>1</td><td>4.161295e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>20</th><td> 38</td><td>139</td><td>RPL34 </td><td>ENSG00000109475</td><td> 5204.40</td><td> 5204.40</td><td>1</td><td>6.498620e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>21</th><td> 40</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td> 3020.30</td><td> 3020.30</td><td>1</td><td>1.683022e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>23</th><td> 44</td><td>125</td><td>RBM25 </td><td>ENSG00000119707</td><td> 5487.20</td><td> 5487.20</td><td>1</td><td>2.160221e+02</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>27</th><td> 49</td><td>134</td><td>RPL23 </td><td>ENSG00000125691</td><td> 4478.00</td><td> 4478.00</td><td>1</td><td>6.296690e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>31</th><td> 59</td><td>140</td><td>RPL35 </td><td>ENSG00000136942</td><td> 3324.35</td><td> 3324.35</td><td>1</td><td>8.804834e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>34</th><td> 63</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td> 4457.15</td><td> 4457.15</td><td>1</td><td>5.475404e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>36</th><td> 66</td><td>129</td><td>RHOB </td><td>ENSG00000143878</td><td> 6045.00</td><td> 6045.00</td><td>1</td><td>2.638161e+10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>37</th><td> 69</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td> 4578.10</td><td> 4578.10</td><td>1</td><td>1.501140e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>38</th><td> 72</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td> 4545.95</td><td> 4545.95</td><td>1</td><td>3.202473e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>39</th><td> 74</td><td>136</td><td>RPL30 </td><td>ENSG00000156482</td><td> 3466.10</td><td> 3466.10</td><td>1</td><td>5.190309e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>40</th><td> 75</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td> 3204.55</td><td> 3204.55</td><td>1</td><td>2.242519e-07</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>44</th><td> 79</td><td> 33</td><td>CXCL3 </td><td>ENSG00000163734</td><td> 3951.25</td><td> 3951.25</td><td>1</td><td>8.235495e+06</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>45</th><td> 81</td><td>200</td><td>UQCRQ </td><td>ENSG00000164405</td><td> 4766.65</td><td> 4766.65</td><td>1</td><td>1.211634e+02</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>47</th><td> 84</td><td>132</td><td>RPL13 </td><td>ENSG00000167526</td><td> 3184.70</td><td> 3184.70</td><td>1</td><td>1.726805e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>51</th><td> 92</td><td>144</td><td>RPL38 </td><td>ENSG00000172809</td><td> 4094.40</td><td> 4094.40</td><td>1</td><td>1.355297e+01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>52</th><td> 93</td><td>149</td><td>RPLP2 </td><td>ENSG00000177600</td><td> 5609.80</td><td> 5609.80</td><td>1</td><td>5.604572e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>54</th><td> 95</td><td>208</td><td>ZFP36L1 </td><td>ENSG00000185650</td><td> 5817.80</td><td> 5817.80</td><td>1</td><td>2.189037e+10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>57</th><td> 99</td><td>143</td><td>RPL37A </td><td>ENSG00000197756</td><td> 5125.80</td><td> 5125.80</td><td>1</td><td>9.978369e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>59</th><td> 9</td><td>123</td><td>RASGRP2 </td><td>ENSG00000068831</td><td> 2652.05</td><td> 2652.05</td><td>1</td><td>2.529199e-08</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>60</th><td> 41</td><td>151</td><td>RPS12 </td><td>ENSG00000112306</td><td> 2864.35</td><td> 2864.35</td><td>1</td><td>2.696123e+00</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>62</th><td> 73</td><td> 98</td><td>NRGN </td><td>ENSG00000154146</td><td> 2886.00</td><td> 2886.00</td><td>1</td><td>5.008879e+00</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>63</th><td> 96</td><td>156</td><td>RPS23 </td><td>ENSG00000186468</td><td> 2762.60</td><td> 2762.60</td><td>1</td><td>6.033706e+00</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>64</th><td>100</td><td>165</td><td>S100A6 </td><td>ENSG00000197956</td><td> 2980.60</td><td> 2980.60</td><td>1</td><td>2.659768e+01</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>65</th><td>101</td><td>161</td><td>RPS4X </td><td>ENSG00000198034</td><td> 2899.75</td><td> 2899.75</td><td>1</td><td>1.164316e+01</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>66</th><td>102</td><td>145</td><td>RPL39 </td><td>ENSG00000198918</td><td> 2732.50</td><td> 2732.50</td><td>1</td><td>4.174064e+00</td><td>0.004101162</td></tr>\n\t<tr><th scope=row>70</th><td> 88</td><td> 78</td><td>KRT8 </td><td>ENSG00000170421</td><td> 2428.30</td><td> 2428.30</td><td>1</td><td>1.007781e-08</td><td>0.007655502</td></tr>\n\t<tr><th scope=row>71</th><td>103</td><td>159</td><td>RPS28 </td><td>ENSG00000233927</td><td> 2500.10</td><td> 2500.10</td><td>1</td><td>4.147598e+00</td><td>0.007655502</td></tr>\n\t<tr><th scope=row>74</th><td> 32</td><td>171</td><td>SERPINE1</td><td>ENSG00000106366</td><td> 2147.40</td><td> 2147.40</td><td>1</td><td>8.806128e-09</td><td>0.014206087</td></tr>\n\t<tr><th scope=row>76</th><td> 36</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td> 2193.00</td><td> 2193.00</td><td>1</td><td>4.906766e+00</td><td>0.014206087</td></tr>\n\t<tr><th scope=row>77</th><td> 39</td><td> 76</td><td>KRT18 </td><td>ENSG00000111057</td><td> 2215.95</td><td> 2215.95</td><td>1</td><td>9.778015e-09</td><td>0.014206087</td></tr>\n\t<tr><th scope=row>82</th><td> 29</td><td> 27</td><td>COTL1 </td><td>ENSG00000103187</td><td> 2100.35</td><td> 2100.35</td><td>1</td><td>7.183117e+00</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>83</th><td> 33</td><td>102</td><td>P2RX1 </td><td>ENSG00000108405</td><td> 2033.50</td><td> 2033.50</td><td>1</td><td>8.323049e-01</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>84</th><td> 62</td><td>157</td><td>RPS24 </td><td>ENSG00000138326</td><td> 2107.90</td><td> 2107.90</td><td>1</td><td>3.278049e+00</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>85</th><td> 68</td><td> 29</td><td>CTDSPL </td><td>ENSG00000144677</td><td> 2004.85</td><td> 2004.85</td><td>1</td><td>4.546248e+01</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>87</th><td> 86</td><td>175</td><td>SPINT2 </td><td>ENSG00000167642</td><td> 2031.70</td><td> 2031.70</td><td>1</td><td>3.853579e+00</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>88</th><td>105</td><td> 15</td><td>CD24 </td><td>ENSG00000272398</td><td> 2074.25</td><td> 2074.25</td><td>1</td><td>1.000000e+00</td><td>0.019317623</td></tr>\n\t<tr><th scope=row>92</th><td> 11</td><td>137</td><td>RPL31 </td><td>ENSG00000071082</td><td> 1861.05</td><td> 1861.05</td><td>1</td><td>1.885339e+00</td><td>0.027682843</td></tr>\n\t<tr><th scope=row>100</th><td> 27</td><td> 93</td><td>MYL9 </td><td>ENSG00000101335</td><td> 1660.70</td><td> 1660.70</td><td>1</td><td>1.831732e+00</td><td>0.039211110</td></tr>\n\t<tr><th scope=row>101</th><td> 64</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td> 1640.05</td><td> 1640.05</td><td>1</td><td>2.623947e+00</td><td>0.039211110</td></tr>\n\t<tr><th scope=row>105</th><td> 80</td><td>105</td><td>PF4 </td><td>ENSG00000163737</td><td> 1573.50</td><td> 1573.50</td><td>1</td><td>1.266317e+01</td><td>0.045112782</td></tr>\n\t<tr><th scope=row>111</th><td> 10</td><td> 96</td><td>NFE2 </td><td>ENSG00000123405</td><td> -5000.50</td><td> -5000.50</td><td>1</td><td>5.871481e-02</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>117</th><td> 24</td><td> 61</td><td>HBA2 </td><td>ENSG00000188536</td><td> -9245.35</td><td> -9245.35</td><td>1</td><td>2.053707e-13</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>119</th><td> 26</td><td>146</td><td>RPL41 </td><td>ENSG00000229117</td><td> -4967.60</td><td> -4967.60</td><td>1</td><td>6.197302e-02</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>121</th><td> 28</td><td> 62</td><td>HBB </td><td>ENSG00000244734</td><td>-11411.90</td><td>-11411.90</td><td>1</td><td>6.838737e-15</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>124</th><td> 1</td><td>111</td><td>PRKAR2B </td><td>ENSG00000005249</td><td> -3596.25</td><td> -3596.25</td><td>1</td><td>1.319292e-01</td><td>0.008105826</td></tr>\n\t<tr><th scope=row>127</th><td> 5</td><td>197</td><td>TUBB1 </td><td>ENSG00000101162</td><td> -2955.35</td><td> -2955.35</td><td>1</td><td>3.003076e-01</td><td>0.046113853</td></tr>\n\t<tr><th scope=row>129</th><td> 18</td><td>179</td><td>TAL1 </td><td>ENSG00000162367</td><td> -3051.65</td><td> -3051.65</td><td>1</td><td>3.256530e-03</td><td>0.046113853</td></tr>\n\t<tr><th scope=row>130</th><td> 17</td><td> 37</td><td>EEF1A1 </td><td>ENSG00000156508</td><td> -2807.45</td><td> -2807.45</td><td>1</td><td>6.570624e-01</td><td>0.046374678</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 51 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 4 | 6 | 186 | TMSB10 | ENSG00000034510 | 7315.95 | 7315.95 | 1 | 1.916397e+01 | 0.000000000 |\n| 10 | 17 | 32 | CXCL2 | ENSG00000081041 | 4625.30 | 4625.30 | 1 | 5.631110e+09 | 0.000000000 |\n| 18 | 31 | 65 | HSPB1 | ENSG00000106211 | 3898.20 | 3898.20 | 1 | 4.161295e+01 | 0.000000000 |\n| 20 | 38 | 139 | RPL34 | ENSG00000109475 | 5204.40 | 5204.40 | 1 | 6.498620e+00 | 0.000000000 |\n| 21 | 40 | 3 | ACRBP | ENSG00000111644 | 3020.30 | 3020.30 | 1 | 1.683022e+01 | 0.000000000 |\n| 23 | 44 | 125 | RBM25 | ENSG00000119707 | 5487.20 | 5487.20 | 1 | 2.160221e+02 | 0.000000000 |\n| 27 | 49 | 134 | RPL23 | ENSG00000125691 | 4478.00 | 4478.00 | 1 | 6.296690e+00 | 0.000000000 |\n| 31 | 59 | 140 | RPL35 | ENSG00000136942 | 3324.35 | 3324.35 | 1 | 8.804834e+00 | 0.000000000 |\n| 34 | 63 | 131 | RPL11 | ENSG00000142676 | 4457.15 | 4457.15 | 1 | 5.475404e+00 | 0.000000000 |\n| 36 | 66 | 129 | RHOB | ENSG00000143878 | 6045.00 | 6045.00 | 1 | 2.638161e+10 | 0.000000000 |\n| 37 | 69 | 142 | RPL37 | ENSG00000145592 | 4578.10 | 4578.10 | 1 | 1.501140e+01 | 0.000000000 |\n| 38 | 72 | 24 | CMIP | ENSG00000153815 | 4545.95 | 4545.95 | 1 | 3.202473e+01 | 0.000000000 |\n| 39 | 74 | 136 | RPL30 | ENSG00000156482 | 3466.10 | 3466.10 | 1 | 5.190309e+00 | 0.000000000 |\n| 40 | 75 | 116 | PTGIR | ENSG00000160013 | 3204.55 | 3204.55 | 1 | 2.242519e-07 | 0.000000000 |\n| 44 | 79 | 33 | CXCL3 | ENSG00000163734 | 3951.25 | 3951.25 | 1 | 8.235495e+06 | 0.000000000 |\n| 45 | 81 | 200 | UQCRQ | ENSG00000164405 | 4766.65 | 4766.65 | 1 | 1.211634e+02 | 0.000000000 |\n| 47 | 84 | 132 | RPL13 | ENSG00000167526 | 3184.70 | 3184.70 | 1 | 1.726805e+00 | 0.000000000 |\n| 51 | 92 | 144 | RPL38 | ENSG00000172809 | 4094.40 | 4094.40 | 1 | 1.355297e+01 | 0.000000000 |\n| 52 | 93 | 149 | RPLP2 | ENSG00000177600 | 5609.80 | 5609.80 | 1 | 5.604572e+00 | 0.000000000 |\n| 54 | 95 | 208 | ZFP36L1 | ENSG00000185650 | 5817.80 | 5817.80 | 1 | 2.189037e+10 | 0.000000000 |\n| 57 | 99 | 143 | RPL37A | ENSG00000197756 | 5125.80 | 5125.80 | 1 | 9.978369e+00 | 0.000000000 |\n| 59 | 9 | 123 | RASGRP2 | ENSG00000068831 | 2652.05 | 2652.05 | 1 | 2.529199e-08 | 0.004101162 |\n| 60 | 41 | 151 | RPS12 | ENSG00000112306 | 2864.35 | 2864.35 | 1 | 2.696123e+00 | 0.004101162 |\n| 62 | 73 | 98 | NRGN | ENSG00000154146 | 2886.00 | 2886.00 | 1 | 5.008879e+00 | 0.004101162 |\n| 63 | 96 | 156 | RPS23 | ENSG00000186468 | 2762.60 | 2762.60 | 1 | 6.033706e+00 | 0.004101162 |\n| 64 | 100 | 165 | S100A6 | ENSG00000197956 | 2980.60 | 2980.60 | 1 | 2.659768e+01 | 0.004101162 |\n| 65 | 101 | 161 | RPS4X | ENSG00000198034 | 2899.75 | 2899.75 | 1 | 1.164316e+01 | 0.004101162 |\n| 66 | 102 | 145 | RPL39 | ENSG00000198918 | 2732.50 | 2732.50 | 1 | 4.174064e+00 | 0.004101162 |\n| 70 | 88 | 78 | KRT8 | ENSG00000170421 | 2428.30 | 2428.30 | 1 | 1.007781e-08 | 0.007655502 |\n| 71 | 103 | 159 | RPS28 | ENSG00000233927 | 2500.10 | 2500.10 | 1 | 4.147598e+00 | 0.007655502 |\n| 74 | 32 | 171 | SERPINE1 | ENSG00000106366 | 2147.40 | 2147.40 | 1 | 8.806128e-09 | 0.014206087 |\n| 76 | 36 | 2 | ABCC3 | ENSG00000108846 | 2193.00 | 2193.00 | 1 | 4.906766e+00 | 0.014206087 |\n| 77 | 39 | 76 | KRT18 | ENSG00000111057 | 2215.95 | 2215.95 | 1 | 9.778015e-09 | 0.014206087 |\n| 82 | 29 | 27 | COTL1 | ENSG00000103187 | 2100.35 | 2100.35 | 1 | 7.183117e+00 | 0.019317623 |\n| 83 | 33 | 102 | P2RX1 | ENSG00000108405 | 2033.50 | 2033.50 | 1 | 8.323049e-01 | 0.019317623 |\n| 84 | 62 | 157 | RPS24 | ENSG00000138326 | 2107.90 | 2107.90 | 1 | 3.278049e+00 | 0.019317623 |\n| 85 | 68 | 29 | CTDSPL | ENSG00000144677 | 2004.85 | 2004.85 | 1 | 4.546248e+01 | 0.019317623 |\n| 87 | 86 | 175 | SPINT2 | ENSG00000167642 | 2031.70 | 2031.70 | 1 | 3.853579e+00 | 0.019317623 |\n| 88 | 105 | 15 | CD24 | ENSG00000272398 | 2074.25 | 2074.25 | 1 | 1.000000e+00 | 0.019317623 |\n| 92 | 11 | 137 | RPL31 | ENSG00000071082 | 1861.05 | 1861.05 | 1 | 1.885339e+00 | 0.027682843 |\n| 100 | 27 | 93 | MYL9 | ENSG00000101335 | 1660.70 | 1660.70 | 1 | 1.831732e+00 | 0.039211110 |\n| 101 | 64 | 163 | RPS8 | ENSG00000142937 | 1640.05 | 1640.05 | 1 | 2.623947e+00 | 0.039211110 |\n| 105 | 80 | 105 | PF4 | ENSG00000163737 | 1573.50 | 1573.50 | 1 | 1.266317e+01 | 0.045112782 |\n| 111 | 10 | 96 | NFE2 | ENSG00000123405 | -5000.50 | -5000.50 | 1 | 5.871481e-02 | 0.000000000 |\n| 117 | 24 | 61 | HBA2 | ENSG00000188536 | -9245.35 | -9245.35 | 1 | 2.053707e-13 | 0.000000000 |\n| 119 | 26 | 146 | RPL41 | ENSG00000229117 | -4967.60 | -4967.60 | 1 | 6.197302e-02 | 0.000000000 |\n| 121 | 28 | 62 | HBB | ENSG00000244734 | -11411.90 | -11411.90 | 1 | 6.838737e-15 | 0.000000000 |\n| 124 | 1 | 111 | PRKAR2B | ENSG00000005249 | -3596.25 | -3596.25 | 1 | 1.319292e-01 | 0.008105826 |\n| 127 | 5 | 197 | TUBB1 | ENSG00000101162 | -2955.35 | -2955.35 | 1 | 3.003076e-01 | 0.046113853 |\n| 129 | 18 | 179 | TAL1 | ENSG00000162367 | -3051.65 | -3051.65 | 1 | 3.256530e-03 | 0.046113853 |\n| 130 | 17 | 37 | EEF1A1 | ENSG00000156508 | -2807.45 | -2807.45 | 1 | 6.570624e-01 | 0.046374678 |\n\n","text/latex":"A data.frame: 51 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t4 & 6 & 186 & TMSB10 & ENSG00000034510 & 7315.95 & 7315.95 & 1 & 1.916397e+01 & 0.000000000\\\\\n\t10 & 17 & 32 & CXCL2 & ENSG00000081041 & 4625.30 & 4625.30 & 1 & 5.631110e+09 & 0.000000000\\\\\n\t18 & 31 & 65 & HSPB1 & ENSG00000106211 & 3898.20 & 3898.20 & 1 & 4.161295e+01 & 0.000000000\\\\\n\t20 & 38 & 139 & RPL34 & ENSG00000109475 & 5204.40 & 5204.40 & 1 & 6.498620e+00 & 0.000000000\\\\\n\t21 & 40 & 3 & ACRBP & ENSG00000111644 & 3020.30 & 3020.30 & 1 & 1.683022e+01 & 0.000000000\\\\\n\t23 & 44 & 125 & RBM25 & ENSG00000119707 & 5487.20 & 5487.20 & 1 & 2.160221e+02 & 0.000000000\\\\\n\t27 & 49 & 134 & RPL23 & ENSG00000125691 & 4478.00 & 4478.00 & 1 & 6.296690e+00 & 0.000000000\\\\\n\t31 & 59 & 140 & RPL35 & ENSG00000136942 & 3324.35 & 3324.35 & 1 & 8.804834e+00 & 0.000000000\\\\\n\t34 & 63 & 131 & RPL11 & ENSG00000142676 & 4457.15 & 4457.15 & 1 & 5.475404e+00 & 0.000000000\\\\\n\t36 & 66 & 129 & RHOB & ENSG00000143878 & 6045.00 & 6045.00 & 1 & 2.638161e+10 & 0.000000000\\\\\n\t37 & 69 & 142 & RPL37 & ENSG00000145592 & 4578.10 & 4578.10 & 1 & 1.501140e+01 & 0.000000000\\\\\n\t38 & 72 & 24 & CMIP & ENSG00000153815 & 4545.95 & 4545.95 & 1 & 3.202473e+01 & 0.000000000\\\\\n\t39 & 74 & 136 & RPL30 & ENSG00000156482 & 3466.10 & 3466.10 & 1 & 5.190309e+00 & 0.000000000\\\\\n\t40 & 75 & 116 & PTGIR & ENSG00000160013 & 3204.55 & 3204.55 & 1 & 2.242519e-07 & 0.000000000\\\\\n\t44 & 79 & 33 & CXCL3 & ENSG00000163734 & 3951.25 & 3951.25 & 1 & 8.235495e+06 & 0.000000000\\\\\n\t45 & 81 & 200 & UQCRQ & ENSG00000164405 & 4766.65 & 4766.65 & 1 & 1.211634e+02 & 0.000000000\\\\\n\t47 & 84 & 132 & RPL13 & ENSG00000167526 & 3184.70 & 3184.70 & 1 & 1.726805e+00 & 0.000000000\\\\\n\t51 & 92 & 144 & RPL38 & ENSG00000172809 & 4094.40 & 4094.40 & 1 & 1.355297e+01 & 0.000000000\\\\\n\t52 & 93 & 149 & RPLP2 & ENSG00000177600 & 5609.80 & 5609.80 & 1 & 5.604572e+00 & 0.000000000\\\\\n\t54 & 95 & 208 & ZFP36L1 & ENSG00000185650 & 5817.80 & 5817.80 & 1 & 2.189037e+10 & 0.000000000\\\\\n\t57 & 99 & 143 & RPL37A & ENSG00000197756 & 5125.80 & 5125.80 & 1 & 9.978369e+00 & 0.000000000\\\\\n\t59 & 9 & 123 & RASGRP2 & ENSG00000068831 & 2652.05 & 2652.05 & 1 & 2.529199e-08 & 0.004101162\\\\\n\t60 & 41 & 151 & RPS12 & ENSG00000112306 & 2864.35 & 2864.35 & 1 & 2.696123e+00 & 0.004101162\\\\\n\t62 & 73 & 98 & NRGN & ENSG00000154146 & 2886.00 & 2886.00 & 1 & 5.008879e+00 & 0.004101162\\\\\n\t63 & 96 & 156 & RPS23 & ENSG00000186468 & 2762.60 & 2762.60 & 1 & 6.033706e+00 & 0.004101162\\\\\n\t64 & 100 & 165 & S100A6 & ENSG00000197956 & 2980.60 & 2980.60 & 1 & 2.659768e+01 & 0.004101162\\\\\n\t65 & 101 & 161 & RPS4X & ENSG00000198034 & 2899.75 & 2899.75 & 1 & 1.164316e+01 & 0.004101162\\\\\n\t66 & 102 & 145 & RPL39 & ENSG00000198918 & 2732.50 & 2732.50 & 1 & 4.174064e+00 & 0.004101162\\\\\n\t70 & 88 & 78 & KRT8 & ENSG00000170421 & 2428.30 & 2428.30 & 1 & 1.007781e-08 & 0.007655502\\\\\n\t71 & 103 & 159 & RPS28 & ENSG00000233927 & 2500.10 & 2500.10 & 1 & 4.147598e+00 & 0.007655502\\\\\n\t74 & 32 & 171 & SERPINE1 & ENSG00000106366 & 2147.40 & 2147.40 & 1 & 8.806128e-09 & 0.014206087\\\\\n\t76 & 36 & 2 & ABCC3 & ENSG00000108846 & 2193.00 & 2193.00 & 1 & 4.906766e+00 & 0.014206087\\\\\n\t77 & 39 & 76 & KRT18 & ENSG00000111057 & 2215.95 & 2215.95 & 1 & 9.778015e-09 & 0.014206087\\\\\n\t82 & 29 & 27 & COTL1 & ENSG00000103187 & 2100.35 & 2100.35 & 1 & 7.183117e+00 & 0.019317623\\\\\n\t83 & 33 & 102 & P2RX1 & ENSG00000108405 & 2033.50 & 2033.50 & 1 & 8.323049e-01 & 0.019317623\\\\\n\t84 & 62 & 157 & RPS24 & ENSG00000138326 & 2107.90 & 2107.90 & 1 & 3.278049e+00 & 0.019317623\\\\\n\t85 & 68 & 29 & CTDSPL & ENSG00000144677 & 2004.85 & 2004.85 & 1 & 4.546248e+01 & 0.019317623\\\\\n\t87 & 86 & 175 & SPINT2 & ENSG00000167642 & 2031.70 & 2031.70 & 1 & 3.853579e+00 & 0.019317623\\\\\n\t88 & 105 & 15 & CD24 & ENSG00000272398 & 2074.25 & 2074.25 & 1 & 1.000000e+00 & 0.019317623\\\\\n\t92 & 11 & 137 & RPL31 & ENSG00000071082 & 1861.05 & 1861.05 & 1 & 1.885339e+00 & 0.027682843\\\\\n\t100 & 27 & 93 & MYL9 & ENSG00000101335 & 1660.70 & 1660.70 & 1 & 1.831732e+00 & 0.039211110\\\\\n\t101 & 64 & 163 & RPS8 & ENSG00000142937 & 1640.05 & 1640.05 & 1 & 2.623947e+00 & 0.039211110\\\\\n\t105 & 80 & 105 & PF4 & ENSG00000163737 & 1573.50 & 1573.50 & 1 & 1.266317e+01 & 0.045112782\\\\\n\t111 & 10 & 96 & NFE2 & ENSG00000123405 & -5000.50 & -5000.50 & 1 & 5.871481e-02 & 0.000000000\\\\\n\t117 & 24 & 61 & HBA2 & ENSG00000188536 & -9245.35 & -9245.35 & 1 & 2.053707e-13 & 0.000000000\\\\\n\t119 & 26 & 146 & RPL41 & ENSG00000229117 & -4967.60 & -4967.60 & 1 & 6.197302e-02 & 0.000000000\\\\\n\t121 & 28 & 62 & HBB & ENSG00000244734 & -11411.90 & -11411.90 & 1 & 6.838737e-15 & 0.000000000\\\\\n\t124 & 1 & 111 & PRKAR2B & ENSG00000005249 & -3596.25 & -3596.25 & 1 & 1.319292e-01 & 0.008105826\\\\\n\t127 & 5 & 197 & TUBB1 & ENSG00000101162 & -2955.35 & -2955.35 & 1 & 3.003076e-01 & 0.046113853\\\\\n\t129 & 18 & 179 & TAL1 & ENSG00000162367 & -3051.65 & -3051.65 & 1 & 3.256530e-03 & 0.046113853\\\\\n\t130 & 17 & 37 & EEF1A1 & ENSG00000156508 & -2807.45 & -2807.45 & 1 & 6.570624e-01 & 0.046374678\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r. Denominator.s.s0.\n4 6 186 TMSB10 ENSG00000034510 7315.95 7315.95 1 \n10 17 32 CXCL2 ENSG00000081041 4625.30 4625.30 1 \n18 31 65 HSPB1 ENSG00000106211 3898.20 3898.20 1 \n20 38 139 RPL34 ENSG00000109475 5204.40 5204.40 1 \n21 40 3 ACRBP ENSG00000111644 3020.30 3020.30 1 \n23 44 125 RBM25 ENSG00000119707 5487.20 5487.20 1 \n27 49 134 RPL23 ENSG00000125691 4478.00 4478.00 1 \n31 59 140 RPL35 ENSG00000136942 3324.35 3324.35 1 \n34 63 131 RPL11 ENSG00000142676 4457.15 4457.15 1 \n36 66 129 RHOB ENSG00000143878 6045.00 6045.00 1 \n37 69 142 RPL37 ENSG00000145592 4578.10 4578.10 1 \n38 72 24 CMIP ENSG00000153815 4545.95 4545.95 1 \n39 74 136 RPL30 ENSG00000156482 3466.10 3466.10 1 \n40 75 116 PTGIR ENSG00000160013 3204.55 3204.55 1 \n44 79 33 CXCL3 ENSG00000163734 3951.25 3951.25 1 \n45 81 200 UQCRQ ENSG00000164405 4766.65 4766.65 1 \n47 84 132 RPL13 ENSG00000167526 3184.70 3184.70 1 \n51 92 144 RPL38 ENSG00000172809 4094.40 4094.40 1 \n52 93 149 RPLP2 ENSG00000177600 5609.80 5609.80 1 \n54 95 208 ZFP36L1 ENSG00000185650 5817.80 5817.80 1 \n57 99 143 RPL37A ENSG00000197756 5125.80 5125.80 1 \n59 9 123 RASGRP2 ENSG00000068831 2652.05 2652.05 1 \n60 41 151 RPS12 ENSG00000112306 2864.35 2864.35 1 \n62 73 98 NRGN ENSG00000154146 2886.00 2886.00 1 \n63 96 156 RPS23 ENSG00000186468 2762.60 2762.60 1 \n64 100 165 S100A6 ENSG00000197956 2980.60 2980.60 1 \n65 101 161 RPS4X ENSG00000198034 2899.75 2899.75 1 \n66 102 145 RPL39 ENSG00000198918 2732.50 2732.50 1 \n70 88 78 KRT8 ENSG00000170421 2428.30 2428.30 1 \n71 103 159 RPS28 ENSG00000233927 2500.10 2500.10 1 \n74 32 171 SERPINE1 ENSG00000106366 2147.40 2147.40 1 \n76 36 2 ABCC3 ENSG00000108846 2193.00 2193.00 1 \n77 39 76 KRT18 ENSG00000111057 2215.95 2215.95 1 \n82 29 27 COTL1 ENSG00000103187 2100.35 2100.35 1 \n83 33 102 P2RX1 ENSG00000108405 2033.50 2033.50 1 \n84 62 157 RPS24 ENSG00000138326 2107.90 2107.90 1 \n85 68 29 CTDSPL ENSG00000144677 2004.85 2004.85 1 \n87 86 175 SPINT2 ENSG00000167642 2031.70 2031.70 1 \n88 105 15 CD24 ENSG00000272398 2074.25 2074.25 1 \n92 11 137 RPL31 ENSG00000071082 1861.05 1861.05 1 \n100 27 93 MYL9 ENSG00000101335 1660.70 1660.70 1 \n101 64 163 RPS8 ENSG00000142937 1640.05 1640.05 1 \n105 80 105 PF4 ENSG00000163737 1573.50 1573.50 1 \n111 10 96 NFE2 ENSG00000123405 -5000.50 -5000.50 1 \n117 24 61 HBA2 ENSG00000188536 -9245.35 -9245.35 1 \n119 26 146 RPL41 ENSG00000229117 -4967.60 -4967.60 1 \n121 28 62 HBB ENSG00000244734 -11411.90 -11411.90 1 \n124 1 111 PRKAR2B ENSG00000005249 -3596.25 -3596.25 1 \n127 5 197 TUBB1 ENSG00000101162 -2955.35 -2955.35 1 \n129 18 179 TAL1 ENSG00000162367 -3051.65 -3051.65 1 \n130 17 37 EEF1A1 ENSG00000156508 -2807.45 -2807.45 1 \n Fold.Change q.value... \n4 1.916397e+01 0.000000000\n10 5.631110e+09 0.000000000\n18 4.161295e+01 0.000000000\n20 6.498620e+00 0.000000000\n21 1.683022e+01 0.000000000\n23 2.160221e+02 0.000000000\n27 6.296690e+00 0.000000000\n31 8.804834e+00 0.000000000\n34 5.475404e+00 0.000000000\n36 2.638161e+10 0.000000000\n37 1.501140e+01 0.000000000\n38 3.202473e+01 0.000000000\n39 5.190309e+00 0.000000000\n40 2.242519e-07 0.000000000\n44 8.235495e+06 0.000000000\n45 1.211634e+02 0.000000000\n47 1.726805e+00 0.000000000\n51 1.355297e+01 0.000000000\n52 5.604572e+00 0.000000000\n54 2.189037e+10 0.000000000\n57 9.978369e+00 0.000000000\n59 2.529199e-08 0.004101162\n60 2.696123e+00 0.004101162\n62 5.008879e+00 0.004101162\n63 6.033706e+00 0.004101162\n64 2.659768e+01 0.004101162\n65 1.164316e+01 0.004101162\n66 4.174064e+00 0.004101162\n70 1.007781e-08 0.007655502\n71 4.147598e+00 0.007655502\n74 8.806128e-09 0.014206087\n76 4.906766e+00 0.014206087\n77 9.778015e-09 0.014206087\n82 7.183117e+00 0.019317623\n83 8.323049e-01 0.019317623\n84 3.278049e+00 0.019317623\n85 4.546248e+01 0.019317623\n87 3.853579e+00 0.019317623\n88 1.000000e+00 0.019317623\n92 1.885339e+00 0.027682843\n100 1.831732e+00 0.039211110\n101 2.623947e+00 0.039211110\n105 1.266317e+01 0.045112782\n111 5.871481e-02 0.000000000\n117 2.053707e-13 0.000000000\n119 6.197302e-02 0.000000000\n121 6.838737e-15 0.000000000\n124 1.319292e-01 0.008105826\n127 3.003076e-01 0.046113853\n129 3.256530e-03 0.046113853\n130 6.570624e-01 0.046374678"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### [CL1 vs CL3 DIscBIO] vs [CL2 vs CL4 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL1 vs CL3 DIscBIO] vs [CL2 vs CL4 Granatum]\ndData<-genes1vs3\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL1 vs CL3\",\"\\n\"))\ntarget=G_DEGs$`2 vs. 4`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\ncat(paste0(\"There are \", length(targetGeneList), \" DEGs detected by Granatum in CL2 vs CL4\",\"\\n\"))\n\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf2[idx_genes,]","execution_count":19,"outputs":[{"output_type":"stream","text":"There are 169 DEGs detected by DIscBIO in CL1 vs CL3\nThere are 220 DEGs detected by Granatum in CL2 vs CL4\nThere are 74 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 74 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>6</th><td> 6</td><td>120</td><td>RAB27B </td><td>ENSG00000041353</td><td>2758.80</td><td>2758.80</td><td>1</td><td>2.474279e+02</td><td>0</td></tr>\n\t<tr><th scope=row>7</th><td> 7</td><td>173</td><td>SLC2A3 </td><td>ENSG00000059804</td><td>3465.85</td><td>3465.85</td><td>1</td><td>2.196246e+01</td><td>0</td></tr>\n\t<tr><th scope=row>11</th><td>11</td><td>123</td><td>RASGRP2 </td><td>ENSG00000068831</td><td>4991.70</td><td>4991.70</td><td>1</td><td>1.321138e+03</td><td>0</td></tr>\n\t<tr><th scope=row>18</th><td>18</td><td> 32</td><td>CXCL2 </td><td>ENSG00000081041</td><td>4867.25</td><td>4867.25</td><td>1</td><td>1.460625e+10</td><td>0</td></tr>\n\t<tr><th scope=row>21</th><td>21</td><td>185</td><td>TMEM40 </td><td>ENSG00000088726</td><td>3064.70</td><td>3064.70</td><td>1</td><td>2.722438e+01</td><td>0</td></tr>\n\t<tr><th scope=row>22</th><td>22</td><td>117</td><td>PTGS1 </td><td>ENSG00000095303</td><td>2287.65</td><td>2287.65</td><td>1</td><td>1.466796e+01</td><td>0</td></tr>\n\t<tr><th scope=row>27</th><td>27</td><td>209</td><td>ZMYND8 </td><td>ENSG00000101040</td><td>3522.50</td><td>3522.50</td><td>1</td><td>5.818668e+01</td><td>0</td></tr>\n\t<tr><th scope=row>28</th><td>28</td><td> 93</td><td>MYL9 </td><td>ENSG00000101335</td><td>2227.40</td><td>2227.40</td><td>1</td><td>4.668762e+00</td><td>0</td></tr>\n\t<tr><th scope=row>31</th><td>31</td><td> 27</td><td>COTL1 </td><td>ENSG00000103187</td><td>1744.85</td><td>1744.85</td><td>1</td><td>8.397662e+00</td><td>0</td></tr>\n\t<tr><th scope=row>32</th><td>32</td><td>180</td><td>TGFB1 </td><td>ENSG00000105329</td><td>4386.05</td><td>4386.05</td><td>1</td><td>4.793467e+02</td><td>0</td></tr>\n\t<tr><th scope=row>33</th><td>33</td><td>171</td><td>SERPINE1 </td><td>ENSG00000106366</td><td>4648.15</td><td>4648.15</td><td>1</td><td>3.591061e+02</td><td>0</td></tr>\n\t<tr><th scope=row>35</th><td>35</td><td>102</td><td>P2RX1 </td><td>ENSG00000108405</td><td>4160.45</td><td>4160.45</td><td>1</td><td>6.189161e+02</td><td>0</td></tr>\n\t<tr><th scope=row>37</th><td>37</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td>4228.50</td><td>4228.50</td><td>1</td><td>2.113856e+01</td><td>0</td></tr>\n\t<tr><th scope=row>41</th><td>41</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td>4966.35</td><td>4966.35</td><td>1</td><td>1.067672e+02</td><td>0</td></tr>\n\t<tr><th scope=row>44</th><td>44</td><td>203</td><td>WIPF1 </td><td>ENSG00000115935</td><td>2119.80</td><td>2119.80</td><td>1</td><td>4.727605e+00</td><td>0</td></tr>\n\t<tr><th scope=row>45</th><td>45</td><td>108</td><td>PLEK </td><td>ENSG00000115956</td><td>3254.65</td><td>3254.65</td><td>1</td><td>1.144383e+02</td><td>0</td></tr>\n\t<tr><th scope=row>63</th><td>63</td><td>190</td><td>TPST2 </td><td>ENSG00000128294</td><td>3179.80</td><td>3179.80</td><td>1</td><td>5.660956e+01</td><td>0</td></tr>\n\t<tr><th scope=row>68</th><td>70</td><td>129</td><td>RHOB </td><td>ENSG00000143878</td><td>3997.00</td><td>3997.00</td><td>1</td><td>5.062392e+09</td><td>0</td></tr>\n\t<tr><th scope=row>69</th><td>71</td><td> 29</td><td>CTDSPL </td><td>ENSG00000144677</td><td>2874.90</td><td>2874.90</td><td>1</td><td>2.353335e+02</td><td>0</td></tr>\n\t<tr><th scope=row>73</th><td>75</td><td>128</td><td>RGS18 </td><td>ENSG00000150681</td><td>2347.50</td><td>2347.50</td><td>1</td><td>4.661234e+01</td><td>0</td></tr>\n\t<tr><th scope=row>75</th><td>77</td><td> 34</td><td>LOC112267931</td><td>ENSG00000153071</td><td>2838.90</td><td>2838.90</td><td>1</td><td>2.982788e+01</td><td>0</td></tr>\n\t<tr><th scope=row>76</th><td>78</td><td> 34</td><td>DAB2 </td><td>ENSG00000153071</td><td>2838.90</td><td>2838.90</td><td>1</td><td>2.982788e+01</td><td>0</td></tr>\n\t<tr><th scope=row>77</th><td>79</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td>5474.65</td><td>5474.65</td><td>1</td><td>2.483892e+02</td><td>0</td></tr>\n\t<tr><th scope=row>78</th><td>80</td><td> 98</td><td>NRGN </td><td>ENSG00000154146</td><td>4446.95</td><td>4446.95</td><td>1</td><td>2.886860e+01</td><td>0</td></tr>\n\t<tr><th scope=row>79</th><td>81</td><td>194</td><td>TSPAN33 </td><td>ENSG00000158457</td><td>2499.30</td><td>2499.30</td><td>1</td><td>3.919939e+01</td><td>0</td></tr>\n\t<tr><th scope=row>80</th><td>82</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td>5289.90</td><td>5289.90</td><td>1</td><td>1.778308e+04</td><td>0</td></tr>\n\t<tr><th scope=row>83</th><td>85</td><td>179</td><td>TAL1 </td><td>ENSG00000162367</td><td>1701.05</td><td>1701.05</td><td>1</td><td>2.053967e+00</td><td>0</td></tr>\n\t<tr><th scope=row>84</th><td>86</td><td> 95</td><td>NEXN </td><td>ENSG00000162614</td><td>4813.45</td><td>4813.45</td><td>1</td><td>2.971277e+02</td><td>0</td></tr>\n\t<tr><th scope=row>85</th><td>87</td><td> 25</td><td>CNST </td><td>ENSG00000162852</td><td>4021.10</td><td>4021.10</td><td>1</td><td>7.652394e+01</td><td>0</td></tr>\n\t<tr><th scope=row>86</th><td>88</td><td> 33</td><td>CXCL3 </td><td>ENSG00000163734</td><td>5185.55</td><td>5185.55</td><td>1</td><td>1.500979e+10</td><td>0</td></tr>\n\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n\t<tr><th scope=row>120</th><td>25</td><td>154</td><td>RPS2 </td><td>ENSG00000140988</td><td>-3084.85</td><td>-3084.85</td><td>1</td><td>2.305001e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>123</th><td>32</td><td>138</td><td>RPL32 </td><td>ENSG00000144713</td><td>-2782.45</td><td>-2782.45</td><td>1</td><td>3.312366e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>125</th><td>38</td><td>136</td><td>RPL30 </td><td>ENSG00000156482</td><td>-2174.15</td><td>-2174.15</td><td>1</td><td>4.560216e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>126</th><td>39</td><td> 37</td><td>EEF1A1</td><td>ENSG00000156508</td><td>-3954.45</td><td>-3954.45</td><td>1</td><td>1.012268e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>127</th><td>42</td><td>152</td><td>RPS14 </td><td>ENSG00000164587</td><td>-2651.75</td><td>-2651.75</td><td>1</td><td>1.895682e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>129</th><td>46</td><td>132</td><td>RPL13 </td><td>ENSG00000167526</td><td>-2111.90</td><td>-2111.90</td><td>1</td><td>1.008847e-01</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>133</th><td>54</td><td> 61</td><td>HBA2 </td><td>ENSG00000188536</td><td>-5112.95</td><td>-5112.95</td><td>1</td><td>9.264138e-04</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>135</th><td>60</td><td>146</td><td>RPL41 </td><td>ENSG00000229117</td><td>-3975.05</td><td>-3975.05</td><td>1</td><td>6.346323e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>136</th><td>63</td><td> 62</td><td>HBB </td><td>ENSG00000244734</td><td>-5863.00</td><td>-5863.00</td><td>1</td><td>5.203202e-14</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>138</th><td>18</td><td>153</td><td>RPS15A</td><td>ENSG00000134419</td><td>-1758.40</td><td>-1758.40</td><td>1</td><td>5.676041e-10</td><td>0.001618351</td></tr>\n\t<tr><th scope=row>139</th><td>22</td><td>157</td><td>RPS24 </td><td>ENSG00000138326</td><td>-1831.85</td><td>-1831.85</td><td>1</td><td>6.252795e-10</td><td>0.001618351</td></tr>\n\t<tr><th scope=row>140</th><td>29</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td>-2039.45</td><td>-2039.45</td><td>1</td><td>4.317256e-10</td><td>0.001618351</td></tr>\n\t<tr><th scope=row>141</th><td>35</td><td>160</td><td>RPS3 </td><td>ENSG00000149273</td><td>-1977.05</td><td>-1977.05</td><td>1</td><td>5.977778e-10</td><td>0.001618351</td></tr>\n\t<tr><th scope=row>142</th><td>15</td><td>151</td><td>RPS12 </td><td>ENSG00000112306</td><td>-1579.35</td><td>-1579.35</td><td>1</td><td>1.719020e-01</td><td>0.003121925</td></tr>\n\t<tr><th scope=row>143</th><td>19</td><td>140</td><td>RPL35 </td><td>ENSG00000136942</td><td>-1458.85</td><td>-1458.85</td><td>1</td><td>1.392181e-09</td><td>0.003121925</td></tr>\n\t<tr><th scope=row>144</th><td>53</td><td>156</td><td>RPS23 </td><td>ENSG00000186468</td><td>-1603.25</td><td>-1603.25</td><td>1</td><td>1.106718e-09</td><td>0.003121925</td></tr>\n\t<tr><th scope=row>146</th><td>57</td><td>161</td><td>RPS4X </td><td>ENSG00000198034</td><td>-1353.95</td><td>-1353.95</td><td>1</td><td>1.095426e-09</td><td>0.004585327</td></tr>\n\t<tr><th scope=row>147</th><td>52</td><td>149</td><td>RPLP2 </td><td>ENSG00000177600</td><td>-1311.15</td><td>-1311.15</td><td>1</td><td>1.259745e-01</td><td>0.006030019</td></tr>\n\t<tr><th scope=row>151</th><td>28</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td>-1184.75</td><td>-1184.75</td><td>1</td><td>2.079297e-01</td><td>0.009474318</td></tr>\n\t<tr><th scope=row>153</th><td>55</td><td>143</td><td>RPL37A</td><td>ENSG00000197756</td><td>-1171.75</td><td>-1171.75</td><td>1</td><td>7.668770e-10</td><td>0.009474318</td></tr>\n\t<tr><th scope=row>158</th><td>50</td><td>144</td><td>RPL38 </td><td>ENSG00000172809</td><td> -903.40</td><td> -903.40</td><td>1</td><td>1.491366e-09</td><td>0.020895161</td></tr>\n\t<tr><th scope=row>159</th><td>62</td><td>159</td><td>RPS28 </td><td>ENSG00000233927</td><td> -895.10</td><td> -895.10</td><td>1</td><td>2.541230e-09</td><td>0.020895161</td></tr>\n\t<tr><th scope=row>160</th><td>49</td><td> 77</td><td>KRT19 </td><td>ENSG00000171345</td><td> -880.05</td><td> -880.05</td><td>1</td><td>1.000000e+00</td><td>0.022147994</td></tr>\n\t<tr><th scope=row>161</th><td>56</td><td>165</td><td>S100A6</td><td>ENSG00000197956</td><td> -823.20</td><td> -823.20</td><td>1</td><td>1.065952e-08</td><td>0.024760766</td></tr>\n\t<tr><th scope=row>162</th><td>16</td><td>134</td><td>RPL23 </td><td>ENSG00000125691</td><td> -792.85</td><td> -792.85</td><td>1</td><td>1.107619e-09</td><td>0.027341080</td></tr>\n\t<tr><th scope=row>163</th><td>33</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td> -780.45</td><td> -780.45</td><td>1</td><td>1.997642e-09</td><td>0.027341080</td></tr>\n\t<tr><th scope=row>165</th><td>41</td><td>167</td><td>S100A9</td><td>ENSG00000163220</td><td> -736.15</td><td> -736.15</td><td>1</td><td>3.213370e-08</td><td>0.032209126</td></tr>\n\t<tr><th scope=row>166</th><td>58</td><td>145</td><td>RPL39 </td><td>ENSG00000198918</td><td> -714.20</td><td> -714.20</td><td>1</td><td>1.330130e-09</td><td>0.033347832</td></tr>\n\t<tr><th scope=row>168</th><td>12</td><td>139</td><td>RPL34 </td><td>ENSG00000109475</td><td> -592.10</td><td> -592.10</td><td>1</td><td>5.934631e-01</td><td>0.047445778</td></tr>\n\t<tr><th scope=row>169</th><td>13</td><td> 76</td><td>KRT18 </td><td>ENSG00000111057</td><td> -568.55</td><td> -568.55</td><td>1</td><td>6.042083e-08</td><td>0.049783550</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 74 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 6 | 6 | 120 | RAB27B | ENSG00000041353 | 2758.80 | 2758.80 | 1 | 2.474279e+02 | 0 |\n| 7 | 7 | 173 | SLC2A3 | ENSG00000059804 | 3465.85 | 3465.85 | 1 | 2.196246e+01 | 0 |\n| 11 | 11 | 123 | RASGRP2 | ENSG00000068831 | 4991.70 | 4991.70 | 1 | 1.321138e+03 | 0 |\n| 18 | 18 | 32 | CXCL2 | ENSG00000081041 | 4867.25 | 4867.25 | 1 | 1.460625e+10 | 0 |\n| 21 | 21 | 185 | TMEM40 | ENSG00000088726 | 3064.70 | 3064.70 | 1 | 2.722438e+01 | 0 |\n| 22 | 22 | 117 | PTGS1 | ENSG00000095303 | 2287.65 | 2287.65 | 1 | 1.466796e+01 | 0 |\n| 27 | 27 | 209 | ZMYND8 | ENSG00000101040 | 3522.50 | 3522.50 | 1 | 5.818668e+01 | 0 |\n| 28 | 28 | 93 | MYL9 | ENSG00000101335 | 2227.40 | 2227.40 | 1 | 4.668762e+00 | 0 |\n| 31 | 31 | 27 | COTL1 | ENSG00000103187 | 1744.85 | 1744.85 | 1 | 8.397662e+00 | 0 |\n| 32 | 32 | 180 | TGFB1 | ENSG00000105329 | 4386.05 | 4386.05 | 1 | 4.793467e+02 | 0 |\n| 33 | 33 | 171 | SERPINE1 | ENSG00000106366 | 4648.15 | 4648.15 | 1 | 3.591061e+02 | 0 |\n| 35 | 35 | 102 | P2RX1 | ENSG00000108405 | 4160.45 | 4160.45 | 1 | 6.189161e+02 | 0 |\n| 37 | 37 | 2 | ABCC3 | ENSG00000108846 | 4228.50 | 4228.50 | 1 | 2.113856e+01 | 0 |\n| 41 | 41 | 3 | ACRBP | ENSG00000111644 | 4966.35 | 4966.35 | 1 | 1.067672e+02 | 0 |\n| 44 | 44 | 203 | WIPF1 | ENSG00000115935 | 2119.80 | 2119.80 | 1 | 4.727605e+00 | 0 |\n| 45 | 45 | 108 | PLEK | ENSG00000115956 | 3254.65 | 3254.65 | 1 | 1.144383e+02 | 0 |\n| 63 | 63 | 190 | TPST2 | ENSG00000128294 | 3179.80 | 3179.80 | 1 | 5.660956e+01 | 0 |\n| 68 | 70 | 129 | RHOB | ENSG00000143878 | 3997.00 | 3997.00 | 1 | 5.062392e+09 | 0 |\n| 69 | 71 | 29 | CTDSPL | ENSG00000144677 | 2874.90 | 2874.90 | 1 | 2.353335e+02 | 0 |\n| 73 | 75 | 128 | RGS18 | ENSG00000150681 | 2347.50 | 2347.50 | 1 | 4.661234e+01 | 0 |\n| 75 | 77 | 34 | LOC112267931 | ENSG00000153071 | 2838.90 | 2838.90 | 1 | 2.982788e+01 | 0 |\n| 76 | 78 | 34 | DAB2 | ENSG00000153071 | 2838.90 | 2838.90 | 1 | 2.982788e+01 | 0 |\n| 77 | 79 | 24 | CMIP | ENSG00000153815 | 5474.65 | 5474.65 | 1 | 2.483892e+02 | 0 |\n| 78 | 80 | 98 | NRGN | ENSG00000154146 | 4446.95 | 4446.95 | 1 | 2.886860e+01 | 0 |\n| 79 | 81 | 194 | TSPAN33 | ENSG00000158457 | 2499.30 | 2499.30 | 1 | 3.919939e+01 | 0 |\n| 80 | 82 | 116 | PTGIR | ENSG00000160013 | 5289.90 | 5289.90 | 1 | 1.778308e+04 | 0 |\n| 83 | 85 | 179 | TAL1 | ENSG00000162367 | 1701.05 | 1701.05 | 1 | 2.053967e+00 | 0 |\n| 84 | 86 | 95 | NEXN | ENSG00000162614 | 4813.45 | 4813.45 | 1 | 2.971277e+02 | 0 |\n| 85 | 87 | 25 | CNST | ENSG00000162852 | 4021.10 | 4021.10 | 1 | 7.652394e+01 | 0 |\n| 86 | 88 | 33 | CXCL3 | ENSG00000163734 | 5185.55 | 5185.55 | 1 | 1.500979e+10 | 0 |\n| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n| 120 | 25 | 154 | RPS2 | ENSG00000140988 | -3084.85 | -3084.85 | 1 | 2.305001e-10 | 0.000000000 |\n| 123 | 32 | 138 | RPL32 | ENSG00000144713 | -2782.45 | -2782.45 | 1 | 3.312366e-10 | 0.000000000 |\n| 125 | 38 | 136 | RPL30 | ENSG00000156482 | -2174.15 | -2174.15 | 1 | 4.560216e-10 | 0.000000000 |\n| 126 | 39 | 37 | EEF1A1 | ENSG00000156508 | -3954.45 | -3954.45 | 1 | 1.012268e-10 | 0.000000000 |\n| 127 | 42 | 152 | RPS14 | ENSG00000164587 | -2651.75 | -2651.75 | 1 | 1.895682e-10 | 0.000000000 |\n| 129 | 46 | 132 | RPL13 | ENSG00000167526 | -2111.90 | -2111.90 | 1 | 1.008847e-01 | 0.000000000 |\n| 133 | 54 | 61 | HBA2 | ENSG00000188536 | -5112.95 | -5112.95 | 1 | 9.264138e-04 | 0.000000000 |\n| 135 | 60 | 146 | RPL41 | ENSG00000229117 | -3975.05 | -3975.05 | 1 | 6.346323e-11 | 0.000000000 |\n| 136 | 63 | 62 | HBB | ENSG00000244734 | -5863.00 | -5863.00 | 1 | 5.203202e-14 | 0.000000000 |\n| 138 | 18 | 153 | RPS15A | ENSG00000134419 | -1758.40 | -1758.40 | 1 | 5.676041e-10 | 0.001618351 |\n| 139 | 22 | 157 | RPS24 | ENSG00000138326 | -1831.85 | -1831.85 | 1 | 6.252795e-10 | 0.001618351 |\n| 140 | 29 | 163 | RPS8 | ENSG00000142937 | -2039.45 | -2039.45 | 1 | 4.317256e-10 | 0.001618351 |\n| 141 | 35 | 160 | RPS3 | ENSG00000149273 | -1977.05 | -1977.05 | 1 | 5.977778e-10 | 0.001618351 |\n| 142 | 15 | 151 | RPS12 | ENSG00000112306 | -1579.35 | -1579.35 | 1 | 1.719020e-01 | 0.003121925 |\n| 143 | 19 | 140 | RPL35 | ENSG00000136942 | -1458.85 | -1458.85 | 1 | 1.392181e-09 | 0.003121925 |\n| 144 | 53 | 156 | RPS23 | ENSG00000186468 | -1603.25 | -1603.25 | 1 | 1.106718e-09 | 0.003121925 |\n| 146 | 57 | 161 | RPS4X | ENSG00000198034 | -1353.95 | -1353.95 | 1 | 1.095426e-09 | 0.004585327 |\n| 147 | 52 | 149 | RPLP2 | ENSG00000177600 | -1311.15 | -1311.15 | 1 | 1.259745e-01 | 0.006030019 |\n| 151 | 28 | 131 | RPL11 | ENSG00000142676 | -1184.75 | -1184.75 | 1 | 2.079297e-01 | 0.009474318 |\n| 153 | 55 | 143 | RPL37A | ENSG00000197756 | -1171.75 | -1171.75 | 1 | 7.668770e-10 | 0.009474318 |\n| 158 | 50 | 144 | RPL38 | ENSG00000172809 | -903.40 | -903.40 | 1 | 1.491366e-09 | 0.020895161 |\n| 159 | 62 | 159 | RPS28 | ENSG00000233927 | -895.10 | -895.10 | 1 | 2.541230e-09 | 0.020895161 |\n| 160 | 49 | 77 | KRT19 | ENSG00000171345 | -880.05 | -880.05 | 1 | 1.000000e+00 | 0.022147994 |\n| 161 | 56 | 165 | S100A6 | ENSG00000197956 | -823.20 | -823.20 | 1 | 1.065952e-08 | 0.024760766 |\n| 162 | 16 | 134 | RPL23 | ENSG00000125691 | -792.85 | -792.85 | 1 | 1.107619e-09 | 0.027341080 |\n| 163 | 33 | 142 | RPL37 | ENSG00000145592 | -780.45 | -780.45 | 1 | 1.997642e-09 | 0.027341080 |\n| 165 | 41 | 167 | S100A9 | ENSG00000163220 | -736.15 | -736.15 | 1 | 3.213370e-08 | 0.032209126 |\n| 166 | 58 | 145 | RPL39 | ENSG00000198918 | -714.20 | -714.20 | 1 | 1.330130e-09 | 0.033347832 |\n| 168 | 12 | 139 | RPL34 | ENSG00000109475 | -592.10 | -592.10 | 1 | 5.934631e-01 | 0.047445778 |\n| 169 | 13 | 76 | KRT18 | ENSG00000111057 | -568.55 | -568.55 | 1 | 6.042083e-08 | 0.049783550 |\n\n","text/latex":"A data.frame: 74 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t6 & 6 & 120 & RAB27B & ENSG00000041353 & 2758.80 & 2758.80 & 1 & 2.474279e+02 & 0\\\\\n\t7 & 7 & 173 & SLC2A3 & ENSG00000059804 & 3465.85 & 3465.85 & 1 & 2.196246e+01 & 0\\\\\n\t11 & 11 & 123 & RASGRP2 & ENSG00000068831 & 4991.70 & 4991.70 & 1 & 1.321138e+03 & 0\\\\\n\t18 & 18 & 32 & CXCL2 & ENSG00000081041 & 4867.25 & 4867.25 & 1 & 1.460625e+10 & 0\\\\\n\t21 & 21 & 185 & TMEM40 & ENSG00000088726 & 3064.70 & 3064.70 & 1 & 2.722438e+01 & 0\\\\\n\t22 & 22 & 117 & PTGS1 & ENSG00000095303 & 2287.65 & 2287.65 & 1 & 1.466796e+01 & 0\\\\\n\t27 & 27 & 209 & ZMYND8 & ENSG00000101040 & 3522.50 & 3522.50 & 1 & 5.818668e+01 & 0\\\\\n\t28 & 28 & 93 & MYL9 & ENSG00000101335 & 2227.40 & 2227.40 & 1 & 4.668762e+00 & 0\\\\\n\t31 & 31 & 27 & COTL1 & ENSG00000103187 & 1744.85 & 1744.85 & 1 & 8.397662e+00 & 0\\\\\n\t32 & 32 & 180 & TGFB1 & ENSG00000105329 & 4386.05 & 4386.05 & 1 & 4.793467e+02 & 0\\\\\n\t33 & 33 & 171 & SERPINE1 & ENSG00000106366 & 4648.15 & 4648.15 & 1 & 3.591061e+02 & 0\\\\\n\t35 & 35 & 102 & P2RX1 & ENSG00000108405 & 4160.45 & 4160.45 & 1 & 6.189161e+02 & 0\\\\\n\t37 & 37 & 2 & ABCC3 & ENSG00000108846 & 4228.50 & 4228.50 & 1 & 2.113856e+01 & 0\\\\\n\t41 & 41 & 3 & ACRBP & ENSG00000111644 & 4966.35 & 4966.35 & 1 & 1.067672e+02 & 0\\\\\n\t44 & 44 & 203 & WIPF1 & ENSG00000115935 & 2119.80 & 2119.80 & 1 & 4.727605e+00 & 0\\\\\n\t45 & 45 & 108 & PLEK & ENSG00000115956 & 3254.65 & 3254.65 & 1 & 1.144383e+02 & 0\\\\\n\t63 & 63 & 190 & TPST2 & ENSG00000128294 & 3179.80 & 3179.80 & 1 & 5.660956e+01 & 0\\\\\n\t68 & 70 & 129 & RHOB & ENSG00000143878 & 3997.00 & 3997.00 & 1 & 5.062392e+09 & 0\\\\\n\t69 & 71 & 29 & CTDSPL & ENSG00000144677 & 2874.90 & 2874.90 & 1 & 2.353335e+02 & 0\\\\\n\t73 & 75 & 128 & RGS18 & ENSG00000150681 & 2347.50 & 2347.50 & 1 & 4.661234e+01 & 0\\\\\n\t75 & 77 & 34 & LOC112267931 & ENSG00000153071 & 2838.90 & 2838.90 & 1 & 2.982788e+01 & 0\\\\\n\t76 & 78 & 34 & DAB2 & ENSG00000153071 & 2838.90 & 2838.90 & 1 & 2.982788e+01 & 0\\\\\n\t77 & 79 & 24 & CMIP & ENSG00000153815 & 5474.65 & 5474.65 & 1 & 2.483892e+02 & 0\\\\\n\t78 & 80 & 98 & NRGN & ENSG00000154146 & 4446.95 & 4446.95 & 1 & 2.886860e+01 & 0\\\\\n\t79 & 81 & 194 & TSPAN33 & ENSG00000158457 & 2499.30 & 2499.30 & 1 & 3.919939e+01 & 0\\\\\n\t80 & 82 & 116 & PTGIR & ENSG00000160013 & 5289.90 & 5289.90 & 1 & 1.778308e+04 & 0\\\\\n\t83 & 85 & 179 & TAL1 & ENSG00000162367 & 1701.05 & 1701.05 & 1 & 2.053967e+00 & 0\\\\\n\t84 & 86 & 95 & NEXN & ENSG00000162614 & 4813.45 & 4813.45 & 1 & 2.971277e+02 & 0\\\\\n\t85 & 87 & 25 & CNST & ENSG00000162852 & 4021.10 & 4021.10 & 1 & 7.652394e+01 & 0\\\\\n\t86 & 88 & 33 & CXCL3 & ENSG00000163734 & 5185.55 & 5185.55 & 1 & 1.500979e+10 & 0\\\\\n\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n\t120 & 25 & 154 & RPS2 & ENSG00000140988 & -3084.85 & -3084.85 & 1 & 2.305001e-10 & 0.000000000\\\\\n\t123 & 32 & 138 & RPL32 & ENSG00000144713 & -2782.45 & -2782.45 & 1 & 3.312366e-10 & 0.000000000\\\\\n\t125 & 38 & 136 & RPL30 & ENSG00000156482 & -2174.15 & -2174.15 & 1 & 4.560216e-10 & 0.000000000\\\\\n\t126 & 39 & 37 & EEF1A1 & ENSG00000156508 & -3954.45 & -3954.45 & 1 & 1.012268e-10 & 0.000000000\\\\\n\t127 & 42 & 152 & RPS14 & ENSG00000164587 & -2651.75 & -2651.75 & 1 & 1.895682e-10 & 0.000000000\\\\\n\t129 & 46 & 132 & RPL13 & ENSG00000167526 & -2111.90 & -2111.90 & 1 & 1.008847e-01 & 0.000000000\\\\\n\t133 & 54 & 61 & HBA2 & ENSG00000188536 & -5112.95 & -5112.95 & 1 & 9.264138e-04 & 0.000000000\\\\\n\t135 & 60 & 146 & RPL41 & ENSG00000229117 & -3975.05 & -3975.05 & 1 & 6.346323e-11 & 0.000000000\\\\\n\t136 & 63 & 62 & HBB & ENSG00000244734 & -5863.00 & -5863.00 & 1 & 5.203202e-14 & 0.000000000\\\\\n\t138 & 18 & 153 & RPS15A & ENSG00000134419 & -1758.40 & -1758.40 & 1 & 5.676041e-10 & 0.001618351\\\\\n\t139 & 22 & 157 & RPS24 & ENSG00000138326 & -1831.85 & -1831.85 & 1 & 6.252795e-10 & 0.001618351\\\\\n\t140 & 29 & 163 & RPS8 & ENSG00000142937 & -2039.45 & -2039.45 & 1 & 4.317256e-10 & 0.001618351\\\\\n\t141 & 35 & 160 & RPS3 & ENSG00000149273 & -1977.05 & -1977.05 & 1 & 5.977778e-10 & 0.001618351\\\\\n\t142 & 15 & 151 & RPS12 & ENSG00000112306 & -1579.35 & -1579.35 & 1 & 1.719020e-01 & 0.003121925\\\\\n\t143 & 19 & 140 & RPL35 & ENSG00000136942 & -1458.85 & -1458.85 & 1 & 1.392181e-09 & 0.003121925\\\\\n\t144 & 53 & 156 & RPS23 & ENSG00000186468 & -1603.25 & -1603.25 & 1 & 1.106718e-09 & 0.003121925\\\\\n\t146 & 57 & 161 & RPS4X & ENSG00000198034 & -1353.95 & -1353.95 & 1 & 1.095426e-09 & 0.004585327\\\\\n\t147 & 52 & 149 & RPLP2 & ENSG00000177600 & -1311.15 & -1311.15 & 1 & 1.259745e-01 & 0.006030019\\\\\n\t151 & 28 & 131 & RPL11 & ENSG00000142676 & -1184.75 & -1184.75 & 1 & 2.079297e-01 & 0.009474318\\\\\n\t153 & 55 & 143 & RPL37A & ENSG00000197756 & -1171.75 & -1171.75 & 1 & 7.668770e-10 & 0.009474318\\\\\n\t158 & 50 & 144 & RPL38 & ENSG00000172809 & -903.40 & -903.40 & 1 & 1.491366e-09 & 0.020895161\\\\\n\t159 & 62 & 159 & RPS28 & ENSG00000233927 & -895.10 & -895.10 & 1 & 2.541230e-09 & 0.020895161\\\\\n\t160 & 49 & 77 & KRT19 & ENSG00000171345 & -880.05 & -880.05 & 1 & 1.000000e+00 & 0.022147994\\\\\n\t161 & 56 & 165 & S100A6 & ENSG00000197956 & -823.20 & -823.20 & 1 & 1.065952e-08 & 0.024760766\\\\\n\t162 & 16 & 134 & RPL23 & ENSG00000125691 & -792.85 & -792.85 & 1 & 1.107619e-09 & 0.027341080\\\\\n\t163 & 33 & 142 & RPL37 & ENSG00000145592 & -780.45 & -780.45 & 1 & 1.997642e-09 & 0.027341080\\\\\n\t165 & 41 & 167 & S100A9 & ENSG00000163220 & -736.15 & -736.15 & 1 & 3.213370e-08 & 0.032209126\\\\\n\t166 & 58 & 145 & RPL39 & ENSG00000198918 & -714.20 & -714.20 & 1 & 1.330130e-09 & 0.033347832\\\\\n\t168 & 12 & 139 & RPL34 & ENSG00000109475 & -592.10 & -592.10 & 1 & 5.934631e-01 & 0.047445778\\\\\n\t169 & 13 & 76 & KRT18 & ENSG00000111057 & -568.55 & -568.55 & 1 & 6.042083e-08 & 0.049783550\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r. Denominator.s.s0.\n6 6 120 RAB27B ENSG00000041353 2758.80 2758.80 1 \n7 7 173 SLC2A3 ENSG00000059804 3465.85 3465.85 1 \n11 11 123 RASGRP2 ENSG00000068831 4991.70 4991.70 1 \n18 18 32 CXCL2 ENSG00000081041 4867.25 4867.25 1 \n21 21 185 TMEM40 ENSG00000088726 3064.70 3064.70 1 \n22 22 117 PTGS1 ENSG00000095303 2287.65 2287.65 1 \n27 27 209 ZMYND8 ENSG00000101040 3522.50 3522.50 1 \n28 28 93 MYL9 ENSG00000101335 2227.40 2227.40 1 \n31 31 27 COTL1 ENSG00000103187 1744.85 1744.85 1 \n32 32 180 TGFB1 ENSG00000105329 4386.05 4386.05 1 \n33 33 171 SERPINE1 ENSG00000106366 4648.15 4648.15 1 \n35 35 102 P2RX1 ENSG00000108405 4160.45 4160.45 1 \n37 37 2 ABCC3 ENSG00000108846 4228.50 4228.50 1 \n41 41 3 ACRBP ENSG00000111644 4966.35 4966.35 1 \n44 44 203 WIPF1 ENSG00000115935 2119.80 2119.80 1 \n45 45 108 PLEK ENSG00000115956 3254.65 3254.65 1 \n63 63 190 TPST2 ENSG00000128294 3179.80 3179.80 1 \n68 70 129 RHOB ENSG00000143878 3997.00 3997.00 1 \n69 71 29 CTDSPL ENSG00000144677 2874.90 2874.90 1 \n73 75 128 RGS18 ENSG00000150681 2347.50 2347.50 1 \n75 77 34 LOC112267931 ENSG00000153071 2838.90 2838.90 1 \n76 78 34 DAB2 ENSG00000153071 2838.90 2838.90 1 \n77 79 24 CMIP ENSG00000153815 5474.65 5474.65 1 \n78 80 98 NRGN ENSG00000154146 4446.95 4446.95 1 \n79 81 194 TSPAN33 ENSG00000158457 2499.30 2499.30 1 \n80 82 116 PTGIR ENSG00000160013 5289.90 5289.90 1 \n83 85 179 TAL1 ENSG00000162367 1701.05 1701.05 1 \n84 86 95 NEXN ENSG00000162614 4813.45 4813.45 1 \n85 87 25 CNST ENSG00000162852 4021.10 4021.10 1 \n86 88 33 CXCL3 ENSG00000163734 5185.55 5185.55 1 \n⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ \n120 25 154 RPS2 ENSG00000140988 -3084.85 -3084.85 1 \n123 32 138 RPL32 ENSG00000144713 -2782.45 -2782.45 1 \n125 38 136 RPL30 ENSG00000156482 -2174.15 -2174.15 1 \n126 39 37 EEF1A1 ENSG00000156508 -3954.45 -3954.45 1 \n127 42 152 RPS14 ENSG00000164587 -2651.75 -2651.75 1 \n129 46 132 RPL13 ENSG00000167526 -2111.90 -2111.90 1 \n133 54 61 HBA2 ENSG00000188536 -5112.95 -5112.95 1 \n135 60 146 RPL41 ENSG00000229117 -3975.05 -3975.05 1 \n136 63 62 HBB ENSG00000244734 -5863.00 -5863.00 1 \n138 18 153 RPS15A ENSG00000134419 -1758.40 -1758.40 1 \n139 22 157 RPS24 ENSG00000138326 -1831.85 -1831.85 1 \n140 29 163 RPS8 ENSG00000142937 -2039.45 -2039.45 1 \n141 35 160 RPS3 ENSG00000149273 -1977.05 -1977.05 1 \n142 15 151 RPS12 ENSG00000112306 -1579.35 -1579.35 1 \n143 19 140 RPL35 ENSG00000136942 -1458.85 -1458.85 1 \n144 53 156 RPS23 ENSG00000186468 -1603.25 -1603.25 1 \n146 57 161 RPS4X ENSG00000198034 -1353.95 -1353.95 1 \n147 52 149 RPLP2 ENSG00000177600 -1311.15 -1311.15 1 \n151 28 131 RPL11 ENSG00000142676 -1184.75 -1184.75 1 \n153 55 143 RPL37A ENSG00000197756 -1171.75 -1171.75 1 \n158 50 144 RPL38 ENSG00000172809 -903.40 -903.40 1 \n159 62 159 RPS28 ENSG00000233927 -895.10 -895.10 1 \n160 49 77 KRT19 ENSG00000171345 -880.05 -880.05 1 \n161 56 165 S100A6 ENSG00000197956 -823.20 -823.20 1 \n162 16 134 RPL23 ENSG00000125691 -792.85 -792.85 1 \n163 33 142 RPL37 ENSG00000145592 -780.45 -780.45 1 \n165 41 167 S100A9 ENSG00000163220 -736.15 -736.15 1 \n166 58 145 RPL39 ENSG00000198918 -714.20 -714.20 1 \n168 12 139 RPL34 ENSG00000109475 -592.10 -592.10 1 \n169 13 76 KRT18 ENSG00000111057 -568.55 -568.55 1 \n Fold.Change q.value... \n6 2.474279e+02 0 \n7 2.196246e+01 0 \n11 1.321138e+03 0 \n18 1.460625e+10 0 \n21 2.722438e+01 0 \n22 1.466796e+01 0 \n27 5.818668e+01 0 \n28 4.668762e+00 0 \n31 8.397662e+00 0 \n32 4.793467e+02 0 \n33 3.591061e+02 0 \n35 6.189161e+02 0 \n37 2.113856e+01 0 \n41 1.067672e+02 0 \n44 4.727605e+00 0 \n45 1.144383e+02 0 \n63 5.660956e+01 0 \n68 5.062392e+09 0 \n69 2.353335e+02 0 \n73 4.661234e+01 0 \n75 2.982788e+01 0 \n76 2.982788e+01 0 \n77 2.483892e+02 0 \n78 2.886860e+01 0 \n79 3.919939e+01 0 \n80 1.778308e+04 0 \n83 2.053967e+00 0 \n84 2.971277e+02 0 \n85 7.652394e+01 0 \n86 1.500979e+10 0 \n⋮ ⋮ ⋮ \n120 2.305001e-10 0.000000000\n123 3.312366e-10 0.000000000\n125 4.560216e-10 0.000000000\n126 1.012268e-10 0.000000000\n127 1.895682e-10 0.000000000\n129 1.008847e-01 0.000000000\n133 9.264138e-04 0.000000000\n135 6.346323e-11 0.000000000\n136 5.203202e-14 0.000000000\n138 5.676041e-10 0.001618351\n139 6.252795e-10 0.001618351\n140 4.317256e-10 0.001618351\n141 5.977778e-10 0.001618351\n142 1.719020e-01 0.003121925\n143 1.392181e-09 0.003121925\n144 1.106718e-09 0.003121925\n146 1.095426e-09 0.004585327\n147 1.259745e-01 0.006030019\n151 2.079297e-01 0.009474318\n153 7.668770e-10 0.009474318\n158 1.491366e-09 0.020895161\n159 2.541230e-09 0.020895161\n160 1.000000e+00 0.022147994\n161 1.065952e-08 0.024760766\n162 1.107619e-09 0.027341080\n163 1.997642e-09 0.027341080\n165 3.213370e-08 0.032209126\n166 1.330130e-09 0.033347832\n168 5.934631e-01 0.047445778\n169 6.042083e-08 0.049783550"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### [CL1 vs CL4 DIscBIO] vs [CL1 vs CL2 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL1 vs CL4 DIscBIO] vs [CL1 vs CL2 Granatum]\ndData<-genes1vs4\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL1 vs CL4\",\"\\n\"))\ntarget=G_DEGs$`1 vs. 2`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\ncat(paste0(\"There are \", length(targetGeneList), \" DEGs detected by Granatum in CL1 vs CL2\",\"\\n\"))\n\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf1[idx_genes,]","execution_count":20,"outputs":[{"output_type":"stream","text":"There are 180 DEGs detected by DIscBIO in CL1 vs CL4\nThere are 218 DEGs detected by Granatum in CL1 vs CL2\nThere are 71 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 71 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>5</th><td> 6</td><td>120</td><td>RAB27B </td><td>ENSG00000041353</td><td> 709.75</td><td> 709.75</td><td>1</td><td>4.234006e+02</td><td>0</td></tr>\n\t<tr><th scope=row>6</th><td> 7</td><td>173</td><td>SLC2A3 </td><td>ENSG00000059804</td><td> 783.45</td><td> 783.45</td><td>1</td><td>2.166678e+01</td><td>0</td></tr>\n\t<tr><th scope=row>16</th><td> 18</td><td> 32</td><td>CXCL2 </td><td>ENSG00000081041</td><td> 970.20</td><td> 970.20</td><td>1</td><td>3.420071e+10</td><td>0</td></tr>\n\t<tr><th scope=row>19</th><td> 21</td><td>185</td><td>TMEM40 </td><td>ENSG00000088726</td><td> 755.60</td><td> 755.60</td><td>1</td><td>3.651309e+01</td><td>0</td></tr>\n\t<tr><th scope=row>20</th><td> 22</td><td>117</td><td>PTGS1 </td><td>ENSG00000095303</td><td> 550.10</td><td> 550.10</td><td>1</td><td>1.326978e+01</td><td>0</td></tr>\n\t<tr><th scope=row>24</th><td> 27</td><td>209</td><td>ZMYND8 </td><td>ENSG00000101040</td><td>1030.50</td><td>1030.50</td><td>1</td><td>1.082250e+02</td><td>0</td></tr>\n\t<tr><th scope=row>25</th><td> 33</td><td>180</td><td>TGFB1 </td><td>ENSG00000105329</td><td> 848.00</td><td> 848.00</td><td>1</td><td>1.890163e+02</td><td>0</td></tr>\n\t<tr><th scope=row>26</th><td> 34</td><td>171</td><td>SERPINE1 </td><td>ENSG00000106366</td><td>1048.35</td><td>1048.35</td><td>1</td><td>4.865769e+02</td><td>0</td></tr>\n\t<tr><th scope=row>28</th><td> 36</td><td>102</td><td>P2RX1 </td><td>ENSG00000108405</td><td> 978.40</td><td> 978.40</td><td>1</td><td>8.097260e+02</td><td>0</td></tr>\n\t<tr><th scope=row>30</th><td> 38</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td> 966.25</td><td> 966.25</td><td>1</td><td>4.349073e+01</td><td>0</td></tr>\n\t<tr><th scope=row>33</th><td> 43</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td>1036.45</td><td>1036.45</td><td>1</td><td>9.214942e+01</td><td>0</td></tr>\n\t<tr><th scope=row>35</th><td> 47</td><td>108</td><td>PLEK </td><td>ENSG00000115956</td><td> 475.50</td><td> 475.50</td><td>1</td><td>7.177538e+01</td><td>0</td></tr>\n\t<tr><th scope=row>48</th><td> 66</td><td>190</td><td>TPST2 </td><td>ENSG00000128294</td><td> 636.50</td><td> 636.50</td><td>1</td><td>6.178545e+01</td><td>0</td></tr>\n\t<tr><th scope=row>52</th><td> 72</td><td>129</td><td>RHOB </td><td>ENSG00000143878</td><td> 590.60</td><td> 590.60</td><td>1</td><td>6.454313e+09</td><td>0</td></tr>\n\t<tr><th scope=row>53</th><td> 73</td><td> 29</td><td>CTDSPL </td><td>ENSG00000144677</td><td> 623.55</td><td> 623.55</td><td>1</td><td>3.459644e+02</td><td>0</td></tr>\n\t<tr><th scope=row>57</th><td> 77</td><td>128</td><td>RGS18 </td><td>ENSG00000150681</td><td> 534.75</td><td> 534.75</td><td>1</td><td>7.042786e+01</td><td>0</td></tr>\n\t<tr><th scope=row>59</th><td> 79</td><td> 34</td><td>DAB2 </td><td>ENSG00000153071</td><td> 880.05</td><td> 880.05</td><td>1</td><td>5.215560e+01</td><td>0</td></tr>\n\t<tr><th scope=row>60</th><td> 80</td><td> 34</td><td>LOC112267931</td><td>ENSG00000153071</td><td> 880.05</td><td> 880.05</td><td>1</td><td>5.215560e+01</td><td>0</td></tr>\n\t<tr><th scope=row>61</th><td> 81</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td>1166.50</td><td>1166.50</td><td>1</td><td>3.061276e+02</td><td>0</td></tr>\n\t<tr><th scope=row>62</th><td> 82</td><td> 98</td><td>NRGN </td><td>ENSG00000154146</td><td> 747.55</td><td> 747.55</td><td>1</td><td>2.132968e+01</td><td>0</td></tr>\n\t<tr><th scope=row>63</th><td> 84</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td>1170.00</td><td>1170.00</td><td>1</td><td>2.027628e+04</td><td>0</td></tr>\n\t<tr><th scope=row>66</th><td> 87</td><td>179</td><td>TAL1 </td><td>ENSG00000162367</td><td> 485.05</td><td> 485.05</td><td>1</td><td>2.839989e+00</td><td>0</td></tr>\n\t<tr><th scope=row>67</th><td> 88</td><td> 95</td><td>NEXN </td><td>ENSG00000162614</td><td>1047.35</td><td>1047.35</td><td>1</td><td>4.249000e+02</td><td>0</td></tr>\n\t<tr><th scope=row>68</th><td> 89</td><td> 25</td><td>CNST </td><td>ENSG00000162852</td><td>1067.95</td><td>1067.95</td><td>1</td><td>1.138253e+02</td><td>0</td></tr>\n\t<tr><th scope=row>69</th><td> 90</td><td> 33</td><td>CXCL3 </td><td>ENSG00000163734</td><td>1073.80</td><td>1073.80</td><td>1</td><td>3.596989e+10</td><td>0</td></tr>\n\t<tr><th scope=row>70</th><td> 91</td><td>105</td><td>PF4 </td><td>ENSG00000163737</td><td> 701.70</td><td> 701.70</td><td>1</td><td>1.565087e+01</td><td>0</td></tr>\n\t<tr><th scope=row>71</th><td> 92</td><td> 23</td><td>CLEC1B </td><td>ENSG00000165682</td><td> 788.80</td><td> 788.80</td><td>1</td><td>1.647951e+02</td><td>0</td></tr>\n\t<tr><th scope=row>72</th><td> 93</td><td>112</td><td>PRKCB </td><td>ENSG00000166501</td><td> 605.05</td><td> 605.05</td><td>1</td><td>1.800988e+01</td><td>0</td></tr>\n\t<tr><th scope=row>77</th><td>100</td><td>115</td><td>PTCRA </td><td>ENSG00000171611</td><td> 937.95</td><td> 937.95</td><td>1</td><td>7.983915e+02</td><td>0</td></tr>\n\t<tr><th scope=row>78</th><td>101</td><td>169</td><td>SELP </td><td>ENSG00000174175</td><td> 677.30</td><td> 677.30</td><td>1</td><td>2.942648e+02</td><td>0</td></tr>\n\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n\t<tr><th scope=row>120</th><td>24</td><td>153</td><td>RPS15A</td><td>ENSG00000134419</td><td> -555.95</td><td> -555.95</td><td>1</td><td>1.836601e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>121</th><td>26</td><td>162</td><td>RPS6 </td><td>ENSG00000137154</td><td> -750.10</td><td> -750.10</td><td>1</td><td>7.074152e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>122</th><td>28</td><td>157</td><td>RPS24 </td><td>ENSG00000138326</td><td> -561.00</td><td> -561.00</td><td>1</td><td>2.156889e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>124</th><td>31</td><td>154</td><td>RPS2 </td><td>ENSG00000140988</td><td> -808.75</td><td> -808.75</td><td>1</td><td>9.546738e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>127</th><td>35</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td> -629.10</td><td> -629.10</td><td>1</td><td>1.677663e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>128</th><td>38</td><td>138</td><td>RPL32 </td><td>ENSG00000144713</td><td> -730.50</td><td> -730.50</td><td>1</td><td>1.151961e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>129</th><td>41</td><td>160</td><td>RPS3 </td><td>ENSG00000149273</td><td> -518.05</td><td> -518.05</td><td>1</td><td>2.064880e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>131</th><td>45</td><td> 37</td><td>EEF1A1</td><td>ENSG00000156508</td><td> -951.05</td><td> -951.05</td><td>1</td><td>4.759329e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>132</th><td>49</td><td>152</td><td>RPS14 </td><td>ENSG00000164587</td><td> -770.55</td><td> -770.55</td><td>1</td><td>6.673755e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>138</th><td>60</td><td>149</td><td>RPLP2 </td><td>ENSG00000177600</td><td> -510.65</td><td> -510.65</td><td>1</td><td>1.678711e-10</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>139</th><td>62</td><td> 61</td><td>HBA2 </td><td>ENSG00000188536</td><td>-1129.25</td><td>-1129.25</td><td>1</td><td>4.363605e-13</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>141</th><td>69</td><td>146</td><td>RPL41 </td><td>ENSG00000229117</td><td> -848.30</td><td> -848.30</td><td>1</td><td>3.210878e-11</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>142</th><td>72</td><td> 62</td><td>HBB </td><td>ENSG00000244734</td><td>-1275.00</td><td>-1275.00</td><td>1</td><td>2.547064e-14</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>144</th><td>25</td><td>140</td><td>RPL35 </td><td>ENSG00000136942</td><td> -450.65</td><td> -450.65</td><td>1</td><td>5.816038e-10</td><td>0.001515152</td></tr>\n\t<tr><th scope=row>147</th><td>64</td><td>143</td><td>RPL37A</td><td>ENSG00000197756</td><td> -462.80</td><td> -462.80</td><td>1</td><td>2.447609e-10</td><td>0.001515152</td></tr>\n\t<tr><th scope=row>148</th><td>66</td><td>161</td><td>RPS4X </td><td>ENSG00000198034</td><td> -464.00</td><td> -464.00</td><td>1</td><td>6.074866e-10</td><td>0.001515152</td></tr>\n\t<tr><th scope=row>150</th><td>34</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td> -442.30</td><td> -442.30</td><td>1</td><td>3.104817e-10</td><td>0.002754821</td></tr>\n\t<tr><th scope=row>151</th><td>39</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td> -445.05</td><td> -445.05</td><td>1</td><td>7.482142e-10</td><td>0.002754821</td></tr>\n\t<tr><th scope=row>152</th><td>44</td><td>136</td><td>RPL30 </td><td>ENSG00000156482</td><td> -435.75</td><td> -435.75</td><td>1</td><td>1.454757e-10</td><td>0.002754821</td></tr>\n\t<tr><th scope=row>153</th><td>67</td><td>145</td><td>RPL39 </td><td>ENSG00000198918</td><td> -434.45</td><td> -434.45</td><td>1</td><td>5.169295e-10</td><td>0.002754821</td></tr>\n\t<tr><th scope=row>155</th><td>22</td><td>134</td><td>RPL23 </td><td>ENSG00000125691</td><td> -371.75</td><td> -371.75</td><td>1</td><td>4.618991e-10</td><td>0.006226650</td></tr>\n\t<tr><th scope=row>156</th><td>48</td><td>167</td><td>S100A9</td><td>ENSG00000163220</td><td> -376.90</td><td> -376.90</td><td>1</td><td>9.093490e-09</td><td>0.006226650</td></tr>\n\t<tr><th scope=row>157</th><td>61</td><td>156</td><td>RPS23 </td><td>ENSG00000186468</td><td> -391.05</td><td> -391.05</td><td>1</td><td>4.682182e-10</td><td>0.006226650</td></tr>\n\t<tr><th scope=row>159</th><td>58</td><td>144</td><td>RPL38 </td><td>ENSG00000172809</td><td> -363.45</td><td> -363.45</td><td>1</td><td>5.035793e-10</td><td>0.007224564</td></tr>\n\t<tr><th scope=row>160</th><td>65</td><td>165</td><td>S100A6</td><td>ENSG00000197956</td><td> -367.50</td><td> -367.50</td><td>1</td><td>3.527907e-09</td><td>0.007224564</td></tr>\n\t<tr><th scope=row>161</th><td> 3</td><td>186</td><td>TMSB10</td><td>ENSG00000034510</td><td> -352.55</td><td> -352.55</td><td>1</td><td>2.615475e-10</td><td>0.009506833</td></tr>\n\t<tr><th scope=row>163</th><td>71</td><td>159</td><td>RPS28 </td><td>ENSG00000233927</td><td> -357.45</td><td> -357.45</td><td>1</td><td>1.285717e-09</td><td>0.009506833</td></tr>\n\t<tr><th scope=row>165</th><td>17</td><td>139</td><td>RPL34 </td><td>ENSG00000109475</td><td> -326.30</td><td> -326.30</td><td>1</td><td>4.182641e-10</td><td>0.013551666</td></tr>\n\t<tr><th scope=row>174</th><td>56</td><td> 77</td><td>KRT19 </td><td>ENSG00000171345</td><td> -249.10</td><td> -249.10</td><td>1</td><td>1.000000e+00</td><td>0.034355180</td></tr>\n\t<tr><th scope=row>176</th><td> 2</td><td> 16</td><td>CD74 </td><td>ENSG00000019582</td><td> -210.55</td><td> -210.55</td><td>1</td><td>9.238000e-09</td><td>0.042597403</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 71 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 5 | 6 | 120 | RAB27B | ENSG00000041353 | 709.75 | 709.75 | 1 | 4.234006e+02 | 0 |\n| 6 | 7 | 173 | SLC2A3 | ENSG00000059804 | 783.45 | 783.45 | 1 | 2.166678e+01 | 0 |\n| 16 | 18 | 32 | CXCL2 | ENSG00000081041 | 970.20 | 970.20 | 1 | 3.420071e+10 | 0 |\n| 19 | 21 | 185 | TMEM40 | ENSG00000088726 | 755.60 | 755.60 | 1 | 3.651309e+01 | 0 |\n| 20 | 22 | 117 | PTGS1 | ENSG00000095303 | 550.10 | 550.10 | 1 | 1.326978e+01 | 0 |\n| 24 | 27 | 209 | ZMYND8 | ENSG00000101040 | 1030.50 | 1030.50 | 1 | 1.082250e+02 | 0 |\n| 25 | 33 | 180 | TGFB1 | ENSG00000105329 | 848.00 | 848.00 | 1 | 1.890163e+02 | 0 |\n| 26 | 34 | 171 | SERPINE1 | ENSG00000106366 | 1048.35 | 1048.35 | 1 | 4.865769e+02 | 0 |\n| 28 | 36 | 102 | P2RX1 | ENSG00000108405 | 978.40 | 978.40 | 1 | 8.097260e+02 | 0 |\n| 30 | 38 | 2 | ABCC3 | ENSG00000108846 | 966.25 | 966.25 | 1 | 4.349073e+01 | 0 |\n| 33 | 43 | 3 | ACRBP | ENSG00000111644 | 1036.45 | 1036.45 | 1 | 9.214942e+01 | 0 |\n| 35 | 47 | 108 | PLEK | ENSG00000115956 | 475.50 | 475.50 | 1 | 7.177538e+01 | 0 |\n| 48 | 66 | 190 | TPST2 | ENSG00000128294 | 636.50 | 636.50 | 1 | 6.178545e+01 | 0 |\n| 52 | 72 | 129 | RHOB | ENSG00000143878 | 590.60 | 590.60 | 1 | 6.454313e+09 | 0 |\n| 53 | 73 | 29 | CTDSPL | ENSG00000144677 | 623.55 | 623.55 | 1 | 3.459644e+02 | 0 |\n| 57 | 77 | 128 | RGS18 | ENSG00000150681 | 534.75 | 534.75 | 1 | 7.042786e+01 | 0 |\n| 59 | 79 | 34 | DAB2 | ENSG00000153071 | 880.05 | 880.05 | 1 | 5.215560e+01 | 0 |\n| 60 | 80 | 34 | LOC112267931 | ENSG00000153071 | 880.05 | 880.05 | 1 | 5.215560e+01 | 0 |\n| 61 | 81 | 24 | CMIP | ENSG00000153815 | 1166.50 | 1166.50 | 1 | 3.061276e+02 | 0 |\n| 62 | 82 | 98 | NRGN | ENSG00000154146 | 747.55 | 747.55 | 1 | 2.132968e+01 | 0 |\n| 63 | 84 | 116 | PTGIR | ENSG00000160013 | 1170.00 | 1170.00 | 1 | 2.027628e+04 | 0 |\n| 66 | 87 | 179 | TAL1 | ENSG00000162367 | 485.05 | 485.05 | 1 | 2.839989e+00 | 0 |\n| 67 | 88 | 95 | NEXN | ENSG00000162614 | 1047.35 | 1047.35 | 1 | 4.249000e+02 | 0 |\n| 68 | 89 | 25 | CNST | ENSG00000162852 | 1067.95 | 1067.95 | 1 | 1.138253e+02 | 0 |\n| 69 | 90 | 33 | CXCL3 | ENSG00000163734 | 1073.80 | 1073.80 | 1 | 3.596989e+10 | 0 |\n| 70 | 91 | 105 | PF4 | ENSG00000163737 | 701.70 | 701.70 | 1 | 1.565087e+01 | 0 |\n| 71 | 92 | 23 | CLEC1B | ENSG00000165682 | 788.80 | 788.80 | 1 | 1.647951e+02 | 0 |\n| 72 | 93 | 112 | PRKCB | ENSG00000166501 | 605.05 | 605.05 | 1 | 1.800988e+01 | 0 |\n| 77 | 100 | 115 | PTCRA | ENSG00000171611 | 937.95 | 937.95 | 1 | 7.983915e+02 | 0 |\n| 78 | 101 | 169 | SELP | ENSG00000174175 | 677.30 | 677.30 | 1 | 2.942648e+02 | 0 |\n| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n| 120 | 24 | 153 | RPS15A | ENSG00000134419 | -555.95 | -555.95 | 1 | 1.836601e-10 | 0.000000000 |\n| 121 | 26 | 162 | RPS6 | ENSG00000137154 | -750.10 | -750.10 | 1 | 7.074152e-11 | 0.000000000 |\n| 122 | 28 | 157 | RPS24 | ENSG00000138326 | -561.00 | -561.00 | 1 | 2.156889e-10 | 0.000000000 |\n| 124 | 31 | 154 | RPS2 | ENSG00000140988 | -808.75 | -808.75 | 1 | 9.546738e-11 | 0.000000000 |\n| 127 | 35 | 163 | RPS8 | ENSG00000142937 | -629.10 | -629.10 | 1 | 1.677663e-10 | 0.000000000 |\n| 128 | 38 | 138 | RPL32 | ENSG00000144713 | -730.50 | -730.50 | 1 | 1.151961e-10 | 0.000000000 |\n| 129 | 41 | 160 | RPS3 | ENSG00000149273 | -518.05 | -518.05 | 1 | 2.064880e-10 | 0.000000000 |\n| 131 | 45 | 37 | EEF1A1 | ENSG00000156508 | -951.05 | -951.05 | 1 | 4.759329e-11 | 0.000000000 |\n| 132 | 49 | 152 | RPS14 | ENSG00000164587 | -770.55 | -770.55 | 1 | 6.673755e-11 | 0.000000000 |\n| 138 | 60 | 149 | RPLP2 | ENSG00000177600 | -510.65 | -510.65 | 1 | 1.678711e-10 | 0.000000000 |\n| 139 | 62 | 61 | HBA2 | ENSG00000188536 | -1129.25 | -1129.25 | 1 | 4.363605e-13 | 0.000000000 |\n| 141 | 69 | 146 | RPL41 | ENSG00000229117 | -848.30 | -848.30 | 1 | 3.210878e-11 | 0.000000000 |\n| 142 | 72 | 62 | HBB | ENSG00000244734 | -1275.00 | -1275.00 | 1 | 2.547064e-14 | 0.000000000 |\n| 144 | 25 | 140 | RPL35 | ENSG00000136942 | -450.65 | -450.65 | 1 | 5.816038e-10 | 0.001515152 |\n| 147 | 64 | 143 | RPL37A | ENSG00000197756 | -462.80 | -462.80 | 1 | 2.447609e-10 | 0.001515152 |\n| 148 | 66 | 161 | RPS4X | ENSG00000198034 | -464.00 | -464.00 | 1 | 6.074866e-10 | 0.001515152 |\n| 150 | 34 | 131 | RPL11 | ENSG00000142676 | -442.30 | -442.30 | 1 | 3.104817e-10 | 0.002754821 |\n| 151 | 39 | 142 | RPL37 | ENSG00000145592 | -445.05 | -445.05 | 1 | 7.482142e-10 | 0.002754821 |\n| 152 | 44 | 136 | RPL30 | ENSG00000156482 | -435.75 | -435.75 | 1 | 1.454757e-10 | 0.002754821 |\n| 153 | 67 | 145 | RPL39 | ENSG00000198918 | -434.45 | -434.45 | 1 | 5.169295e-10 | 0.002754821 |\n| 155 | 22 | 134 | RPL23 | ENSG00000125691 | -371.75 | -371.75 | 1 | 4.618991e-10 | 0.006226650 |\n| 156 | 48 | 167 | S100A9 | ENSG00000163220 | -376.90 | -376.90 | 1 | 9.093490e-09 | 0.006226650 |\n| 157 | 61 | 156 | RPS23 | ENSG00000186468 | -391.05 | -391.05 | 1 | 4.682182e-10 | 0.006226650 |\n| 159 | 58 | 144 | RPL38 | ENSG00000172809 | -363.45 | -363.45 | 1 | 5.035793e-10 | 0.007224564 |\n| 160 | 65 | 165 | S100A6 | ENSG00000197956 | -367.50 | -367.50 | 1 | 3.527907e-09 | 0.007224564 |\n| 161 | 3 | 186 | TMSB10 | ENSG00000034510 | -352.55 | -352.55 | 1 | 2.615475e-10 | 0.009506833 |\n| 163 | 71 | 159 | RPS28 | ENSG00000233927 | -357.45 | -357.45 | 1 | 1.285717e-09 | 0.009506833 |\n| 165 | 17 | 139 | RPL34 | ENSG00000109475 | -326.30 | -326.30 | 1 | 4.182641e-10 | 0.013551666 |\n| 174 | 56 | 77 | KRT19 | ENSG00000171345 | -249.10 | -249.10 | 1 | 1.000000e+00 | 0.034355180 |\n| 176 | 2 | 16 | CD74 | ENSG00000019582 | -210.55 | -210.55 | 1 | 9.238000e-09 | 0.042597403 |\n\n","text/latex":"A data.frame: 71 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t5 & 6 & 120 & RAB27B & ENSG00000041353 & 709.75 & 709.75 & 1 & 4.234006e+02 & 0\\\\\n\t6 & 7 & 173 & SLC2A3 & ENSG00000059804 & 783.45 & 783.45 & 1 & 2.166678e+01 & 0\\\\\n\t16 & 18 & 32 & CXCL2 & ENSG00000081041 & 970.20 & 970.20 & 1 & 3.420071e+10 & 0\\\\\n\t19 & 21 & 185 & TMEM40 & ENSG00000088726 & 755.60 & 755.60 & 1 & 3.651309e+01 & 0\\\\\n\t20 & 22 & 117 & PTGS1 & ENSG00000095303 & 550.10 & 550.10 & 1 & 1.326978e+01 & 0\\\\\n\t24 & 27 & 209 & ZMYND8 & ENSG00000101040 & 1030.50 & 1030.50 & 1 & 1.082250e+02 & 0\\\\\n\t25 & 33 & 180 & TGFB1 & ENSG00000105329 & 848.00 & 848.00 & 1 & 1.890163e+02 & 0\\\\\n\t26 & 34 & 171 & SERPINE1 & ENSG00000106366 & 1048.35 & 1048.35 & 1 & 4.865769e+02 & 0\\\\\n\t28 & 36 & 102 & P2RX1 & ENSG00000108405 & 978.40 & 978.40 & 1 & 8.097260e+02 & 0\\\\\n\t30 & 38 & 2 & ABCC3 & ENSG00000108846 & 966.25 & 966.25 & 1 & 4.349073e+01 & 0\\\\\n\t33 & 43 & 3 & ACRBP & ENSG00000111644 & 1036.45 & 1036.45 & 1 & 9.214942e+01 & 0\\\\\n\t35 & 47 & 108 & PLEK & ENSG00000115956 & 475.50 & 475.50 & 1 & 7.177538e+01 & 0\\\\\n\t48 & 66 & 190 & TPST2 & ENSG00000128294 & 636.50 & 636.50 & 1 & 6.178545e+01 & 0\\\\\n\t52 & 72 & 129 & RHOB & ENSG00000143878 & 590.60 & 590.60 & 1 & 6.454313e+09 & 0\\\\\n\t53 & 73 & 29 & CTDSPL & ENSG00000144677 & 623.55 & 623.55 & 1 & 3.459644e+02 & 0\\\\\n\t57 & 77 & 128 & RGS18 & ENSG00000150681 & 534.75 & 534.75 & 1 & 7.042786e+01 & 0\\\\\n\t59 & 79 & 34 & DAB2 & ENSG00000153071 & 880.05 & 880.05 & 1 & 5.215560e+01 & 0\\\\\n\t60 & 80 & 34 & LOC112267931 & ENSG00000153071 & 880.05 & 880.05 & 1 & 5.215560e+01 & 0\\\\\n\t61 & 81 & 24 & CMIP & ENSG00000153815 & 1166.50 & 1166.50 & 1 & 3.061276e+02 & 0\\\\\n\t62 & 82 & 98 & NRGN & ENSG00000154146 & 747.55 & 747.55 & 1 & 2.132968e+01 & 0\\\\\n\t63 & 84 & 116 & PTGIR & ENSG00000160013 & 1170.00 & 1170.00 & 1 & 2.027628e+04 & 0\\\\\n\t66 & 87 & 179 & TAL1 & ENSG00000162367 & 485.05 & 485.05 & 1 & 2.839989e+00 & 0\\\\\n\t67 & 88 & 95 & NEXN & ENSG00000162614 & 1047.35 & 1047.35 & 1 & 4.249000e+02 & 0\\\\\n\t68 & 89 & 25 & CNST & ENSG00000162852 & 1067.95 & 1067.95 & 1 & 1.138253e+02 & 0\\\\\n\t69 & 90 & 33 & CXCL3 & ENSG00000163734 & 1073.80 & 1073.80 & 1 & 3.596989e+10 & 0\\\\\n\t70 & 91 & 105 & PF4 & ENSG00000163737 & 701.70 & 701.70 & 1 & 1.565087e+01 & 0\\\\\n\t71 & 92 & 23 & CLEC1B & ENSG00000165682 & 788.80 & 788.80 & 1 & 1.647951e+02 & 0\\\\\n\t72 & 93 & 112 & PRKCB & ENSG00000166501 & 605.05 & 605.05 & 1 & 1.800988e+01 & 0\\\\\n\t77 & 100 & 115 & PTCRA & ENSG00000171611 & 937.95 & 937.95 & 1 & 7.983915e+02 & 0\\\\\n\t78 & 101 & 169 & SELP & ENSG00000174175 & 677.30 & 677.30 & 1 & 2.942648e+02 & 0\\\\\n\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n\t120 & 24 & 153 & RPS15A & ENSG00000134419 & -555.95 & -555.95 & 1 & 1.836601e-10 & 0.000000000\\\\\n\t121 & 26 & 162 & RPS6 & ENSG00000137154 & -750.10 & -750.10 & 1 & 7.074152e-11 & 0.000000000\\\\\n\t122 & 28 & 157 & RPS24 & ENSG00000138326 & -561.00 & -561.00 & 1 & 2.156889e-10 & 0.000000000\\\\\n\t124 & 31 & 154 & RPS2 & ENSG00000140988 & -808.75 & -808.75 & 1 & 9.546738e-11 & 0.000000000\\\\\n\t127 & 35 & 163 & RPS8 & ENSG00000142937 & -629.10 & -629.10 & 1 & 1.677663e-10 & 0.000000000\\\\\n\t128 & 38 & 138 & RPL32 & ENSG00000144713 & -730.50 & -730.50 & 1 & 1.151961e-10 & 0.000000000\\\\\n\t129 & 41 & 160 & RPS3 & ENSG00000149273 & -518.05 & -518.05 & 1 & 2.064880e-10 & 0.000000000\\\\\n\t131 & 45 & 37 & EEF1A1 & ENSG00000156508 & -951.05 & -951.05 & 1 & 4.759329e-11 & 0.000000000\\\\\n\t132 & 49 & 152 & RPS14 & ENSG00000164587 & -770.55 & -770.55 & 1 & 6.673755e-11 & 0.000000000\\\\\n\t138 & 60 & 149 & RPLP2 & ENSG00000177600 & -510.65 & -510.65 & 1 & 1.678711e-10 & 0.000000000\\\\\n\t139 & 62 & 61 & HBA2 & ENSG00000188536 & -1129.25 & -1129.25 & 1 & 4.363605e-13 & 0.000000000\\\\\n\t141 & 69 & 146 & RPL41 & ENSG00000229117 & -848.30 & -848.30 & 1 & 3.210878e-11 & 0.000000000\\\\\n\t142 & 72 & 62 & HBB & ENSG00000244734 & -1275.00 & -1275.00 & 1 & 2.547064e-14 & 0.000000000\\\\\n\t144 & 25 & 140 & RPL35 & ENSG00000136942 & -450.65 & -450.65 & 1 & 5.816038e-10 & 0.001515152\\\\\n\t147 & 64 & 143 & RPL37A & ENSG00000197756 & -462.80 & -462.80 & 1 & 2.447609e-10 & 0.001515152\\\\\n\t148 & 66 & 161 & RPS4X & ENSG00000198034 & -464.00 & -464.00 & 1 & 6.074866e-10 & 0.001515152\\\\\n\t150 & 34 & 131 & RPL11 & ENSG00000142676 & -442.30 & -442.30 & 1 & 3.104817e-10 & 0.002754821\\\\\n\t151 & 39 & 142 & RPL37 & ENSG00000145592 & -445.05 & -445.05 & 1 & 7.482142e-10 & 0.002754821\\\\\n\t152 & 44 & 136 & RPL30 & ENSG00000156482 & -435.75 & -435.75 & 1 & 1.454757e-10 & 0.002754821\\\\\n\t153 & 67 & 145 & RPL39 & ENSG00000198918 & -434.45 & -434.45 & 1 & 5.169295e-10 & 0.002754821\\\\\n\t155 & 22 & 134 & RPL23 & ENSG00000125691 & -371.75 & -371.75 & 1 & 4.618991e-10 & 0.006226650\\\\\n\t156 & 48 & 167 & S100A9 & ENSG00000163220 & -376.90 & -376.90 & 1 & 9.093490e-09 & 0.006226650\\\\\n\t157 & 61 & 156 & RPS23 & ENSG00000186468 & -391.05 & -391.05 & 1 & 4.682182e-10 & 0.006226650\\\\\n\t159 & 58 & 144 & RPL38 & ENSG00000172809 & -363.45 & -363.45 & 1 & 5.035793e-10 & 0.007224564\\\\\n\t160 & 65 & 165 & S100A6 & ENSG00000197956 & -367.50 & -367.50 & 1 & 3.527907e-09 & 0.007224564\\\\\n\t161 & 3 & 186 & TMSB10 & ENSG00000034510 & -352.55 & -352.55 & 1 & 2.615475e-10 & 0.009506833\\\\\n\t163 & 71 & 159 & RPS28 & ENSG00000233927 & -357.45 & -357.45 & 1 & 1.285717e-09 & 0.009506833\\\\\n\t165 & 17 & 139 & RPL34 & ENSG00000109475 & -326.30 & -326.30 & 1 & 4.182641e-10 & 0.013551666\\\\\n\t174 & 56 & 77 & KRT19 & ENSG00000171345 & -249.10 & -249.10 & 1 & 1.000000e+00 & 0.034355180\\\\\n\t176 & 2 & 16 & CD74 & ENSG00000019582 & -210.55 & -210.55 & 1 & 9.238000e-09 & 0.042597403\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r.\n5 6 120 RAB27B ENSG00000041353 709.75 709.75 \n6 7 173 SLC2A3 ENSG00000059804 783.45 783.45 \n16 18 32 CXCL2 ENSG00000081041 970.20 970.20 \n19 21 185 TMEM40 ENSG00000088726 755.60 755.60 \n20 22 117 PTGS1 ENSG00000095303 550.10 550.10 \n24 27 209 ZMYND8 ENSG00000101040 1030.50 1030.50 \n25 33 180 TGFB1 ENSG00000105329 848.00 848.00 \n26 34 171 SERPINE1 ENSG00000106366 1048.35 1048.35 \n28 36 102 P2RX1 ENSG00000108405 978.40 978.40 \n30 38 2 ABCC3 ENSG00000108846 966.25 966.25 \n33 43 3 ACRBP ENSG00000111644 1036.45 1036.45 \n35 47 108 PLEK ENSG00000115956 475.50 475.50 \n48 66 190 TPST2 ENSG00000128294 636.50 636.50 \n52 72 129 RHOB ENSG00000143878 590.60 590.60 \n53 73 29 CTDSPL ENSG00000144677 623.55 623.55 \n57 77 128 RGS18 ENSG00000150681 534.75 534.75 \n59 79 34 DAB2 ENSG00000153071 880.05 880.05 \n60 80 34 LOC112267931 ENSG00000153071 880.05 880.05 \n61 81 24 CMIP ENSG00000153815 1166.50 1166.50 \n62 82 98 NRGN ENSG00000154146 747.55 747.55 \n63 84 116 PTGIR ENSG00000160013 1170.00 1170.00 \n66 87 179 TAL1 ENSG00000162367 485.05 485.05 \n67 88 95 NEXN ENSG00000162614 1047.35 1047.35 \n68 89 25 CNST ENSG00000162852 1067.95 1067.95 \n69 90 33 CXCL3 ENSG00000163734 1073.80 1073.80 \n70 91 105 PF4 ENSG00000163737 701.70 701.70 \n71 92 23 CLEC1B ENSG00000165682 788.80 788.80 \n72 93 112 PRKCB ENSG00000166501 605.05 605.05 \n77 100 115 PTCRA ENSG00000171611 937.95 937.95 \n78 101 169 SELP ENSG00000174175 677.30 677.30 \n⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ \n120 24 153 RPS15A ENSG00000134419 -555.95 -555.95 \n121 26 162 RPS6 ENSG00000137154 -750.10 -750.10 \n122 28 157 RPS24 ENSG00000138326 -561.00 -561.00 \n124 31 154 RPS2 ENSG00000140988 -808.75 -808.75 \n127 35 163 RPS8 ENSG00000142937 -629.10 -629.10 \n128 38 138 RPL32 ENSG00000144713 -730.50 -730.50 \n129 41 160 RPS3 ENSG00000149273 -518.05 -518.05 \n131 45 37 EEF1A1 ENSG00000156508 -951.05 -951.05 \n132 49 152 RPS14 ENSG00000164587 -770.55 -770.55 \n138 60 149 RPLP2 ENSG00000177600 -510.65 -510.65 \n139 62 61 HBA2 ENSG00000188536 -1129.25 -1129.25 \n141 69 146 RPL41 ENSG00000229117 -848.30 -848.30 \n142 72 62 HBB ENSG00000244734 -1275.00 -1275.00 \n144 25 140 RPL35 ENSG00000136942 -450.65 -450.65 \n147 64 143 RPL37A ENSG00000197756 -462.80 -462.80 \n148 66 161 RPS4X ENSG00000198034 -464.00 -464.00 \n150 34 131 RPL11 ENSG00000142676 -442.30 -442.30 \n151 39 142 RPL37 ENSG00000145592 -445.05 -445.05 \n152 44 136 RPL30 ENSG00000156482 -435.75 -435.75 \n153 67 145 RPL39 ENSG00000198918 -434.45 -434.45 \n155 22 134 RPL23 ENSG00000125691 -371.75 -371.75 \n156 48 167 S100A9 ENSG00000163220 -376.90 -376.90 \n157 61 156 RPS23 ENSG00000186468 -391.05 -391.05 \n159 58 144 RPL38 ENSG00000172809 -363.45 -363.45 \n160 65 165 S100A6 ENSG00000197956 -367.50 -367.50 \n161 3 186 TMSB10 ENSG00000034510 -352.55 -352.55 \n163 71 159 RPS28 ENSG00000233927 -357.45 -357.45 \n165 17 139 RPL34 ENSG00000109475 -326.30 -326.30 \n174 56 77 KRT19 ENSG00000171345 -249.10 -249.10 \n176 2 16 CD74 ENSG00000019582 -210.55 -210.55 \n Denominator.s.s0. Fold.Change q.value... \n5 1 4.234006e+02 0 \n6 1 2.166678e+01 0 \n16 1 3.420071e+10 0 \n19 1 3.651309e+01 0 \n20 1 1.326978e+01 0 \n24 1 1.082250e+02 0 \n25 1 1.890163e+02 0 \n26 1 4.865769e+02 0 \n28 1 8.097260e+02 0 \n30 1 4.349073e+01 0 \n33 1 9.214942e+01 0 \n35 1 7.177538e+01 0 \n48 1 6.178545e+01 0 \n52 1 6.454313e+09 0 \n53 1 3.459644e+02 0 \n57 1 7.042786e+01 0 \n59 1 5.215560e+01 0 \n60 1 5.215560e+01 0 \n61 1 3.061276e+02 0 \n62 1 2.132968e+01 0 \n63 1 2.027628e+04 0 \n66 1 2.839989e+00 0 \n67 1 4.249000e+02 0 \n68 1 1.138253e+02 0 \n69 1 3.596989e+10 0 \n70 1 1.565087e+01 0 \n71 1 1.647951e+02 0 \n72 1 1.800988e+01 0 \n77 1 7.983915e+02 0 \n78 1 2.942648e+02 0 \n⋮ ⋮ ⋮ ⋮ \n120 1 1.836601e-10 0.000000000\n121 1 7.074152e-11 0.000000000\n122 1 2.156889e-10 0.000000000\n124 1 9.546738e-11 0.000000000\n127 1 1.677663e-10 0.000000000\n128 1 1.151961e-10 0.000000000\n129 1 2.064880e-10 0.000000000\n131 1 4.759329e-11 0.000000000\n132 1 6.673755e-11 0.000000000\n138 1 1.678711e-10 0.000000000\n139 1 4.363605e-13 0.000000000\n141 1 3.210878e-11 0.000000000\n142 1 2.547064e-14 0.000000000\n144 1 5.816038e-10 0.001515152\n147 1 2.447609e-10 0.001515152\n148 1 6.074866e-10 0.001515152\n150 1 3.104817e-10 0.002754821\n151 1 7.482142e-10 0.002754821\n152 1 1.454757e-10 0.002754821\n153 1 5.169295e-10 0.002754821\n155 1 4.618991e-10 0.006226650\n156 1 9.093490e-09 0.006226650\n157 1 4.682182e-10 0.006226650\n159 1 5.035793e-10 0.007224564\n160 1 3.527907e-09 0.007224564\n161 1 2.615475e-10 0.009506833\n163 1 1.285717e-09 0.009506833\n165 1 4.182641e-10 0.013551666\n174 1 1.000000e+00 0.034355180\n176 1 9.238000e-09 0.042597403"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### [CL2 vs CL3 DIscBIO] vs [CL3 vs CL4 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL2 vs CL3 DIscBIO] vs [CL3 vs CL4 Granatum]\ndData<-genes3vs2\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL2 vs CL3\",\"\\n\"))\ntarget=G_DEGs$`3 vs. 4`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\ncat(paste0(\"There are \", length(targetGeneList), \" DEGs detected by Granatum in CL3 vs CL4\",\"\\n\"))\n\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf6[idx_genes,]","execution_count":21,"outputs":[{"output_type":"stream","text":"There are 187 DEGs detected by DIscBIO in CL2 vs CL3\nThere are 227 DEGs detected by Granatum in CL3 vs CL4\nThere are 84 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 84 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>3</th><td> 3</td><td> 16</td><td>CD74 </td><td>ENSG00000019582</td><td> 37390.75</td><td> 37390.75</td><td>1</td><td>1.276170e+07</td><td>0</td></tr>\n\t<tr><th scope=row>4</th><td> 4</td><td>186</td><td>TMSB10</td><td>ENSG00000034510</td><td>118100.80</td><td>118100.80</td><td>1</td><td>2.046809e+01</td><td>0</td></tr>\n\t<tr><th scope=row>5</th><td> 5</td><td>137</td><td>RPL31 </td><td>ENSG00000071082</td><td>101610.85</td><td>101610.85</td><td>1</td><td>2.811637e+10</td><td>0</td></tr>\n\t<tr><th scope=row>10</th><td>11</td><td>147</td><td>RPLP0 </td><td>ENSG00000089157</td><td>102865.45</td><td>102865.45</td><td>1</td><td>2.017511e+10</td><td>0</td></tr>\n\t<tr><th scope=row>15</th><td>16</td><td> 65</td><td>HSPB1 </td><td>ENSG00000106211</td><td> 51118.50</td><td> 51118.50</td><td>1</td><td>3.586486e+00</td><td>0</td></tr>\n\t<tr><th scope=row>16</th><td>17</td><td>133</td><td>RPL19 </td><td>ENSG00000108298</td><td>103917.35</td><td>103917.35</td><td>1</td><td>3.213299e+10</td><td>0</td></tr>\n\t<tr><th scope=row>18</th><td>20</td><td>139</td><td>RPL34 </td><td>ENSG00000109475</td><td>108582.25</td><td>108582.25</td><td>1</td><td>1.445390e+01</td><td>0</td></tr>\n\t<tr><th scope=row>20</th><td>22</td><td> 76</td><td>KRT18 </td><td>ENSG00000111057</td><td> 66571.05</td><td> 66571.05</td><td>1</td><td>1.000000e+00</td><td>0</td></tr>\n\t<tr><th scope=row>24</th><td>26</td><td>151</td><td>RPS12 </td><td>ENSG00000112306</td><td>104815.45</td><td>104815.45</td><td>1</td><td>1.463882e+01</td><td>0</td></tr>\n\t<tr><th scope=row>26</th><td>28</td><td>125</td><td>RBM25 </td><td>ENSG00000119707</td><td> 73668.35</td><td> 73668.35</td><td>1</td><td>4.812357e+00</td><td>0</td></tr>\n\t<tr><th scope=row>27</th><td>30</td><td>134</td><td>RPL23 </td><td>ENSG00000125691</td><td>102181.00</td><td>102181.00</td><td>1</td><td>2.504398e+10</td><td>0</td></tr>\n\t<tr><th scope=row>29</th><td>32</td><td>153</td><td>RPS15A</td><td>ENSG00000134419</td><td> 86686.60</td><td> 86686.60</td><td>1</td><td>2.359767e+10</td><td>0</td></tr>\n\t<tr><th scope=row>31</th><td>34</td><td>140</td><td>RPL35 </td><td>ENSG00000136942</td><td>112083.75</td><td>112083.75</td><td>1</td><td>2.904328e+10</td><td>0</td></tr>\n\t<tr><th scope=row>32</th><td>35</td><td>162</td><td>RPS6 </td><td>ENSG00000137154</td><td>111048.50</td><td>111048.50</td><td>1</td><td>3.221255e+10</td><td>0</td></tr>\n\t<tr><th scope=row>34</th><td>37</td><td>157</td><td>RPS24 </td><td>ENSG00000138326</td><td>103377.10</td><td>103377.10</td><td>1</td><td>2.110131e+10</td><td>0</td></tr>\n\t<tr><th scope=row>37</th><td>40</td><td>154</td><td>RPS2 </td><td>ENSG00000140988</td><td>102108.90</td><td>102108.90</td><td>1</td><td>1.958954e+10</td><td>0</td></tr>\n\t<tr><th scope=row>39</th><td>43</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td>106580.80</td><td>106580.80</td><td>1</td><td>2.633835e+01</td><td>0</td></tr>\n\t<tr><th scope=row>40</th><td>44</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td>103431.70</td><td>103431.70</td><td>1</td><td>2.989110e+10</td><td>0</td></tr>\n\t<tr><th scope=row>44</th><td>48</td><td>138</td><td>RPL32 </td><td>ENSG00000144713</td><td> 99663.35</td><td> 99663.35</td><td>1</td><td>2.001914e+10</td><td>0</td></tr>\n\t<tr><th scope=row>45</th><td>49</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td>107250.30</td><td>107250.30</td><td>1</td><td>3.035933e+10</td><td>0</td></tr>\n\t<tr><th scope=row>46</th><td>50</td><td>160</td><td>RPS3 </td><td>ENSG00000149273</td><td> 95671.45</td><td> 95671.45</td><td>1</td><td>3.692245e+10</td><td>0</td></tr>\n\t<tr><th scope=row>49</th><td>53</td><td>136</td><td>RPL30 </td><td>ENSG00000156482</td><td>116757.30</td><td>116757.30</td><td>1</td><td>4.719534e+10</td><td>0</td></tr>\n\t<tr><th scope=row>50</th><td>54</td><td> 37</td><td>EEF1A1</td><td>ENSG00000156508</td><td> 98587.10</td><td> 98587.10</td><td>1</td><td>2.724679e+10</td><td>0</td></tr>\n\t<tr><th scope=row>51</th><td>56</td><td>167</td><td>S100A9</td><td>ENSG00000163220</td><td> 49002.25</td><td> 49002.25</td><td>1</td><td>1.986674e+09</td><td>0</td></tr>\n\t<tr><th scope=row>52</th><td>57</td><td>200</td><td>UQCRQ </td><td>ENSG00000164405</td><td> 84755.70</td><td> 84755.70</td><td>1</td><td>1.258542e+10</td><td>0</td></tr>\n\t<tr><th scope=row>53</th><td>58</td><td>152</td><td>RPS14 </td><td>ENSG00000164587</td><td>108701.80</td><td>108701.80</td><td>1</td><td>4.217950e+10</td><td>0</td></tr>\n\t<tr><th scope=row>56</th><td>62</td><td>132</td><td>RPL13 </td><td>ENSG00000167526</td><td>110042.30</td><td>110042.30</td><td>1</td><td>2.033392e+01</td><td>0</td></tr>\n\t<tr><th scope=row>57</th><td>64</td><td>175</td><td>SPINT2</td><td>ENSG00000167642</td><td> 45330.50</td><td> 45330.50</td><td>1</td><td>1.940608e+00</td><td>0</td></tr>\n\t<tr><th scope=row>60</th><td>67</td><td> 78</td><td>KRT8 </td><td>ENSG00000170421</td><td> 65415.15</td><td> 65415.15</td><td>1</td><td>1.000000e+00</td><td>0</td></tr>\n\t<tr><th scope=row>61</th><td>68</td><td> 77</td><td>KRT19 </td><td>ENSG00000171345</td><td> 56479.35</td><td> 56479.35</td><td>1</td><td>1.000000e+00</td><td>0</td></tr>\n\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n\t<tr><th scope=row>120</th><td> 36</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td>-104990.35</td><td>-104990.35</td><td>1</td><td>2.436534e-01</td><td>0</td></tr>\n\t<tr><th scope=row>121</th><td> 37</td><td> 89</td><td>MMD </td><td>ENSG00000108960</td><td>-110236.75</td><td>-110236.75</td><td>1</td><td>3.919065e-02</td><td>0</td></tr>\n\t<tr><th scope=row>124</th><td> 40</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td>-132886.90</td><td>-132886.90</td><td>1</td><td>1.681374e-01</td><td>0</td></tr>\n\t<tr><th scope=row>126</th><td> 42</td><td>174</td><td>SPARC </td><td>ENSG00000113140</td><td> -90274.65</td><td> -90274.65</td><td>1</td><td>2.938913e-01</td><td>0</td></tr>\n\t<tr><th scope=row>129</th><td> 45</td><td>203</td><td>WIPF1 </td><td>ENSG00000115935</td><td> -78992.25</td><td> -78992.25</td><td>1</td><td>5.531183e-02</td><td>0</td></tr>\n\t<tr><th scope=row>130</th><td> 46</td><td>108</td><td>PLEK </td><td>ENSG00000115956</td><td> -86365.15</td><td> -86365.15</td><td>1</td><td>1.985816e-01</td><td>0</td></tr>\n\t<tr><th scope=row>134</th><td> 50</td><td> 96</td><td>NFE2 </td><td>ENSG00000123405</td><td>-112208.90</td><td>-112208.90</td><td>1</td><td>5.840605e-02</td><td>0</td></tr>\n\t<tr><th scope=row>148</th><td> 64</td><td>190</td><td>TPST2 </td><td>ENSG00000128294</td><td> -90372.50</td><td> -90372.50</td><td>1</td><td>1.927890e-01</td><td>0</td></tr>\n\t<tr><th scope=row>149</th><td> 65</td><td> 19</td><td>CDKN2D </td><td>ENSG00000129355</td><td> -69355.65</td><td> -69355.65</td><td>1</td><td>3.988070e-01</td><td>0</td></tr>\n\t<tr><th scope=row>152</th><td> 68</td><td> 29</td><td>CTDSPL </td><td>ENSG00000144677</td><td> -82773.30</td><td> -82773.30</td><td>1</td><td>2.270036e-01</td><td>0</td></tr>\n\t<tr><th scope=row>158</th><td> 74</td><td>128</td><td>RGS18 </td><td>ENSG00000150681</td><td>-134443.50</td><td>-134443.50</td><td>1</td><td>5.033117e-02</td><td>0</td></tr>\n\t<tr><th scope=row>160</th><td> 76</td><td> 34</td><td>LOC112267931</td><td>ENSG00000153071</td><td>-123611.80</td><td>-123611.80</td><td>1</td><td>2.037815e-01</td><td>0</td></tr>\n\t<tr><th scope=row>161</th><td> 77</td><td> 34</td><td>DAB2 </td><td>ENSG00000153071</td><td>-123611.80</td><td>-123611.80</td><td>1</td><td>2.037815e-01</td><td>0</td></tr>\n\t<tr><th scope=row>162</th><td> 78</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td>-131448.90</td><td>-131448.90</td><td>1</td><td>1.199139e-01</td><td>0</td></tr>\n\t<tr><th scope=row>163</th><td> 79</td><td> 98</td><td>NRGN </td><td>ENSG00000154146</td><td> -70993.40</td><td> -70993.40</td><td>1</td><td>2.232909e-01</td><td>0</td></tr>\n\t<tr><th scope=row>164</th><td> 80</td><td>194</td><td>TSPAN33 </td><td>ENSG00000158457</td><td> -72248.25</td><td> -72248.25</td><td>1</td><td>8.830967e-02</td><td>0</td></tr>\n\t<tr><th scope=row>165</th><td> 81</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td>-141914.10</td><td>-141914.10</td><td>1</td><td>1.696344e-11</td><td>0</td></tr>\n\t<tr><th scope=row>166</th><td> 82</td><td>179</td><td>TAL1 </td><td>ENSG00000162367</td><td>-109007.35</td><td>-109007.35</td><td>1</td><td>1.680974e-03</td><td>0</td></tr>\n\t<tr><th scope=row>167</th><td> 83</td><td> 95</td><td>NEXN </td><td>ENSG00000162614</td><td>-132138.00</td><td>-132138.00</td><td>1</td><td>8.478831e-02</td><td>0</td></tr>\n\t<tr><th scope=row>168</th><td> 84</td><td> 25</td><td>CNST </td><td>ENSG00000162852</td><td>-134592.85</td><td>-134592.85</td><td>1</td><td>1.176714e-01</td><td>0</td></tr>\n\t<tr><th scope=row>170</th><td> 86</td><td>109</td><td>PPBP </td><td>ENSG00000163736</td><td> -80498.40</td><td> -80498.40</td><td>1</td><td>2.163328e-01</td><td>0</td></tr>\n\t<tr><th scope=row>171</th><td> 87</td><td>105</td><td>PF4 </td><td>ENSG00000163737</td><td>-116185.25</td><td>-116185.25</td><td>1</td><td>1.619752e-01</td><td>0</td></tr>\n\t<tr><th scope=row>172</th><td> 88</td><td> 23</td><td>CLEC1B </td><td>ENSG00000165682</td><td>-104428.35</td><td>-104428.35</td><td>1</td><td>3.666309e-11</td><td>0</td></tr>\n\t<tr><th scope=row>173</th><td> 89</td><td>112</td><td>PRKCB </td><td>ENSG00000166501</td><td> -72170.50</td><td> -72170.50</td><td>1</td><td>8.370585e-02</td><td>0</td></tr>\n\t<tr><th scope=row>178</th><td> 94</td><td>115</td><td>PTCRA </td><td>ENSG00000171611</td><td>-124379.05</td><td>-124379.05</td><td>1</td><td>3.923883e-02</td><td>0</td></tr>\n\t<tr><th scope=row>179</th><td> 95</td><td>169</td><td>SELP </td><td>ENSG00000174175</td><td>-101903.35</td><td>-101903.35</td><td>1</td><td>3.912312e-11</td><td>0</td></tr>\n\t<tr><th scope=row>180</th><td> 96</td><td>164</td><td>RUFY1 </td><td>ENSG00000176783</td><td>-130323.75</td><td>-130323.75</td><td>1</td><td>2.048110e-01</td><td>0</td></tr>\n\t<tr><th scope=row>181</th><td> 97</td><td> 22</td><td>CLDN5 </td><td>ENSG00000184113</td><td>-100336.95</td><td>-100336.95</td><td>1</td><td>4.095819e-11</td><td>0</td></tr>\n\t<tr><th scope=row>184</th><td>100</td><td>104</td><td>PEAR1 </td><td>ENSG00000187800</td><td>-111884.75</td><td>-111884.75</td><td>1</td><td>3.603943e-11</td><td>0</td></tr>\n\t<tr><th scope=row>185</th><td>101</td><td>103</td><td>PARVB </td><td>ENSG00000188677</td><td> -44367.00</td><td> -44367.00</td><td>1</td><td>1.039726e-02</td><td>0</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 84 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 3 | 3 | 16 | CD74 | ENSG00000019582 | 37390.75 | 37390.75 | 1 | 1.276170e+07 | 0 |\n| 4 | 4 | 186 | TMSB10 | ENSG00000034510 | 118100.80 | 118100.80 | 1 | 2.046809e+01 | 0 |\n| 5 | 5 | 137 | RPL31 | ENSG00000071082 | 101610.85 | 101610.85 | 1 | 2.811637e+10 | 0 |\n| 10 | 11 | 147 | RPLP0 | ENSG00000089157 | 102865.45 | 102865.45 | 1 | 2.017511e+10 | 0 |\n| 15 | 16 | 65 | HSPB1 | ENSG00000106211 | 51118.50 | 51118.50 | 1 | 3.586486e+00 | 0 |\n| 16 | 17 | 133 | RPL19 | ENSG00000108298 | 103917.35 | 103917.35 | 1 | 3.213299e+10 | 0 |\n| 18 | 20 | 139 | RPL34 | ENSG00000109475 | 108582.25 | 108582.25 | 1 | 1.445390e+01 | 0 |\n| 20 | 22 | 76 | KRT18 | ENSG00000111057 | 66571.05 | 66571.05 | 1 | 1.000000e+00 | 0 |\n| 24 | 26 | 151 | RPS12 | ENSG00000112306 | 104815.45 | 104815.45 | 1 | 1.463882e+01 | 0 |\n| 26 | 28 | 125 | RBM25 | ENSG00000119707 | 73668.35 | 73668.35 | 1 | 4.812357e+00 | 0 |\n| 27 | 30 | 134 | RPL23 | ENSG00000125691 | 102181.00 | 102181.00 | 1 | 2.504398e+10 | 0 |\n| 29 | 32 | 153 | RPS15A | ENSG00000134419 | 86686.60 | 86686.60 | 1 | 2.359767e+10 | 0 |\n| 31 | 34 | 140 | RPL35 | ENSG00000136942 | 112083.75 | 112083.75 | 1 | 2.904328e+10 | 0 |\n| 32 | 35 | 162 | RPS6 | ENSG00000137154 | 111048.50 | 111048.50 | 1 | 3.221255e+10 | 0 |\n| 34 | 37 | 157 | RPS24 | ENSG00000138326 | 103377.10 | 103377.10 | 1 | 2.110131e+10 | 0 |\n| 37 | 40 | 154 | RPS2 | ENSG00000140988 | 102108.90 | 102108.90 | 1 | 1.958954e+10 | 0 |\n| 39 | 43 | 131 | RPL11 | ENSG00000142676 | 106580.80 | 106580.80 | 1 | 2.633835e+01 | 0 |\n| 40 | 44 | 163 | RPS8 | ENSG00000142937 | 103431.70 | 103431.70 | 1 | 2.989110e+10 | 0 |\n| 44 | 48 | 138 | RPL32 | ENSG00000144713 | 99663.35 | 99663.35 | 1 | 2.001914e+10 | 0 |\n| 45 | 49 | 142 | RPL37 | ENSG00000145592 | 107250.30 | 107250.30 | 1 | 3.035933e+10 | 0 |\n| 46 | 50 | 160 | RPS3 | ENSG00000149273 | 95671.45 | 95671.45 | 1 | 3.692245e+10 | 0 |\n| 49 | 53 | 136 | RPL30 | ENSG00000156482 | 116757.30 | 116757.30 | 1 | 4.719534e+10 | 0 |\n| 50 | 54 | 37 | EEF1A1 | ENSG00000156508 | 98587.10 | 98587.10 | 1 | 2.724679e+10 | 0 |\n| 51 | 56 | 167 | S100A9 | ENSG00000163220 | 49002.25 | 49002.25 | 1 | 1.986674e+09 | 0 |\n| 52 | 57 | 200 | UQCRQ | ENSG00000164405 | 84755.70 | 84755.70 | 1 | 1.258542e+10 | 0 |\n| 53 | 58 | 152 | RPS14 | ENSG00000164587 | 108701.80 | 108701.80 | 1 | 4.217950e+10 | 0 |\n| 56 | 62 | 132 | RPL13 | ENSG00000167526 | 110042.30 | 110042.30 | 1 | 2.033392e+01 | 0 |\n| 57 | 64 | 175 | SPINT2 | ENSG00000167642 | 45330.50 | 45330.50 | 1 | 1.940608e+00 | 0 |\n| 60 | 67 | 78 | KRT8 | ENSG00000170421 | 65415.15 | 65415.15 | 1 | 1.000000e+00 | 0 |\n| 61 | 68 | 77 | KRT19 | ENSG00000171345 | 56479.35 | 56479.35 | 1 | 1.000000e+00 | 0 |\n| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n| 120 | 36 | 2 | ABCC3 | ENSG00000108846 | -104990.35 | -104990.35 | 1 | 2.436534e-01 | 0 |\n| 121 | 37 | 89 | MMD | ENSG00000108960 | -110236.75 | -110236.75 | 1 | 3.919065e-02 | 0 |\n| 124 | 40 | 3 | ACRBP | ENSG00000111644 | -132886.90 | -132886.90 | 1 | 1.681374e-01 | 0 |\n| 126 | 42 | 174 | SPARC | ENSG00000113140 | -90274.65 | -90274.65 | 1 | 2.938913e-01 | 0 |\n| 129 | 45 | 203 | WIPF1 | ENSG00000115935 | -78992.25 | -78992.25 | 1 | 5.531183e-02 | 0 |\n| 130 | 46 | 108 | PLEK | ENSG00000115956 | -86365.15 | -86365.15 | 1 | 1.985816e-01 | 0 |\n| 134 | 50 | 96 | NFE2 | ENSG00000123405 | -112208.90 | -112208.90 | 1 | 5.840605e-02 | 0 |\n| 148 | 64 | 190 | TPST2 | ENSG00000128294 | -90372.50 | -90372.50 | 1 | 1.927890e-01 | 0 |\n| 149 | 65 | 19 | CDKN2D | ENSG00000129355 | -69355.65 | -69355.65 | 1 | 3.988070e-01 | 0 |\n| 152 | 68 | 29 | CTDSPL | ENSG00000144677 | -82773.30 | -82773.30 | 1 | 2.270036e-01 | 0 |\n| 158 | 74 | 128 | RGS18 | ENSG00000150681 | -134443.50 | -134443.50 | 1 | 5.033117e-02 | 0 |\n| 160 | 76 | 34 | LOC112267931 | ENSG00000153071 | -123611.80 | -123611.80 | 1 | 2.037815e-01 | 0 |\n| 161 | 77 | 34 | DAB2 | ENSG00000153071 | -123611.80 | -123611.80 | 1 | 2.037815e-01 | 0 |\n| 162 | 78 | 24 | CMIP | ENSG00000153815 | -131448.90 | -131448.90 | 1 | 1.199139e-01 | 0 |\n| 163 | 79 | 98 | NRGN | ENSG00000154146 | -70993.40 | -70993.40 | 1 | 2.232909e-01 | 0 |\n| 164 | 80 | 194 | TSPAN33 | ENSG00000158457 | -72248.25 | -72248.25 | 1 | 8.830967e-02 | 0 |\n| 165 | 81 | 116 | PTGIR | ENSG00000160013 | -141914.10 | -141914.10 | 1 | 1.696344e-11 | 0 |\n| 166 | 82 | 179 | TAL1 | ENSG00000162367 | -109007.35 | -109007.35 | 1 | 1.680974e-03 | 0 |\n| 167 | 83 | 95 | NEXN | ENSG00000162614 | -132138.00 | -132138.00 | 1 | 8.478831e-02 | 0 |\n| 168 | 84 | 25 | CNST | ENSG00000162852 | -134592.85 | -134592.85 | 1 | 1.176714e-01 | 0 |\n| 170 | 86 | 109 | PPBP | ENSG00000163736 | -80498.40 | -80498.40 | 1 | 2.163328e-01 | 0 |\n| 171 | 87 | 105 | PF4 | ENSG00000163737 | -116185.25 | -116185.25 | 1 | 1.619752e-01 | 0 |\n| 172 | 88 | 23 | CLEC1B | ENSG00000165682 | -104428.35 | -104428.35 | 1 | 3.666309e-11 | 0 |\n| 173 | 89 | 112 | PRKCB | ENSG00000166501 | -72170.50 | -72170.50 | 1 | 8.370585e-02 | 0 |\n| 178 | 94 | 115 | PTCRA | ENSG00000171611 | -124379.05 | -124379.05 | 1 | 3.923883e-02 | 0 |\n| 179 | 95 | 169 | SELP | ENSG00000174175 | -101903.35 | -101903.35 | 1 | 3.912312e-11 | 0 |\n| 180 | 96 | 164 | RUFY1 | ENSG00000176783 | -130323.75 | -130323.75 | 1 | 2.048110e-01 | 0 |\n| 181 | 97 | 22 | CLDN5 | ENSG00000184113 | -100336.95 | -100336.95 | 1 | 4.095819e-11 | 0 |\n| 184 | 100 | 104 | PEAR1 | ENSG00000187800 | -111884.75 | -111884.75 | 1 | 3.603943e-11 | 0 |\n| 185 | 101 | 103 | PARVB | ENSG00000188677 | -44367.00 | -44367.00 | 1 | 1.039726e-02 | 0 |\n\n","text/latex":"A data.frame: 84 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t3 & 3 & 16 & CD74 & ENSG00000019582 & 37390.75 & 37390.75 & 1 & 1.276170e+07 & 0\\\\\n\t4 & 4 & 186 & TMSB10 & ENSG00000034510 & 118100.80 & 118100.80 & 1 & 2.046809e+01 & 0\\\\\n\t5 & 5 & 137 & RPL31 & ENSG00000071082 & 101610.85 & 101610.85 & 1 & 2.811637e+10 & 0\\\\\n\t10 & 11 & 147 & RPLP0 & ENSG00000089157 & 102865.45 & 102865.45 & 1 & 2.017511e+10 & 0\\\\\n\t15 & 16 & 65 & HSPB1 & ENSG00000106211 & 51118.50 & 51118.50 & 1 & 3.586486e+00 & 0\\\\\n\t16 & 17 & 133 & RPL19 & ENSG00000108298 & 103917.35 & 103917.35 & 1 & 3.213299e+10 & 0\\\\\n\t18 & 20 & 139 & RPL34 & ENSG00000109475 & 108582.25 & 108582.25 & 1 & 1.445390e+01 & 0\\\\\n\t20 & 22 & 76 & KRT18 & ENSG00000111057 & 66571.05 & 66571.05 & 1 & 1.000000e+00 & 0\\\\\n\t24 & 26 & 151 & RPS12 & ENSG00000112306 & 104815.45 & 104815.45 & 1 & 1.463882e+01 & 0\\\\\n\t26 & 28 & 125 & RBM25 & ENSG00000119707 & 73668.35 & 73668.35 & 1 & 4.812357e+00 & 0\\\\\n\t27 & 30 & 134 & RPL23 & ENSG00000125691 & 102181.00 & 102181.00 & 1 & 2.504398e+10 & 0\\\\\n\t29 & 32 & 153 & RPS15A & ENSG00000134419 & 86686.60 & 86686.60 & 1 & 2.359767e+10 & 0\\\\\n\t31 & 34 & 140 & RPL35 & ENSG00000136942 & 112083.75 & 112083.75 & 1 & 2.904328e+10 & 0\\\\\n\t32 & 35 & 162 & RPS6 & ENSG00000137154 & 111048.50 & 111048.50 & 1 & 3.221255e+10 & 0\\\\\n\t34 & 37 & 157 & RPS24 & ENSG00000138326 & 103377.10 & 103377.10 & 1 & 2.110131e+10 & 0\\\\\n\t37 & 40 & 154 & RPS2 & ENSG00000140988 & 102108.90 & 102108.90 & 1 & 1.958954e+10 & 0\\\\\n\t39 & 43 & 131 & RPL11 & ENSG00000142676 & 106580.80 & 106580.80 & 1 & 2.633835e+01 & 0\\\\\n\t40 & 44 & 163 & RPS8 & ENSG00000142937 & 103431.70 & 103431.70 & 1 & 2.989110e+10 & 0\\\\\n\t44 & 48 & 138 & RPL32 & ENSG00000144713 & 99663.35 & 99663.35 & 1 & 2.001914e+10 & 0\\\\\n\t45 & 49 & 142 & RPL37 & ENSG00000145592 & 107250.30 & 107250.30 & 1 & 3.035933e+10 & 0\\\\\n\t46 & 50 & 160 & RPS3 & ENSG00000149273 & 95671.45 & 95671.45 & 1 & 3.692245e+10 & 0\\\\\n\t49 & 53 & 136 & RPL30 & ENSG00000156482 & 116757.30 & 116757.30 & 1 & 4.719534e+10 & 0\\\\\n\t50 & 54 & 37 & EEF1A1 & ENSG00000156508 & 98587.10 & 98587.10 & 1 & 2.724679e+10 & 0\\\\\n\t51 & 56 & 167 & S100A9 & ENSG00000163220 & 49002.25 & 49002.25 & 1 & 1.986674e+09 & 0\\\\\n\t52 & 57 & 200 & UQCRQ & ENSG00000164405 & 84755.70 & 84755.70 & 1 & 1.258542e+10 & 0\\\\\n\t53 & 58 & 152 & RPS14 & ENSG00000164587 & 108701.80 & 108701.80 & 1 & 4.217950e+10 & 0\\\\\n\t56 & 62 & 132 & RPL13 & ENSG00000167526 & 110042.30 & 110042.30 & 1 & 2.033392e+01 & 0\\\\\n\t57 & 64 & 175 & SPINT2 & ENSG00000167642 & 45330.50 & 45330.50 & 1 & 1.940608e+00 & 0\\\\\n\t60 & 67 & 78 & KRT8 & ENSG00000170421 & 65415.15 & 65415.15 & 1 & 1.000000e+00 & 0\\\\\n\t61 & 68 & 77 & KRT19 & ENSG00000171345 & 56479.35 & 56479.35 & 1 & 1.000000e+00 & 0\\\\\n\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n\t120 & 36 & 2 & ABCC3 & ENSG00000108846 & -104990.35 & -104990.35 & 1 & 2.436534e-01 & 0\\\\\n\t121 & 37 & 89 & MMD & ENSG00000108960 & -110236.75 & -110236.75 & 1 & 3.919065e-02 & 0\\\\\n\t124 & 40 & 3 & ACRBP & ENSG00000111644 & -132886.90 & -132886.90 & 1 & 1.681374e-01 & 0\\\\\n\t126 & 42 & 174 & SPARC & ENSG00000113140 & -90274.65 & -90274.65 & 1 & 2.938913e-01 & 0\\\\\n\t129 & 45 & 203 & WIPF1 & ENSG00000115935 & -78992.25 & -78992.25 & 1 & 5.531183e-02 & 0\\\\\n\t130 & 46 & 108 & PLEK & ENSG00000115956 & -86365.15 & -86365.15 & 1 & 1.985816e-01 & 0\\\\\n\t134 & 50 & 96 & NFE2 & ENSG00000123405 & -112208.90 & -112208.90 & 1 & 5.840605e-02 & 0\\\\\n\t148 & 64 & 190 & TPST2 & ENSG00000128294 & -90372.50 & -90372.50 & 1 & 1.927890e-01 & 0\\\\\n\t149 & 65 & 19 & CDKN2D & ENSG00000129355 & -69355.65 & -69355.65 & 1 & 3.988070e-01 & 0\\\\\n\t152 & 68 & 29 & CTDSPL & ENSG00000144677 & -82773.30 & -82773.30 & 1 & 2.270036e-01 & 0\\\\\n\t158 & 74 & 128 & RGS18 & ENSG00000150681 & -134443.50 & -134443.50 & 1 & 5.033117e-02 & 0\\\\\n\t160 & 76 & 34 & LOC112267931 & ENSG00000153071 & -123611.80 & -123611.80 & 1 & 2.037815e-01 & 0\\\\\n\t161 & 77 & 34 & DAB2 & ENSG00000153071 & -123611.80 & -123611.80 & 1 & 2.037815e-01 & 0\\\\\n\t162 & 78 & 24 & CMIP & ENSG00000153815 & -131448.90 & -131448.90 & 1 & 1.199139e-01 & 0\\\\\n\t163 & 79 & 98 & NRGN & ENSG00000154146 & -70993.40 & -70993.40 & 1 & 2.232909e-01 & 0\\\\\n\t164 & 80 & 194 & TSPAN33 & ENSG00000158457 & -72248.25 & -72248.25 & 1 & 8.830967e-02 & 0\\\\\n\t165 & 81 & 116 & PTGIR & ENSG00000160013 & -141914.10 & -141914.10 & 1 & 1.696344e-11 & 0\\\\\n\t166 & 82 & 179 & TAL1 & ENSG00000162367 & -109007.35 & -109007.35 & 1 & 1.680974e-03 & 0\\\\\n\t167 & 83 & 95 & NEXN & ENSG00000162614 & -132138.00 & -132138.00 & 1 & 8.478831e-02 & 0\\\\\n\t168 & 84 & 25 & CNST & ENSG00000162852 & -134592.85 & -134592.85 & 1 & 1.176714e-01 & 0\\\\\n\t170 & 86 & 109 & PPBP & ENSG00000163736 & -80498.40 & -80498.40 & 1 & 2.163328e-01 & 0\\\\\n\t171 & 87 & 105 & PF4 & ENSG00000163737 & -116185.25 & -116185.25 & 1 & 1.619752e-01 & 0\\\\\n\t172 & 88 & 23 & CLEC1B & ENSG00000165682 & -104428.35 & -104428.35 & 1 & 3.666309e-11 & 0\\\\\n\t173 & 89 & 112 & PRKCB & ENSG00000166501 & -72170.50 & -72170.50 & 1 & 8.370585e-02 & 0\\\\\n\t178 & 94 & 115 & PTCRA & ENSG00000171611 & -124379.05 & -124379.05 & 1 & 3.923883e-02 & 0\\\\\n\t179 & 95 & 169 & SELP & ENSG00000174175 & -101903.35 & -101903.35 & 1 & 3.912312e-11 & 0\\\\\n\t180 & 96 & 164 & RUFY1 & ENSG00000176783 & -130323.75 & -130323.75 & 1 & 2.048110e-01 & 0\\\\\n\t181 & 97 & 22 & CLDN5 & ENSG00000184113 & -100336.95 & -100336.95 & 1 & 4.095819e-11 & 0\\\\\n\t184 & 100 & 104 & PEAR1 & ENSG00000187800 & -111884.75 & -111884.75 & 1 & 3.603943e-11 & 0\\\\\n\t185 & 101 & 103 & PARVB & ENSG00000188677 & -44367.00 & -44367.00 & 1 & 1.039726e-02 & 0\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r.\n3 3 16 CD74 ENSG00000019582 37390.75 37390.75 \n4 4 186 TMSB10 ENSG00000034510 118100.80 118100.80 \n5 5 137 RPL31 ENSG00000071082 101610.85 101610.85 \n10 11 147 RPLP0 ENSG00000089157 102865.45 102865.45 \n15 16 65 HSPB1 ENSG00000106211 51118.50 51118.50 \n16 17 133 RPL19 ENSG00000108298 103917.35 103917.35 \n18 20 139 RPL34 ENSG00000109475 108582.25 108582.25 \n20 22 76 KRT18 ENSG00000111057 66571.05 66571.05 \n24 26 151 RPS12 ENSG00000112306 104815.45 104815.45 \n26 28 125 RBM25 ENSG00000119707 73668.35 73668.35 \n27 30 134 RPL23 ENSG00000125691 102181.00 102181.00 \n29 32 153 RPS15A ENSG00000134419 86686.60 86686.60 \n31 34 140 RPL35 ENSG00000136942 112083.75 112083.75 \n32 35 162 RPS6 ENSG00000137154 111048.50 111048.50 \n34 37 157 RPS24 ENSG00000138326 103377.10 103377.10 \n37 40 154 RPS2 ENSG00000140988 102108.90 102108.90 \n39 43 131 RPL11 ENSG00000142676 106580.80 106580.80 \n40 44 163 RPS8 ENSG00000142937 103431.70 103431.70 \n44 48 138 RPL32 ENSG00000144713 99663.35 99663.35 \n45 49 142 RPL37 ENSG00000145592 107250.30 107250.30 \n46 50 160 RPS3 ENSG00000149273 95671.45 95671.45 \n49 53 136 RPL30 ENSG00000156482 116757.30 116757.30 \n50 54 37 EEF1A1 ENSG00000156508 98587.10 98587.10 \n51 56 167 S100A9 ENSG00000163220 49002.25 49002.25 \n52 57 200 UQCRQ ENSG00000164405 84755.70 84755.70 \n53 58 152 RPS14 ENSG00000164587 108701.80 108701.80 \n56 62 132 RPL13 ENSG00000167526 110042.30 110042.30 \n57 64 175 SPINT2 ENSG00000167642 45330.50 45330.50 \n60 67 78 KRT8 ENSG00000170421 65415.15 65415.15 \n61 68 77 KRT19 ENSG00000171345 56479.35 56479.35 \n⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ \n120 36 2 ABCC3 ENSG00000108846 -104990.35 -104990.35 \n121 37 89 MMD ENSG00000108960 -110236.75 -110236.75 \n124 40 3 ACRBP ENSG00000111644 -132886.90 -132886.90 \n126 42 174 SPARC ENSG00000113140 -90274.65 -90274.65 \n129 45 203 WIPF1 ENSG00000115935 -78992.25 -78992.25 \n130 46 108 PLEK ENSG00000115956 -86365.15 -86365.15 \n134 50 96 NFE2 ENSG00000123405 -112208.90 -112208.90 \n148 64 190 TPST2 ENSG00000128294 -90372.50 -90372.50 \n149 65 19 CDKN2D ENSG00000129355 -69355.65 -69355.65 \n152 68 29 CTDSPL ENSG00000144677 -82773.30 -82773.30 \n158 74 128 RGS18 ENSG00000150681 -134443.50 -134443.50 \n160 76 34 LOC112267931 ENSG00000153071 -123611.80 -123611.80 \n161 77 34 DAB2 ENSG00000153071 -123611.80 -123611.80 \n162 78 24 CMIP ENSG00000153815 -131448.90 -131448.90 \n163 79 98 NRGN ENSG00000154146 -70993.40 -70993.40 \n164 80 194 TSPAN33 ENSG00000158457 -72248.25 -72248.25 \n165 81 116 PTGIR ENSG00000160013 -141914.10 -141914.10 \n166 82 179 TAL1 ENSG00000162367 -109007.35 -109007.35 \n167 83 95 NEXN ENSG00000162614 -132138.00 -132138.00 \n168 84 25 CNST ENSG00000162852 -134592.85 -134592.85 \n170 86 109 PPBP ENSG00000163736 -80498.40 -80498.40 \n171 87 105 PF4 ENSG00000163737 -116185.25 -116185.25 \n172 88 23 CLEC1B ENSG00000165682 -104428.35 -104428.35 \n173 89 112 PRKCB ENSG00000166501 -72170.50 -72170.50 \n178 94 115 PTCRA ENSG00000171611 -124379.05 -124379.05 \n179 95 169 SELP ENSG00000174175 -101903.35 -101903.35 \n180 96 164 RUFY1 ENSG00000176783 -130323.75 -130323.75 \n181 97 22 CLDN5 ENSG00000184113 -100336.95 -100336.95 \n184 100 104 PEAR1 ENSG00000187800 -111884.75 -111884.75 \n185 101 103 PARVB ENSG00000188677 -44367.00 -44367.00 \n Denominator.s.s0. Fold.Change q.value...\n3 1 1.276170e+07 0 \n4 1 2.046809e+01 0 \n5 1 2.811637e+10 0 \n10 1 2.017511e+10 0 \n15 1 3.586486e+00 0 \n16 1 3.213299e+10 0 \n18 1 1.445390e+01 0 \n20 1 1.000000e+00 0 \n24 1 1.463882e+01 0 \n26 1 4.812357e+00 0 \n27 1 2.504398e+10 0 \n29 1 2.359767e+10 0 \n31 1 2.904328e+10 0 \n32 1 3.221255e+10 0 \n34 1 2.110131e+10 0 \n37 1 1.958954e+10 0 \n39 1 2.633835e+01 0 \n40 1 2.989110e+10 0 \n44 1 2.001914e+10 0 \n45 1 3.035933e+10 0 \n46 1 3.692245e+10 0 \n49 1 4.719534e+10 0 \n50 1 2.724679e+10 0 \n51 1 1.986674e+09 0 \n52 1 1.258542e+10 0 \n53 1 4.217950e+10 0 \n56 1 2.033392e+01 0 \n57 1 1.940608e+00 0 \n60 1 1.000000e+00 0 \n61 1 1.000000e+00 0 \n⋮ ⋮ ⋮ ⋮ \n120 1 2.436534e-01 0 \n121 1 3.919065e-02 0 \n124 1 1.681374e-01 0 \n126 1 2.938913e-01 0 \n129 1 5.531183e-02 0 \n130 1 1.985816e-01 0 \n134 1 5.840605e-02 0 \n148 1 1.927890e-01 0 \n149 1 3.988070e-01 0 \n152 1 2.270036e-01 0 \n158 1 5.033117e-02 0 \n160 1 2.037815e-01 0 \n161 1 2.037815e-01 0 \n162 1 1.199139e-01 0 \n163 1 2.232909e-01 0 \n164 1 8.830967e-02 0 \n165 1 1.696344e-11 0 \n166 1 1.680974e-03 0 \n167 1 8.478831e-02 0 \n168 1 1.176714e-01 0 \n170 1 2.163328e-01 0 \n171 1 1.619752e-01 0 \n172 1 3.666309e-11 0 \n173 1 8.370585e-02 0 \n178 1 3.923883e-02 0 \n179 1 3.912312e-11 0 \n180 1 2.048110e-01 0 \n181 1 4.095819e-11 0 \n184 1 3.603943e-11 0 \n185 1 1.039726e-02 0 "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### [CL2 vs CL4 DIscBIO] vs [CL1 vs CL3 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL2 vs CL4 DIscBIO] vs [CL1 vs CL3 Granatum]\ndData<-genes2vs4\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL2 vs CL4\",\"\\n\"))\ntarget=G_DEGs$`1 vs. 3`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\nlength(targetGeneList)\ncat(paste0(\"There are \", length(targetGeneList), \" DEGs detected by Granatum in CL1 vs CL3\",\"\\n\"))\n\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf5[idx_genes,]","execution_count":22,"outputs":[{"output_type":"stream","text":"There are 200 DEGs detected by DIscBIO in CL2 vs CL4\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"229","text/markdown":"229","text/latex":"229","text/plain":"[1] 229"},"metadata":{}},{"output_type":"stream","text":"There are 229 DEGs detected by Granatum in CL1 vs CL3\nThere are 89 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 89 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>2</th><td> 2</td><td>111</td><td>PRKAR2B </td><td>ENSG00000005249</td><td>22543.25</td><td>22543.25</td><td>1</td><td>1.186259e+01</td><td>0</td></tr>\n\t<tr><th scope=row>6</th><td> 6</td><td>120</td><td>RAB27B </td><td>ENSG00000041353</td><td>29245.10</td><td>29245.10</td><td>1</td><td>1.746580e+01</td><td>0</td></tr>\n\t<tr><th scope=row>7</th><td> 7</td><td>173</td><td>SLC2A3 </td><td>ENSG00000059804</td><td>27416.95</td><td>27416.95</td><td>1</td><td>1.403941e+01</td><td>0</td></tr>\n\t<tr><th scope=row>9</th><td>11</td><td>123</td><td>RASGRP2 </td><td>ENSG00000068831</td><td>28195.00</td><td>28195.00</td><td>1</td><td>4.964944e+10</td><td>0</td></tr>\n\t<tr><th scope=row>14</th><td>17</td><td> 32</td><td>CXCL2 </td><td>ENSG00000081041</td><td>20556.70</td><td>20556.70</td><td>1</td><td>1.399085e+01</td><td>0</td></tr>\n\t<tr><th scope=row>17</th><td>20</td><td>185</td><td>TMEM40 </td><td>ENSG00000088726</td><td>29389.70</td><td>29389.70</td><td>1</td><td>8.580335e+00</td><td>0</td></tr>\n\t<tr><th scope=row>18</th><td>21</td><td>117</td><td>PTGS1 </td><td>ENSG00000095303</td><td>19955.70</td><td>19955.70</td><td>1</td><td>7.306088e+02</td><td>0</td></tr>\n\t<tr><th scope=row>22</th><td>25</td><td>209</td><td>ZMYND8 </td><td>ENSG00000101040</td><td>35899.25</td><td>35899.25</td><td>1</td><td>1.129910e+01</td><td>0</td></tr>\n\t<tr><th scope=row>23</th><td>26</td><td>197</td><td>TUBB1 </td><td>ENSG00000101162</td><td>27873.85</td><td>27873.85</td><td>1</td><td>6.575802e+00</td><td>0</td></tr>\n\t<tr><th scope=row>28</th><td>33</td><td>180</td><td>TGFB1 </td><td>ENSG00000105329</td><td>15159.10</td><td>15159.10</td><td>1</td><td>3.522660e+01</td><td>0</td></tr>\n\t<tr><th scope=row>29</th><td>34</td><td>171</td><td>SERPINE1 </td><td>ENSG00000106366</td><td>27333.85</td><td>27333.85</td><td>1</td><td>4.898394e+10</td><td>0</td></tr>\n\t<tr><th scope=row>31</th><td>36</td><td>102</td><td>P2RX1 </td><td>ENSG00000108405</td><td>22605.45</td><td>22605.45</td><td>1</td><td>1.176286e+03</td><td>0</td></tr>\n\t<tr><th scope=row>33</th><td>38</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td>25673.15</td><td>25673.15</td><td>1</td><td>4.949330e+00</td><td>0</td></tr>\n\t<tr><th scope=row>35</th><td>40</td><td> 89</td><td>MMD </td><td>ENSG00000108960</td><td>25046.55</td><td>25046.55</td><td>1</td><td>3.159345e+01</td><td>0</td></tr>\n\t<tr><th scope=row>38</th><td>43</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td>30869.40</td><td>30869.40</td><td>1</td><td>6.953711e+00</td><td>0</td></tr>\n\t<tr><th scope=row>39</th><td>45</td><td>174</td><td>SPARC </td><td>ENSG00000113140</td><td>16556.10</td><td>16556.10</td><td>1</td><td>3.402706e+00</td><td>0</td></tr>\n\t<tr><th scope=row>42</th><td>48</td><td>203</td><td>WIPF1 </td><td>ENSG00000115935</td><td>11263.90</td><td>11263.90</td><td>1</td><td>1.408732e+01</td><td>0</td></tr>\n\t<tr><th scope=row>43</th><td>49</td><td>108</td><td>PLEK </td><td>ENSG00000115956</td><td> 9893.40</td><td> 9893.40</td><td>1</td><td>2.727689e+00</td><td>0</td></tr>\n\t<tr><th scope=row>47</th><td>53</td><td> 96</td><td>NFE2 </td><td>ENSG00000123405</td><td>24496.65</td><td>24496.65</td><td>1</td><td>1.646400e+01</td><td>0</td></tr>\n\t<tr><th scope=row>60</th><td>67</td><td>190</td><td>TPST2 </td><td>ENSG00000128294</td><td>18676.10</td><td>18676.10</td><td>1</td><td>5.065305e+00</td><td>0</td></tr>\n\t<tr><th scope=row>61</th><td>68</td><td> 19</td><td>CDKN2D </td><td>ENSG00000129355</td><td> 7647.20</td><td> 7647.20</td><td>1</td><td>1.733864e+00</td><td>0</td></tr>\n\t<tr><th scope=row>63</th><td>73</td><td> 29</td><td>CTDSPL </td><td>ENSG00000144677</td><td>17305.05</td><td>17305.05</td><td>1</td><td>4.931069e+00</td><td>0</td></tr>\n\t<tr><th scope=row>69</th><td>79</td><td>128</td><td>RGS18 </td><td>ENSG00000150681</td><td>30705.15</td><td>30705.15</td><td>1</td><td>2.102980e+01</td><td>0</td></tr>\n\t<tr><th scope=row>71</th><td>81</td><td> 34</td><td>LOC112267931</td><td>ENSG00000153071</td><td>35375.90</td><td>35375.90</td><td>1</td><td>8.182020e+00</td><td>0</td></tr>\n\t<tr><th scope=row>72</th><td>82</td><td> 34</td><td>DAB2 </td><td>ENSG00000153071</td><td>35375.90</td><td>35375.90</td><td>1</td><td>8.182020e+00</td><td>0</td></tr>\n\t<tr><th scope=row>73</th><td>83</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td>30106.75</td><td>30106.75</td><td>1</td><td>1.014572e+01</td><td>0</td></tr>\n\t<tr><th scope=row>74</th><td>86</td><td>194</td><td>TSPAN33 </td><td>ENSG00000158457</td><td>10503.30</td><td>10503.30</td><td>1</td><td>7.992067e+00</td><td>0</td></tr>\n\t<tr><th scope=row>75</th><td>87</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td>33131.25</td><td>33131.25</td><td>1</td><td>9.469038e+10</td><td>0</td></tr>\n\t<tr><th scope=row>76</th><td>88</td><td>179</td><td>TAL1 </td><td>ENSG00000162367</td><td>25701.00</td><td>25701.00</td><td>1</td><td>6.099516e+02</td><td>0</td></tr>\n\t<tr><th scope=row>77</th><td>89</td><td> 95</td><td>NEXN </td><td>ENSG00000162614</td><td>29794.10</td><td>29794.10</td><td>1</td><td>1.510661e+01</td><td>0</td></tr>\n\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n\t<tr><th scope=row>149</th><td>45</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td>-29019.05</td><td>-29019.05</td><td>1</td><td>1.888300e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>150</th><td>46</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td>-27047.50</td><td>-27047.50</td><td>1</td><td>2.524482e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>154</th><td>51</td><td>138</td><td>RPL32 </td><td>ENSG00000144713</td><td>-25719.75</td><td>-25719.75</td><td>1</td><td>3.770373e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>155</th><td>52</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td>-28853.20</td><td>-28853.20</td><td>1</td><td>2.467664e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>156</th><td>53</td><td>160</td><td>RPS3 </td><td>ENSG00000149273</td><td>-24159.05</td><td>-24159.05</td><td>1</td><td>2.031353e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>159</th><td>56</td><td>136</td><td>RPL30 </td><td>ENSG00000156482</td><td>-26068.10</td><td>-26068.10</td><td>1</td><td>1.585845e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>160</th><td>57</td><td> 37</td><td>EEF1A1 </td><td>ENSG00000156508</td><td>-24720.25</td><td>-24720.25</td><td>1</td><td>2.764802e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>163</th><td>60</td><td>167</td><td>S100A9 </td><td>ENSG00000163220</td><td>-17371.90</td><td>-17371.90</td><td>1</td><td>3.760863e-10</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>164</th><td>61</td><td>200</td><td>UQCRQ </td><td>ENSG00000164405</td><td>-21296.00</td><td>-21296.00</td><td>1</td><td>6.019143e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>165</th><td>62</td><td>152</td><td>RPS14 </td><td>ENSG00000164587</td><td>-28910.10</td><td>-28910.10</td><td>1</td><td>1.778626e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>168</th><td>66</td><td>132</td><td>RPL13 </td><td>ENSG00000167526</td><td>-28930.90</td><td>-28930.90</td><td>1</td><td>1.460993e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>170</th><td>68</td><td>175</td><td>SPINT2 </td><td>ENSG00000167642</td><td>-11562.85</td><td>-11562.85</td><td>1</td><td>4.906858e-01</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>172</th><td>71</td><td> 78</td><td>KRT8 </td><td>ENSG00000170421</td><td>-15208.80</td><td>-15208.80</td><td>1</td><td>1.000000e+00</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>173</th><td>72</td><td> 77</td><td>KRT19 </td><td>ENSG00000171345</td><td>-10802.95</td><td>-10802.95</td><td>1</td><td>1.000000e+00</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>175</th><td>74</td><td>144</td><td>RPL38 </td><td>ENSG00000172809</td><td>-26287.15</td><td>-26287.15</td><td>1</td><td>2.189857e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>177</th><td>76</td><td>149</td><td>RPLP2 </td><td>ENSG00000177600</td><td>-31738.60</td><td>-31738.60</td><td>1</td><td>1.166993e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>179</th><td>78</td><td>208</td><td>ZFP36L1</td><td>ENSG00000185650</td><td>-11437.30</td><td>-11437.30</td><td>1</td><td>5.310779e-02</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>180</th><td>79</td><td>156</td><td>RPS23 </td><td>ENSG00000186468</td><td>-22737.50</td><td>-22737.50</td><td>1</td><td>3.384936e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>182</th><td>83</td><td>143</td><td>RPL37A </td><td>ENSG00000197756</td><td>-29203.95</td><td>-29203.95</td><td>1</td><td>1.406148e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>183</th><td>84</td><td>165</td><td>S100A6 </td><td>ENSG00000197956</td><td>-20092.75</td><td>-20092.75</td><td>1</td><td>7.252787e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>184</th><td>85</td><td>161</td><td>RPS4X </td><td>ENSG00000198034</td><td>-28989.55</td><td>-28989.55</td><td>1</td><td>1.695178e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>185</th><td>86</td><td>145</td><td>RPL39 </td><td>ENSG00000198918</td><td>-22480.90</td><td>-22480.90</td><td>1</td><td>6.220205e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>186</th><td>89</td><td>146</td><td>RPL41 </td><td>ENSG00000229117</td><td>-13859.25</td><td>-13859.25</td><td>1</td><td>1.507607e-10</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>187</th><td>90</td><td>159</td><td>RPS28 </td><td>ENSG00000233927</td><td>-20285.25</td><td>-20285.25</td><td>1</td><td>7.675815e-11</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>188</th><td>92</td><td> 15</td><td>CD24 </td><td>ENSG00000272398</td><td>-12554.20</td><td>-12554.20</td><td>1</td><td>1.000000e+00</td><td>0.0000000000</td></tr>\n\t<tr><th scope=row>190</th><td>15</td><td> 93</td><td>MYL9 </td><td>ENSG00000101335</td><td> -6214.00</td><td> -6214.00</td><td>1</td><td>7.779018e-01</td><td>0.0006015038</td></tr>\n\t<tr><th scope=row>194</th><td>49</td><td>129</td><td>RHOB </td><td>ENSG00000143878</td><td> -5861.45</td><td> -5861.45</td><td>1</td><td>6.254779e-01</td><td>0.0011567380</td></tr>\n\t<tr><th scope=row>198</th><td>81</td><td>103</td><td>PARVB </td><td>ENSG00000188677</td><td> -3840.15</td><td> -3840.15</td><td>1</td><td>6.586732e-09</td><td>0.0104712042</td></tr>\n\t<tr><th scope=row>199</th><td>80</td><td> 61</td><td>HBA2 </td><td>ENSG00000188536</td><td> -3673.45</td><td> -3673.45</td><td>1</td><td>1.000000e+00</td><td>0.0109649123</td></tr>\n\t<tr><th scope=row>200</th><td>91</td><td> 62</td><td>HBB </td><td>ENSG00000244734</td><td> -3557.45</td><td> -3557.45</td><td>1</td><td>1.000000e+00</td><td>0.0143787303</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 89 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 2 | 2 | 111 | PRKAR2B | ENSG00000005249 | 22543.25 | 22543.25 | 1 | 1.186259e+01 | 0 |\n| 6 | 6 | 120 | RAB27B | ENSG00000041353 | 29245.10 | 29245.10 | 1 | 1.746580e+01 | 0 |\n| 7 | 7 | 173 | SLC2A3 | ENSG00000059804 | 27416.95 | 27416.95 | 1 | 1.403941e+01 | 0 |\n| 9 | 11 | 123 | RASGRP2 | ENSG00000068831 | 28195.00 | 28195.00 | 1 | 4.964944e+10 | 0 |\n| 14 | 17 | 32 | CXCL2 | ENSG00000081041 | 20556.70 | 20556.70 | 1 | 1.399085e+01 | 0 |\n| 17 | 20 | 185 | TMEM40 | ENSG00000088726 | 29389.70 | 29389.70 | 1 | 8.580335e+00 | 0 |\n| 18 | 21 | 117 | PTGS1 | ENSG00000095303 | 19955.70 | 19955.70 | 1 | 7.306088e+02 | 0 |\n| 22 | 25 | 209 | ZMYND8 | ENSG00000101040 | 35899.25 | 35899.25 | 1 | 1.129910e+01 | 0 |\n| 23 | 26 | 197 | TUBB1 | ENSG00000101162 | 27873.85 | 27873.85 | 1 | 6.575802e+00 | 0 |\n| 28 | 33 | 180 | TGFB1 | ENSG00000105329 | 15159.10 | 15159.10 | 1 | 3.522660e+01 | 0 |\n| 29 | 34 | 171 | SERPINE1 | ENSG00000106366 | 27333.85 | 27333.85 | 1 | 4.898394e+10 | 0 |\n| 31 | 36 | 102 | P2RX1 | ENSG00000108405 | 22605.45 | 22605.45 | 1 | 1.176286e+03 | 0 |\n| 33 | 38 | 2 | ABCC3 | ENSG00000108846 | 25673.15 | 25673.15 | 1 | 4.949330e+00 | 0 |\n| 35 | 40 | 89 | MMD | ENSG00000108960 | 25046.55 | 25046.55 | 1 | 3.159345e+01 | 0 |\n| 38 | 43 | 3 | ACRBP | ENSG00000111644 | 30869.40 | 30869.40 | 1 | 6.953711e+00 | 0 |\n| 39 | 45 | 174 | SPARC | ENSG00000113140 | 16556.10 | 16556.10 | 1 | 3.402706e+00 | 0 |\n| 42 | 48 | 203 | WIPF1 | ENSG00000115935 | 11263.90 | 11263.90 | 1 | 1.408732e+01 | 0 |\n| 43 | 49 | 108 | PLEK | ENSG00000115956 | 9893.40 | 9893.40 | 1 | 2.727689e+00 | 0 |\n| 47 | 53 | 96 | NFE2 | ENSG00000123405 | 24496.65 | 24496.65 | 1 | 1.646400e+01 | 0 |\n| 60 | 67 | 190 | TPST2 | ENSG00000128294 | 18676.10 | 18676.10 | 1 | 5.065305e+00 | 0 |\n| 61 | 68 | 19 | CDKN2D | ENSG00000129355 | 7647.20 | 7647.20 | 1 | 1.733864e+00 | 0 |\n| 63 | 73 | 29 | CTDSPL | ENSG00000144677 | 17305.05 | 17305.05 | 1 | 4.931069e+00 | 0 |\n| 69 | 79 | 128 | RGS18 | ENSG00000150681 | 30705.15 | 30705.15 | 1 | 2.102980e+01 | 0 |\n| 71 | 81 | 34 | LOC112267931 | ENSG00000153071 | 35375.90 | 35375.90 | 1 | 8.182020e+00 | 0 |\n| 72 | 82 | 34 | DAB2 | ENSG00000153071 | 35375.90 | 35375.90 | 1 | 8.182020e+00 | 0 |\n| 73 | 83 | 24 | CMIP | ENSG00000153815 | 30106.75 | 30106.75 | 1 | 1.014572e+01 | 0 |\n| 74 | 86 | 194 | TSPAN33 | ENSG00000158457 | 10503.30 | 10503.30 | 1 | 7.992067e+00 | 0 |\n| 75 | 87 | 116 | PTGIR | ENSG00000160013 | 33131.25 | 33131.25 | 1 | 9.469038e+10 | 0 |\n| 76 | 88 | 179 | TAL1 | ENSG00000162367 | 25701.00 | 25701.00 | 1 | 6.099516e+02 | 0 |\n| 77 | 89 | 95 | NEXN | ENSG00000162614 | 29794.10 | 29794.10 | 1 | 1.510661e+01 | 0 |\n| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n| 149 | 45 | 131 | RPL11 | ENSG00000142676 | -29019.05 | -29019.05 | 1 | 1.888300e-11 | 0.0000000000 |\n| 150 | 46 | 163 | RPS8 | ENSG00000142937 | -27047.50 | -27047.50 | 1 | 2.524482e-11 | 0.0000000000 |\n| 154 | 51 | 138 | RPL32 | ENSG00000144713 | -25719.75 | -25719.75 | 1 | 3.770373e-11 | 0.0000000000 |\n| 155 | 52 | 142 | RPL37 | ENSG00000145592 | -28853.20 | -28853.20 | 1 | 2.467664e-11 | 0.0000000000 |\n| 156 | 53 | 160 | RPS3 | ENSG00000149273 | -24159.05 | -24159.05 | 1 | 2.031353e-11 | 0.0000000000 |\n| 159 | 56 | 136 | RPL30 | ENSG00000156482 | -26068.10 | -26068.10 | 1 | 1.585845e-11 | 0.0000000000 |\n| 160 | 57 | 37 | EEF1A1 | ENSG00000156508 | -24720.25 | -24720.25 | 1 | 2.764802e-11 | 0.0000000000 |\n| 163 | 60 | 167 | S100A9 | ENSG00000163220 | -17371.90 | -17371.90 | 1 | 3.760863e-10 | 0.0000000000 |\n| 164 | 61 | 200 | UQCRQ | ENSG00000164405 | -21296.00 | -21296.00 | 1 | 6.019143e-11 | 0.0000000000 |\n| 165 | 62 | 152 | RPS14 | ENSG00000164587 | -28910.10 | -28910.10 | 1 | 1.778626e-11 | 0.0000000000 |\n| 168 | 66 | 132 | RPL13 | ENSG00000167526 | -28930.90 | -28930.90 | 1 | 1.460993e-11 | 0.0000000000 |\n| 170 | 68 | 175 | SPINT2 | ENSG00000167642 | -11562.85 | -11562.85 | 1 | 4.906858e-01 | 0.0000000000 |\n| 172 | 71 | 78 | KRT8 | ENSG00000170421 | -15208.80 | -15208.80 | 1 | 1.000000e+00 | 0.0000000000 |\n| 173 | 72 | 77 | KRT19 | ENSG00000171345 | -10802.95 | -10802.95 | 1 | 1.000000e+00 | 0.0000000000 |\n| 175 | 74 | 144 | RPL38 | ENSG00000172809 | -26287.15 | -26287.15 | 1 | 2.189857e-11 | 0.0000000000 |\n| 177 | 76 | 149 | RPLP2 | ENSG00000177600 | -31738.60 | -31738.60 | 1 | 1.166993e-11 | 0.0000000000 |\n| 179 | 78 | 208 | ZFP36L1 | ENSG00000185650 | -11437.30 | -11437.30 | 1 | 5.310779e-02 | 0.0000000000 |\n| 180 | 79 | 156 | RPS23 | ENSG00000186468 | -22737.50 | -22737.50 | 1 | 3.384936e-11 | 0.0000000000 |\n| 182 | 83 | 143 | RPL37A | ENSG00000197756 | -29203.95 | -29203.95 | 1 | 1.406148e-11 | 0.0000000000 |\n| 183 | 84 | 165 | S100A6 | ENSG00000197956 | -20092.75 | -20092.75 | 1 | 7.252787e-11 | 0.0000000000 |\n| 184 | 85 | 161 | RPS4X | ENSG00000198034 | -28989.55 | -28989.55 | 1 | 1.695178e-11 | 0.0000000000 |\n| 185 | 86 | 145 | RPL39 | ENSG00000198918 | -22480.90 | -22480.90 | 1 | 6.220205e-11 | 0.0000000000 |\n| 186 | 89 | 146 | RPL41 | ENSG00000229117 | -13859.25 | -13859.25 | 1 | 1.507607e-10 | 0.0000000000 |\n| 187 | 90 | 159 | RPS28 | ENSG00000233927 | -20285.25 | -20285.25 | 1 | 7.675815e-11 | 0.0000000000 |\n| 188 | 92 | 15 | CD24 | ENSG00000272398 | -12554.20 | -12554.20 | 1 | 1.000000e+00 | 0.0000000000 |\n| 190 | 15 | 93 | MYL9 | ENSG00000101335 | -6214.00 | -6214.00 | 1 | 7.779018e-01 | 0.0006015038 |\n| 194 | 49 | 129 | RHOB | ENSG00000143878 | -5861.45 | -5861.45 | 1 | 6.254779e-01 | 0.0011567380 |\n| 198 | 81 | 103 | PARVB | ENSG00000188677 | -3840.15 | -3840.15 | 1 | 6.586732e-09 | 0.0104712042 |\n| 199 | 80 | 61 | HBA2 | ENSG00000188536 | -3673.45 | -3673.45 | 1 | 1.000000e+00 | 0.0109649123 |\n| 200 | 91 | 62 | HBB | ENSG00000244734 | -3557.45 | -3557.45 | 1 | 1.000000e+00 | 0.0143787303 |\n\n","text/latex":"A data.frame: 89 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t2 & 2 & 111 & PRKAR2B & ENSG00000005249 & 22543.25 & 22543.25 & 1 & 1.186259e+01 & 0\\\\\n\t6 & 6 & 120 & RAB27B & ENSG00000041353 & 29245.10 & 29245.10 & 1 & 1.746580e+01 & 0\\\\\n\t7 & 7 & 173 & SLC2A3 & ENSG00000059804 & 27416.95 & 27416.95 & 1 & 1.403941e+01 & 0\\\\\n\t9 & 11 & 123 & RASGRP2 & ENSG00000068831 & 28195.00 & 28195.00 & 1 & 4.964944e+10 & 0\\\\\n\t14 & 17 & 32 & CXCL2 & ENSG00000081041 & 20556.70 & 20556.70 & 1 & 1.399085e+01 & 0\\\\\n\t17 & 20 & 185 & TMEM40 & ENSG00000088726 & 29389.70 & 29389.70 & 1 & 8.580335e+00 & 0\\\\\n\t18 & 21 & 117 & PTGS1 & ENSG00000095303 & 19955.70 & 19955.70 & 1 & 7.306088e+02 & 0\\\\\n\t22 & 25 & 209 & ZMYND8 & ENSG00000101040 & 35899.25 & 35899.25 & 1 & 1.129910e+01 & 0\\\\\n\t23 & 26 & 197 & TUBB1 & ENSG00000101162 & 27873.85 & 27873.85 & 1 & 6.575802e+00 & 0\\\\\n\t28 & 33 & 180 & TGFB1 & ENSG00000105329 & 15159.10 & 15159.10 & 1 & 3.522660e+01 & 0\\\\\n\t29 & 34 & 171 & SERPINE1 & ENSG00000106366 & 27333.85 & 27333.85 & 1 & 4.898394e+10 & 0\\\\\n\t31 & 36 & 102 & P2RX1 & ENSG00000108405 & 22605.45 & 22605.45 & 1 & 1.176286e+03 & 0\\\\\n\t33 & 38 & 2 & ABCC3 & ENSG00000108846 & 25673.15 & 25673.15 & 1 & 4.949330e+00 & 0\\\\\n\t35 & 40 & 89 & MMD & ENSG00000108960 & 25046.55 & 25046.55 & 1 & 3.159345e+01 & 0\\\\\n\t38 & 43 & 3 & ACRBP & ENSG00000111644 & 30869.40 & 30869.40 & 1 & 6.953711e+00 & 0\\\\\n\t39 & 45 & 174 & SPARC & ENSG00000113140 & 16556.10 & 16556.10 & 1 & 3.402706e+00 & 0\\\\\n\t42 & 48 & 203 & WIPF1 & ENSG00000115935 & 11263.90 & 11263.90 & 1 & 1.408732e+01 & 0\\\\\n\t43 & 49 & 108 & PLEK & ENSG00000115956 & 9893.40 & 9893.40 & 1 & 2.727689e+00 & 0\\\\\n\t47 & 53 & 96 & NFE2 & ENSG00000123405 & 24496.65 & 24496.65 & 1 & 1.646400e+01 & 0\\\\\n\t60 & 67 & 190 & TPST2 & ENSG00000128294 & 18676.10 & 18676.10 & 1 & 5.065305e+00 & 0\\\\\n\t61 & 68 & 19 & CDKN2D & ENSG00000129355 & 7647.20 & 7647.20 & 1 & 1.733864e+00 & 0\\\\\n\t63 & 73 & 29 & CTDSPL & ENSG00000144677 & 17305.05 & 17305.05 & 1 & 4.931069e+00 & 0\\\\\n\t69 & 79 & 128 & RGS18 & ENSG00000150681 & 30705.15 & 30705.15 & 1 & 2.102980e+01 & 0\\\\\n\t71 & 81 & 34 & LOC112267931 & ENSG00000153071 & 35375.90 & 35375.90 & 1 & 8.182020e+00 & 0\\\\\n\t72 & 82 & 34 & DAB2 & ENSG00000153071 & 35375.90 & 35375.90 & 1 & 8.182020e+00 & 0\\\\\n\t73 & 83 & 24 & CMIP & ENSG00000153815 & 30106.75 & 30106.75 & 1 & 1.014572e+01 & 0\\\\\n\t74 & 86 & 194 & TSPAN33 & ENSG00000158457 & 10503.30 & 10503.30 & 1 & 7.992067e+00 & 0\\\\\n\t75 & 87 & 116 & PTGIR & ENSG00000160013 & 33131.25 & 33131.25 & 1 & 9.469038e+10 & 0\\\\\n\t76 & 88 & 179 & TAL1 & ENSG00000162367 & 25701.00 & 25701.00 & 1 & 6.099516e+02 & 0\\\\\n\t77 & 89 & 95 & NEXN & ENSG00000162614 & 29794.10 & 29794.10 & 1 & 1.510661e+01 & 0\\\\\n\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n\t149 & 45 & 131 & RPL11 & ENSG00000142676 & -29019.05 & -29019.05 & 1 & 1.888300e-11 & 0.0000000000\\\\\n\t150 & 46 & 163 & RPS8 & ENSG00000142937 & -27047.50 & -27047.50 & 1 & 2.524482e-11 & 0.0000000000\\\\\n\t154 & 51 & 138 & RPL32 & ENSG00000144713 & -25719.75 & -25719.75 & 1 & 3.770373e-11 & 0.0000000000\\\\\n\t155 & 52 & 142 & RPL37 & ENSG00000145592 & -28853.20 & -28853.20 & 1 & 2.467664e-11 & 0.0000000000\\\\\n\t156 & 53 & 160 & RPS3 & ENSG00000149273 & -24159.05 & -24159.05 & 1 & 2.031353e-11 & 0.0000000000\\\\\n\t159 & 56 & 136 & RPL30 & ENSG00000156482 & -26068.10 & -26068.10 & 1 & 1.585845e-11 & 0.0000000000\\\\\n\t160 & 57 & 37 & EEF1A1 & ENSG00000156508 & -24720.25 & -24720.25 & 1 & 2.764802e-11 & 0.0000000000\\\\\n\t163 & 60 & 167 & S100A9 & ENSG00000163220 & -17371.90 & -17371.90 & 1 & 3.760863e-10 & 0.0000000000\\\\\n\t164 & 61 & 200 & UQCRQ & ENSG00000164405 & -21296.00 & -21296.00 & 1 & 6.019143e-11 & 0.0000000000\\\\\n\t165 & 62 & 152 & RPS14 & ENSG00000164587 & -28910.10 & -28910.10 & 1 & 1.778626e-11 & 0.0000000000\\\\\n\t168 & 66 & 132 & RPL13 & ENSG00000167526 & -28930.90 & -28930.90 & 1 & 1.460993e-11 & 0.0000000000\\\\\n\t170 & 68 & 175 & SPINT2 & ENSG00000167642 & -11562.85 & -11562.85 & 1 & 4.906858e-01 & 0.0000000000\\\\\n\t172 & 71 & 78 & KRT8 & ENSG00000170421 & -15208.80 & -15208.80 & 1 & 1.000000e+00 & 0.0000000000\\\\\n\t173 & 72 & 77 & KRT19 & ENSG00000171345 & -10802.95 & -10802.95 & 1 & 1.000000e+00 & 0.0000000000\\\\\n\t175 & 74 & 144 & RPL38 & ENSG00000172809 & -26287.15 & -26287.15 & 1 & 2.189857e-11 & 0.0000000000\\\\\n\t177 & 76 & 149 & RPLP2 & ENSG00000177600 & -31738.60 & -31738.60 & 1 & 1.166993e-11 & 0.0000000000\\\\\n\t179 & 78 & 208 & ZFP36L1 & ENSG00000185650 & -11437.30 & -11437.30 & 1 & 5.310779e-02 & 0.0000000000\\\\\n\t180 & 79 & 156 & RPS23 & ENSG00000186468 & -22737.50 & -22737.50 & 1 & 3.384936e-11 & 0.0000000000\\\\\n\t182 & 83 & 143 & RPL37A & ENSG00000197756 & -29203.95 & -29203.95 & 1 & 1.406148e-11 & 0.0000000000\\\\\n\t183 & 84 & 165 & S100A6 & ENSG00000197956 & -20092.75 & -20092.75 & 1 & 7.252787e-11 & 0.0000000000\\\\\n\t184 & 85 & 161 & RPS4X & ENSG00000198034 & -28989.55 & -28989.55 & 1 & 1.695178e-11 & 0.0000000000\\\\\n\t185 & 86 & 145 & RPL39 & ENSG00000198918 & -22480.90 & -22480.90 & 1 & 6.220205e-11 & 0.0000000000\\\\\n\t186 & 89 & 146 & RPL41 & ENSG00000229117 & -13859.25 & -13859.25 & 1 & 1.507607e-10 & 0.0000000000\\\\\n\t187 & 90 & 159 & RPS28 & ENSG00000233927 & -20285.25 & -20285.25 & 1 & 7.675815e-11 & 0.0000000000\\\\\n\t188 & 92 & 15 & CD24 & ENSG00000272398 & -12554.20 & -12554.20 & 1 & 1.000000e+00 & 0.0000000000\\\\\n\t190 & 15 & 93 & MYL9 & ENSG00000101335 & -6214.00 & -6214.00 & 1 & 7.779018e-01 & 0.0006015038\\\\\n\t194 & 49 & 129 & RHOB & ENSG00000143878 & -5861.45 & -5861.45 & 1 & 6.254779e-01 & 0.0011567380\\\\\n\t198 & 81 & 103 & PARVB & ENSG00000188677 & -3840.15 & -3840.15 & 1 & 6.586732e-09 & 0.0104712042\\\\\n\t199 & 80 & 61 & HBA2 & ENSG00000188536 & -3673.45 & -3673.45 & 1 & 1.000000e+00 & 0.0109649123\\\\\n\t200 & 91 & 62 & HBB & ENSG00000244734 & -3557.45 & -3557.45 & 1 & 1.000000e+00 & 0.0143787303\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r.\n2 2 111 PRKAR2B ENSG00000005249 22543.25 22543.25 \n6 6 120 RAB27B ENSG00000041353 29245.10 29245.10 \n7 7 173 SLC2A3 ENSG00000059804 27416.95 27416.95 \n9 11 123 RASGRP2 ENSG00000068831 28195.00 28195.00 \n14 17 32 CXCL2 ENSG00000081041 20556.70 20556.70 \n17 20 185 TMEM40 ENSG00000088726 29389.70 29389.70 \n18 21 117 PTGS1 ENSG00000095303 19955.70 19955.70 \n22 25 209 ZMYND8 ENSG00000101040 35899.25 35899.25 \n23 26 197 TUBB1 ENSG00000101162 27873.85 27873.85 \n28 33 180 TGFB1 ENSG00000105329 15159.10 15159.10 \n29 34 171 SERPINE1 ENSG00000106366 27333.85 27333.85 \n31 36 102 P2RX1 ENSG00000108405 22605.45 22605.45 \n33 38 2 ABCC3 ENSG00000108846 25673.15 25673.15 \n35 40 89 MMD ENSG00000108960 25046.55 25046.55 \n38 43 3 ACRBP ENSG00000111644 30869.40 30869.40 \n39 45 174 SPARC ENSG00000113140 16556.10 16556.10 \n42 48 203 WIPF1 ENSG00000115935 11263.90 11263.90 \n43 49 108 PLEK ENSG00000115956 9893.40 9893.40 \n47 53 96 NFE2 ENSG00000123405 24496.65 24496.65 \n60 67 190 TPST2 ENSG00000128294 18676.10 18676.10 \n61 68 19 CDKN2D ENSG00000129355 7647.20 7647.20 \n63 73 29 CTDSPL ENSG00000144677 17305.05 17305.05 \n69 79 128 RGS18 ENSG00000150681 30705.15 30705.15 \n71 81 34 LOC112267931 ENSG00000153071 35375.90 35375.90 \n72 82 34 DAB2 ENSG00000153071 35375.90 35375.90 \n73 83 24 CMIP ENSG00000153815 30106.75 30106.75 \n74 86 194 TSPAN33 ENSG00000158457 10503.30 10503.30 \n75 87 116 PTGIR ENSG00000160013 33131.25 33131.25 \n76 88 179 TAL1 ENSG00000162367 25701.00 25701.00 \n77 89 95 NEXN ENSG00000162614 29794.10 29794.10 \n⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ \n149 45 131 RPL11 ENSG00000142676 -29019.05 -29019.05 \n150 46 163 RPS8 ENSG00000142937 -27047.50 -27047.50 \n154 51 138 RPL32 ENSG00000144713 -25719.75 -25719.75 \n155 52 142 RPL37 ENSG00000145592 -28853.20 -28853.20 \n156 53 160 RPS3 ENSG00000149273 -24159.05 -24159.05 \n159 56 136 RPL30 ENSG00000156482 -26068.10 -26068.10 \n160 57 37 EEF1A1 ENSG00000156508 -24720.25 -24720.25 \n163 60 167 S100A9 ENSG00000163220 -17371.90 -17371.90 \n164 61 200 UQCRQ ENSG00000164405 -21296.00 -21296.00 \n165 62 152 RPS14 ENSG00000164587 -28910.10 -28910.10 \n168 66 132 RPL13 ENSG00000167526 -28930.90 -28930.90 \n170 68 175 SPINT2 ENSG00000167642 -11562.85 -11562.85 \n172 71 78 KRT8 ENSG00000170421 -15208.80 -15208.80 \n173 72 77 KRT19 ENSG00000171345 -10802.95 -10802.95 \n175 74 144 RPL38 ENSG00000172809 -26287.15 -26287.15 \n177 76 149 RPLP2 ENSG00000177600 -31738.60 -31738.60 \n179 78 208 ZFP36L1 ENSG00000185650 -11437.30 -11437.30 \n180 79 156 RPS23 ENSG00000186468 -22737.50 -22737.50 \n182 83 143 RPL37A ENSG00000197756 -29203.95 -29203.95 \n183 84 165 S100A6 ENSG00000197956 -20092.75 -20092.75 \n184 85 161 RPS4X ENSG00000198034 -28989.55 -28989.55 \n185 86 145 RPL39 ENSG00000198918 -22480.90 -22480.90 \n186 89 146 RPL41 ENSG00000229117 -13859.25 -13859.25 \n187 90 159 RPS28 ENSG00000233927 -20285.25 -20285.25 \n188 92 15 CD24 ENSG00000272398 -12554.20 -12554.20 \n190 15 93 MYL9 ENSG00000101335 -6214.00 -6214.00 \n194 49 129 RHOB ENSG00000143878 -5861.45 -5861.45 \n198 81 103 PARVB ENSG00000188677 -3840.15 -3840.15 \n199 80 61 HBA2 ENSG00000188536 -3673.45 -3673.45 \n200 91 62 HBB ENSG00000244734 -3557.45 -3557.45 \n Denominator.s.s0. Fold.Change q.value... \n2 1 1.186259e+01 0 \n6 1 1.746580e+01 0 \n7 1 1.403941e+01 0 \n9 1 4.964944e+10 0 \n14 1 1.399085e+01 0 \n17 1 8.580335e+00 0 \n18 1 7.306088e+02 0 \n22 1 1.129910e+01 0 \n23 1 6.575802e+00 0 \n28 1 3.522660e+01 0 \n29 1 4.898394e+10 0 \n31 1 1.176286e+03 0 \n33 1 4.949330e+00 0 \n35 1 3.159345e+01 0 \n38 1 6.953711e+00 0 \n39 1 3.402706e+00 0 \n42 1 1.408732e+01 0 \n43 1 2.727689e+00 0 \n47 1 1.646400e+01 0 \n60 1 5.065305e+00 0 \n61 1 1.733864e+00 0 \n63 1 4.931069e+00 0 \n69 1 2.102980e+01 0 \n71 1 8.182020e+00 0 \n72 1 8.182020e+00 0 \n73 1 1.014572e+01 0 \n74 1 7.992067e+00 0 \n75 1 9.469038e+10 0 \n76 1 6.099516e+02 0 \n77 1 1.510661e+01 0 \n⋮ ⋮ ⋮ ⋮ \n149 1 1.888300e-11 0.0000000000\n150 1 2.524482e-11 0.0000000000\n154 1 3.770373e-11 0.0000000000\n155 1 2.467664e-11 0.0000000000\n156 1 2.031353e-11 0.0000000000\n159 1 1.585845e-11 0.0000000000\n160 1 2.764802e-11 0.0000000000\n163 1 3.760863e-10 0.0000000000\n164 1 6.019143e-11 0.0000000000\n165 1 1.778626e-11 0.0000000000\n168 1 1.460993e-11 0.0000000000\n170 1 4.906858e-01 0.0000000000\n172 1 1.000000e+00 0.0000000000\n173 1 1.000000e+00 0.0000000000\n175 1 2.189857e-11 0.0000000000\n177 1 1.166993e-11 0.0000000000\n179 1 5.310779e-02 0.0000000000\n180 1 3.384936e-11 0.0000000000\n182 1 1.406148e-11 0.0000000000\n183 1 7.252787e-11 0.0000000000\n184 1 1.695178e-11 0.0000000000\n185 1 6.220205e-11 0.0000000000\n186 1 1.507607e-10 0.0000000000\n187 1 7.675815e-11 0.0000000000\n188 1 1.000000e+00 0.0000000000\n190 1 7.779018e-01 0.0006015038\n194 1 6.254779e-01 0.0011567380\n198 1 6.586732e-09 0.0104712042\n199 1 1.000000e+00 0.0109649123\n200 1 1.000000e+00 0.0143787303"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### [CL3 vs CL4 DIscBIO] vs [CL1 vs CL4 Granatum]"},{"metadata":{"trusted":true},"cell_type":"code","source":"################# [CL3 vs CL4 DIscBIO] vs [CL1 vs CL4 Granatum]\ndData<-genes3vs4\nlength(dData)\ncat(paste0(\"There are \", length(dData), \" DEGs detected by DIscBIO in CL3 vs CL4\",\"\\n\"))\ntarget=G_DEGs$`1 vs. 4`\nS1<-subset(target,target[,6]>1.96)\ntargetGeneList<-S1[,2]\nlength(targetGeneList)\n\ngData<-targetGeneList\nidx_genes <- is.element(dData,gData)\nSharedGenes<-dData[idx_genes] \ncat(paste0(\"There are \", length(SharedGenes), \" DEGs shared between DIscBIO and Granatum\",\"\\n\"))\ndf4[idx_genes,]","execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/html":"149","text/markdown":"149","text/latex":"149","text/plain":"[1] 149"},"metadata":{}},{"output_type":"stream","text":"There are 149 DEGs detected by DIscBIO in CL3 vs CL4\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"211","text/markdown":"211","text/latex":"211","text/plain":"[1] 211"},"metadata":{}},{"output_type":"stream","text":"There are 61 DEGs shared between DIscBIO and Granatum\n","name":"stdout"},{"output_type":"display_data","data":{"text/html":"<table>\n<caption>A data.frame: 61 × 9</caption>\n<thead>\n\t<tr><th></th><th scope=col>X</th><th scope=col>Row</th><th scope=col>Gene.ID</th><th scope=col>Gene.Name</th><th scope=col>Score.d.</th><th scope=col>Numerator.r.</th><th scope=col>Denominator.s.s0.</th><th scope=col>Fold.Change</th><th scope=col>q.value...</th></tr>\n\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><chr></th><th scope=col><chr></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><int></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>2</th><td> 4</td><td>186</td><td>TMSB10 </td><td>ENSG00000034510</td><td>5787.45</td><td>5787.45</td><td>1</td><td>5.118726e+08</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>4</th><td> 6</td><td>137</td><td>RPL31 </td><td>ENSG00000071082</td><td>3653.85</td><td>3653.85</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>11</th><td> 18</td><td> 93</td><td>MYL9 </td><td>ENSG00000101335</td><td>7843.65</td><td>7843.65</td><td>1</td><td>3.111100e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>14</th><td> 21</td><td> 27</td><td>COTL1 </td><td>ENSG00000103187</td><td>6423.20</td><td>6423.20</td><td>1</td><td>2.764530e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>15</th><td> 22</td><td>180</td><td>TGFB1 </td><td>ENSG00000105329</td><td>5538.60</td><td>5538.60</td><td>1</td><td>1.356179e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>16</th><td> 23</td><td> 65</td><td>HSPB1 </td><td>ENSG00000106211</td><td>3739.40</td><td>3739.40</td><td>1</td><td>3.559201e+08</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>21</th><td> 30</td><td>151</td><td>RPS12 </td><td>ENSG00000112306</td><td>4115.60</td><td>4115.60</td><td>1</td><td>2.973225e+08</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>22</th><td> 33</td><td>203</td><td>WIPF1 </td><td>ENSG00000115935</td><td>3760.60</td><td>3760.60</td><td>1</td><td>1.275972e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>23</th><td> 34</td><td>108</td><td>PLEK </td><td>ENSG00000115956</td><td>5890.40</td><td>5890.40</td><td>1</td><td>1.902519e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>32</th><td> 46</td><td> 19</td><td>CDKN2D </td><td>ENSG00000129355</td><td>4997.60</td><td>4997.60</td><td>1</td><td>1.472511e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>40</th><td> 61</td><td>131</td><td>RPL11 </td><td>ENSG00000142676</td><td>4305.40</td><td>4305.40</td><td>1</td><td>1.316091e+08</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>41</th><td> 64</td><td>129</td><td>RHOB </td><td>ENSG00000143878</td><td>4253.35</td><td>4253.35</td><td>1</td><td>2.211886e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>44</th><td> 73</td><td> 98</td><td>NRGN </td><td>ENSG00000154146</td><td>8730.90</td><td>8730.90</td><td>1</td><td>1.474058e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>45</th><td> 75</td><td>194</td><td>TSPAN33</td><td>ENSG00000158457</td><td>4080.20</td><td>4080.20</td><td>1</td><td>1.426462e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>48</th><td> 80</td><td>167</td><td>S100A9 </td><td>ENSG00000163220</td><td>3737.05</td><td>3737.05</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>49</th><td> 81</td><td>109</td><td>PPBP </td><td>ENSG00000163736</td><td>8799.60</td><td>8799.60</td><td>1</td><td>1.488359e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>50</th><td> 82</td><td>105</td><td>PF4 </td><td>ENSG00000163737</td><td>5103.65</td><td>5103.65</td><td>1</td><td>1.276117e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>51</th><td> 83</td><td>152</td><td>RPS14 </td><td>ENSG00000164587</td><td>4128.30</td><td>4128.30</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>58</th><td> 97</td><td>103</td><td>PARVB </td><td>ENSG00000188677</td><td>7196.65</td><td>7196.65</td><td>1</td><td>9.329993e+08</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>60</th><td> 99</td><td>143</td><td>RPL37A </td><td>ENSG00000197756</td><td>3263.35</td><td>3263.35</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>61</th><td>100</td><td>161</td><td>RPS4X </td><td>ENSG00000198034</td><td>3988.30</td><td>3988.30</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>62</th><td>101</td><td>145</td><td>RPL39 </td><td>ENSG00000198918</td><td>3670.05</td><td>3670.05</td><td>1</td><td>1.000000e+00</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>68</th><td> 26</td><td>139</td><td>RPL34 </td><td>ENSG00000109475</td><td>2775.55</td><td>2775.55</td><td>1</td><td>2.299543e+08</td><td>0.002921179</td></tr>\n\t<tr><th scope=row>69</th><td> 35</td><td>125</td><td>RBM25 </td><td>ENSG00000119707</td><td>3100.35</td><td>3100.35</td><td>1</td><td>4.456822e+08</td><td>0.002921179</td></tr>\n\t<tr><th scope=row>74</th><td> 66</td><td>142</td><td>RPL37 </td><td>ENSG00000145592</td><td>3108.65</td><td>3108.65</td><td>1</td><td>1.000000e+00</td><td>0.002921179</td></tr>\n\t<tr><th scope=row>78</th><td> 86</td><td>132</td><td>RPL13 </td><td>ENSG00000167526</td><td>2907.60</td><td>2907.60</td><td>1</td><td>2.284005e+08</td><td>0.002921179</td></tr>\n\t<tr><th scope=row>79</th><td> 51</td><td>153</td><td>RPS15A </td><td>ENSG00000134419</td><td>2735.10</td><td>2735.10</td><td>1</td><td>1.000000e+00</td><td>0.005495286</td></tr>\n\t<tr><th scope=row>80</th><td> 94</td><td>149</td><td>RPLP2 </td><td>ENSG00000177600</td><td>2737.85</td><td>2737.85</td><td>1</td><td>1.124757e+08</td><td>0.005495286</td></tr>\n\t<tr><th scope=row>81</th><td>105</td><td>159</td><td>RPS28 </td><td>ENSG00000233927</td><td>2741.90</td><td>2741.90</td><td>1</td><td>1.000000e+00</td><td>0.005495286</td></tr>\n\t<tr><th scope=row>82</th><td> 3</td><td> 16</td><td>CD74 </td><td>ENSG00000019582</td><td>2445.75</td><td>2445.75</td><td>1</td><td>1.000000e+00</td><td>0.009911141</td></tr>\n\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n\t<tr><th scope=row>87</th><td>96</td><td> 22</td><td>CLDN5 </td><td>ENSG00000184113</td><td> 2537.50</td><td> 2537.50</td><td>1</td><td>1.1250731</td><td>0.009911141</td></tr>\n\t<tr><th scope=row>88</th><td>62</td><td>163</td><td>RPS8 </td><td>ENSG00000142937</td><td> 2399.65</td><td> 2399.65</td><td>1</td><td>1.0000000</td><td>0.011051361</td></tr>\n\t<tr><th scope=row>89</th><td>12</td><td> 32</td><td>CXCL2 </td><td>ENSG00000081041</td><td> 2367.35</td><td> 2367.35</td><td>1</td><td>1.3141261</td><td>0.011961722</td></tr>\n\t<tr><th scope=row>90</th><td>57</td><td>157</td><td>RPS24 </td><td>ENSG00000138326</td><td> 2327.80</td><td> 2327.80</td><td>1</td><td>1.0000000</td><td>0.011961722</td></tr>\n\t<tr><th scope=row>92</th><td>24</td><td>133</td><td>RPL19 </td><td>ENSG00000108298</td><td> 2248.55</td><td> 2248.55</td><td>1</td><td>1.0000000</td><td>0.013875598</td></tr>\n\t<tr><th scope=row>93</th><td>54</td><td>162</td><td>RPS6 </td><td>ENSG00000137154</td><td> 2291.65</td><td> 2291.65</td><td>1</td><td>1.0000000</td><td>0.013875598</td></tr>\n\t<tr><th scope=row>95</th><td>13</td><td>147</td><td>RPLP0 </td><td>ENSG00000089157</td><td> 2008.55</td><td> 2008.55</td><td>1</td><td>1.0000000</td><td>0.023302531</td></tr>\n\t<tr><th scope=row>97</th><td>53</td><td>140</td><td>RPL35 </td><td>ENSG00000136942</td><td> 1991.45</td><td> 1991.45</td><td>1</td><td>1.0000000</td><td>0.023302531</td></tr>\n\t<tr><th scope=row>98</th><td>69</td><td>160</td><td>RPS3 </td><td>ENSG00000149273</td><td> 2011.85</td><td> 2011.85</td><td>1</td><td>1.0000000</td><td>0.023302531</td></tr>\n\t<tr><th scope=row>99</th><td>74</td><td> 37</td><td>EEF1A1 </td><td>ENSG00000156508</td><td> 1935.10</td><td> 1935.10</td><td>1</td><td>1.0000000</td><td>0.025228360</td></tr>\n\t<tr><th scope=row>100</th><td>65</td><td>138</td><td>RPL32 </td><td>ENSG00000144713</td><td> 1888.80</td><td> 1888.80</td><td>1</td><td>1.0000000</td><td>0.026723374</td></tr>\n\t<tr><th scope=row>102</th><td>92</td><td>144</td><td>RPL38 </td><td>ENSG00000172809</td><td> 1873.65</td><td> 1873.65</td><td>1</td><td>1.0000000</td><td>0.026723374</td></tr>\n\t<tr><th scope=row>109</th><td>13</td><td>209</td><td>ZMYND8 </td><td>ENSG00000101040</td><td>-9178.50</td><td>-9178.50</td><td>1</td><td>0.5168245</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>116</th><td>32</td><td> 34</td><td>LOC112267931</td><td>ENSG00000153071</td><td>-9238.75</td><td>-9238.75</td><td>1</td><td>0.6043628</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>117</th><td>33</td><td> 34</td><td>DAB2 </td><td>ENSG00000153071</td><td>-9238.75</td><td>-9238.75</td><td>1</td><td>0.6043628</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>118</th><td>37</td><td> 25</td><td>CNST </td><td>ENSG00000162852</td><td>-7534.95</td><td>-7534.95</td><td>1</td><td>0.7097117</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>119</th><td>38</td><td> 23</td><td>CLEC1B </td><td>ENSG00000165682</td><td>-5376.95</td><td>-5376.95</td><td>1</td><td>0.6274743</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>120</th><td>43</td><td>164</td><td>RUFY1 </td><td>ENSG00000176783</td><td>-6147.65</td><td>-6147.65</td><td>1</td><td>0.7078849</td><td>0.000000000</td></tr>\n\t<tr><th scope=row>122</th><td>12</td><td>185</td><td>TMEM40 </td><td>ENSG00000088726</td><td>-4126.55</td><td>-4126.55</td><td>1</td><td>0.8255496</td><td>0.003343518</td></tr>\n\t<tr><th scope=row>124</th><td>42</td><td>169</td><td>SELP </td><td>ENSG00000174175</td><td>-4235.20</td><td>-4235.20</td><td>1</td><td>0.7764394</td><td>0.003343518</td></tr>\n\t<tr><th scope=row>128</th><td> 5</td><td>120</td><td>RAB27B </td><td>ENSG00000041353</td><td>-3774.60</td><td>-3774.60</td><td>1</td><td>0.8055071</td><td>0.005441411</td></tr>\n\t<tr><th scope=row>135</th><td>22</td><td> 3</td><td>ACRBP </td><td>ENSG00000111644</td><td>-3414.65</td><td>-3414.65</td><td>1</td><td>0.8659601</td><td>0.014907667</td></tr>\n\t<tr><th scope=row>137</th><td>36</td><td> 95</td><td>NEXN </td><td>ENSG00000162614</td><td>-3308.25</td><td>-3308.25</td><td>1</td><td>0.8012412</td><td>0.014907667</td></tr>\n\t<tr><th scope=row>141</th><td>34</td><td> 24</td><td>CMIP </td><td>ENSG00000153815</td><td>-2811.00</td><td>-2811.00</td><td>1</td><td>0.8417712</td><td>0.031715653</td></tr>\n\t<tr><th scope=row>143</th><td>18</td><td> 2</td><td>ABCC3 </td><td>ENSG00000108846</td><td>-2689.70</td><td>-2689.70</td><td>1</td><td>0.8651607</td><td>0.033458889</td></tr>\n\t<tr><th scope=row>145</th><td>20</td><td> 89</td><td>MMD </td><td>ENSG00000108960</td><td>-2404.65</td><td>-2404.65</td><td>1</td><td>0.7928590</td><td>0.036616162</td></tr>\n\t<tr><th scope=row>146</th><td>14</td><td>197</td><td>TUBB1 </td><td>ENSG00000101162</td><td>-2299.90</td><td>-2299.90</td><td>1</td><td>0.9753444</td><td>0.039234450</td></tr>\n\t<tr><th scope=row>147</th><td> 6</td><td>173</td><td>SLC2A3 </td><td>ENSG00000059804</td><td>-1965.30</td><td>-1965.30</td><td>1</td><td>0.8896894</td><td>0.045939480</td></tr>\n\t<tr><th scope=row>148</th><td>35</td><td>116</td><td>PTGIR </td><td>ENSG00000160013</td><td>-1962.00</td><td>-1962.00</td><td>1</td><td>0.8692328</td><td>0.045939480</td></tr>\n\t<tr><th scope=row>149</th><td>41</td><td>115</td><td>PTCRA </td><td>ENSG00000171611</td><td>-1955.90</td><td>-1955.90</td><td>1</td><td>0.8832592</td><td>0.045939480</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 61 × 9\n\n| <!--/--> | X <int> | Row <int> | Gene.ID <chr> | Gene.Name <chr> | Score.d. <dbl> | Numerator.r. <dbl> | Denominator.s.s0. <int> | Fold.Change <dbl> | q.value... <dbl> |\n|---|---|---|---|---|---|---|---|---|---|\n| 2 | 4 | 186 | TMSB10 | ENSG00000034510 | 5787.45 | 5787.45 | 1 | 5.118726e+08 | 0.000000000 |\n| 4 | 6 | 137 | RPL31 | ENSG00000071082 | 3653.85 | 3653.85 | 1 | 1.000000e+00 | 0.000000000 |\n| 11 | 18 | 93 | MYL9 | ENSG00000101335 | 7843.65 | 7843.65 | 1 | 3.111100e+00 | 0.000000000 |\n| 14 | 21 | 27 | COTL1 | ENSG00000103187 | 6423.20 | 6423.20 | 1 | 2.764530e+00 | 0.000000000 |\n| 15 | 22 | 180 | TGFB1 | ENSG00000105329 | 5538.60 | 5538.60 | 1 | 1.356179e+00 | 0.000000000 |\n| 16 | 23 | 65 | HSPB1 | ENSG00000106211 | 3739.40 | 3739.40 | 1 | 3.559201e+08 | 0.000000000 |\n| 21 | 30 | 151 | RPS12 | ENSG00000112306 | 4115.60 | 4115.60 | 1 | 2.973225e+08 | 0.000000000 |\n| 22 | 33 | 203 | WIPF1 | ENSG00000115935 | 3760.60 | 3760.60 | 1 | 1.275972e+00 | 0.000000000 |\n| 23 | 34 | 108 | PLEK | ENSG00000115956 | 5890.40 | 5890.40 | 1 | 1.902519e+00 | 0.000000000 |\n| 32 | 46 | 19 | CDKN2D | ENSG00000129355 | 4997.60 | 4997.60 | 1 | 1.472511e+00 | 0.000000000 |\n| 40 | 61 | 131 | RPL11 | ENSG00000142676 | 4305.40 | 4305.40 | 1 | 1.316091e+08 | 0.000000000 |\n| 41 | 64 | 129 | RHOB | ENSG00000143878 | 4253.35 | 4253.35 | 1 | 2.211886e+00 | 0.000000000 |\n| 44 | 73 | 98 | NRGN | ENSG00000154146 | 8730.90 | 8730.90 | 1 | 1.474058e+00 | 0.000000000 |\n| 45 | 75 | 194 | TSPAN33 | ENSG00000158457 | 4080.20 | 4080.20 | 1 | 1.426462e+00 | 0.000000000 |\n| 48 | 80 | 167 | S100A9 | ENSG00000163220 | 3737.05 | 3737.05 | 1 | 1.000000e+00 | 0.000000000 |\n| 49 | 81 | 109 | PPBP | ENSG00000163736 | 8799.60 | 8799.60 | 1 | 1.488359e+00 | 0.000000000 |\n| 50 | 82 | 105 | PF4 | ENSG00000163737 | 5103.65 | 5103.65 | 1 | 1.276117e+00 | 0.000000000 |\n| 51 | 83 | 152 | RPS14 | ENSG00000164587 | 4128.30 | 4128.30 | 1 | 1.000000e+00 | 0.000000000 |\n| 58 | 97 | 103 | PARVB | ENSG00000188677 | 7196.65 | 7196.65 | 1 | 9.329993e+08 | 0.000000000 |\n| 60 | 99 | 143 | RPL37A | ENSG00000197756 | 3263.35 | 3263.35 | 1 | 1.000000e+00 | 0.000000000 |\n| 61 | 100 | 161 | RPS4X | ENSG00000198034 | 3988.30 | 3988.30 | 1 | 1.000000e+00 | 0.000000000 |\n| 62 | 101 | 145 | RPL39 | ENSG00000198918 | 3670.05 | 3670.05 | 1 | 1.000000e+00 | 0.000000000 |\n| 68 | 26 | 139 | RPL34 | ENSG00000109475 | 2775.55 | 2775.55 | 1 | 2.299543e+08 | 0.002921179 |\n| 69 | 35 | 125 | RBM25 | ENSG00000119707 | 3100.35 | 3100.35 | 1 | 4.456822e+08 | 0.002921179 |\n| 74 | 66 | 142 | RPL37 | ENSG00000145592 | 3108.65 | 3108.65 | 1 | 1.000000e+00 | 0.002921179 |\n| 78 | 86 | 132 | RPL13 | ENSG00000167526 | 2907.60 | 2907.60 | 1 | 2.284005e+08 | 0.002921179 |\n| 79 | 51 | 153 | RPS15A | ENSG00000134419 | 2735.10 | 2735.10 | 1 | 1.000000e+00 | 0.005495286 |\n| 80 | 94 | 149 | RPLP2 | ENSG00000177600 | 2737.85 | 2737.85 | 1 | 1.124757e+08 | 0.005495286 |\n| 81 | 105 | 159 | RPS28 | ENSG00000233927 | 2741.90 | 2741.90 | 1 | 1.000000e+00 | 0.005495286 |\n| 82 | 3 | 16 | CD74 | ENSG00000019582 | 2445.75 | 2445.75 | 1 | 1.000000e+00 | 0.009911141 |\n| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n| 87 | 96 | 22 | CLDN5 | ENSG00000184113 | 2537.50 | 2537.50 | 1 | 1.1250731 | 0.009911141 |\n| 88 | 62 | 163 | RPS8 | ENSG00000142937 | 2399.65 | 2399.65 | 1 | 1.0000000 | 0.011051361 |\n| 89 | 12 | 32 | CXCL2 | ENSG00000081041 | 2367.35 | 2367.35 | 1 | 1.3141261 | 0.011961722 |\n| 90 | 57 | 157 | RPS24 | ENSG00000138326 | 2327.80 | 2327.80 | 1 | 1.0000000 | 0.011961722 |\n| 92 | 24 | 133 | RPL19 | ENSG00000108298 | 2248.55 | 2248.55 | 1 | 1.0000000 | 0.013875598 |\n| 93 | 54 | 162 | RPS6 | ENSG00000137154 | 2291.65 | 2291.65 | 1 | 1.0000000 | 0.013875598 |\n| 95 | 13 | 147 | RPLP0 | ENSG00000089157 | 2008.55 | 2008.55 | 1 | 1.0000000 | 0.023302531 |\n| 97 | 53 | 140 | RPL35 | ENSG00000136942 | 1991.45 | 1991.45 | 1 | 1.0000000 | 0.023302531 |\n| 98 | 69 | 160 | RPS3 | ENSG00000149273 | 2011.85 | 2011.85 | 1 | 1.0000000 | 0.023302531 |\n| 99 | 74 | 37 | EEF1A1 | ENSG00000156508 | 1935.10 | 1935.10 | 1 | 1.0000000 | 0.025228360 |\n| 100 | 65 | 138 | RPL32 | ENSG00000144713 | 1888.80 | 1888.80 | 1 | 1.0000000 | 0.026723374 |\n| 102 | 92 | 144 | RPL38 | ENSG00000172809 | 1873.65 | 1873.65 | 1 | 1.0000000 | 0.026723374 |\n| 109 | 13 | 209 | ZMYND8 | ENSG00000101040 | -9178.50 | -9178.50 | 1 | 0.5168245 | 0.000000000 |\n| 116 | 32 | 34 | LOC112267931 | ENSG00000153071 | -9238.75 | -9238.75 | 1 | 0.6043628 | 0.000000000 |\n| 117 | 33 | 34 | DAB2 | ENSG00000153071 | -9238.75 | -9238.75 | 1 | 0.6043628 | 0.000000000 |\n| 118 | 37 | 25 | CNST | ENSG00000162852 | -7534.95 | -7534.95 | 1 | 0.7097117 | 0.000000000 |\n| 119 | 38 | 23 | CLEC1B | ENSG00000165682 | -5376.95 | -5376.95 | 1 | 0.6274743 | 0.000000000 |\n| 120 | 43 | 164 | RUFY1 | ENSG00000176783 | -6147.65 | -6147.65 | 1 | 0.7078849 | 0.000000000 |\n| 122 | 12 | 185 | TMEM40 | ENSG00000088726 | -4126.55 | -4126.55 | 1 | 0.8255496 | 0.003343518 |\n| 124 | 42 | 169 | SELP | ENSG00000174175 | -4235.20 | -4235.20 | 1 | 0.7764394 | 0.003343518 |\n| 128 | 5 | 120 | RAB27B | ENSG00000041353 | -3774.60 | -3774.60 | 1 | 0.8055071 | 0.005441411 |\n| 135 | 22 | 3 | ACRBP | ENSG00000111644 | -3414.65 | -3414.65 | 1 | 0.8659601 | 0.014907667 |\n| 137 | 36 | 95 | NEXN | ENSG00000162614 | -3308.25 | -3308.25 | 1 | 0.8012412 | 0.014907667 |\n| 141 | 34 | 24 | CMIP | ENSG00000153815 | -2811.00 | -2811.00 | 1 | 0.8417712 | 0.031715653 |\n| 143 | 18 | 2 | ABCC3 | ENSG00000108846 | -2689.70 | -2689.70 | 1 | 0.8651607 | 0.033458889 |\n| 145 | 20 | 89 | MMD | ENSG00000108960 | -2404.65 | -2404.65 | 1 | 0.7928590 | 0.036616162 |\n| 146 | 14 | 197 | TUBB1 | ENSG00000101162 | -2299.90 | -2299.90 | 1 | 0.9753444 | 0.039234450 |\n| 147 | 6 | 173 | SLC2A3 | ENSG00000059804 | -1965.30 | -1965.30 | 1 | 0.8896894 | 0.045939480 |\n| 148 | 35 | 116 | PTGIR | ENSG00000160013 | -1962.00 | -1962.00 | 1 | 0.8692328 | 0.045939480 |\n| 149 | 41 | 115 | PTCRA | ENSG00000171611 | -1955.90 | -1955.90 | 1 | 0.8832592 | 0.045939480 |\n\n","text/latex":"A data.frame: 61 × 9\n\\begin{tabular}{r|lllllllll}\n & X & Row & Gene.ID & Gene.Name & Score.d. & Numerator.r. & Denominator.s.s0. & Fold.Change & q.value...\\\\\n & <int> & <int> & <chr> & <chr> & <dbl> & <dbl> & <int> & <dbl> & <dbl>\\\\\n\\hline\n\t2 & 4 & 186 & TMSB10 & ENSG00000034510 & 5787.45 & 5787.45 & 1 & 5.118726e+08 & 0.000000000\\\\\n\t4 & 6 & 137 & RPL31 & ENSG00000071082 & 3653.85 & 3653.85 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t11 & 18 & 93 & MYL9 & ENSG00000101335 & 7843.65 & 7843.65 & 1 & 3.111100e+00 & 0.000000000\\\\\n\t14 & 21 & 27 & COTL1 & ENSG00000103187 & 6423.20 & 6423.20 & 1 & 2.764530e+00 & 0.000000000\\\\\n\t15 & 22 & 180 & TGFB1 & ENSG00000105329 & 5538.60 & 5538.60 & 1 & 1.356179e+00 & 0.000000000\\\\\n\t16 & 23 & 65 & HSPB1 & ENSG00000106211 & 3739.40 & 3739.40 & 1 & 3.559201e+08 & 0.000000000\\\\\n\t21 & 30 & 151 & RPS12 & ENSG00000112306 & 4115.60 & 4115.60 & 1 & 2.973225e+08 & 0.000000000\\\\\n\t22 & 33 & 203 & WIPF1 & ENSG00000115935 & 3760.60 & 3760.60 & 1 & 1.275972e+00 & 0.000000000\\\\\n\t23 & 34 & 108 & PLEK & ENSG00000115956 & 5890.40 & 5890.40 & 1 & 1.902519e+00 & 0.000000000\\\\\n\t32 & 46 & 19 & CDKN2D & ENSG00000129355 & 4997.60 & 4997.60 & 1 & 1.472511e+00 & 0.000000000\\\\\n\t40 & 61 & 131 & RPL11 & ENSG00000142676 & 4305.40 & 4305.40 & 1 & 1.316091e+08 & 0.000000000\\\\\n\t41 & 64 & 129 & RHOB & ENSG00000143878 & 4253.35 & 4253.35 & 1 & 2.211886e+00 & 0.000000000\\\\\n\t44 & 73 & 98 & NRGN & ENSG00000154146 & 8730.90 & 8730.90 & 1 & 1.474058e+00 & 0.000000000\\\\\n\t45 & 75 & 194 & TSPAN33 & ENSG00000158457 & 4080.20 & 4080.20 & 1 & 1.426462e+00 & 0.000000000\\\\\n\t48 & 80 & 167 & S100A9 & ENSG00000163220 & 3737.05 & 3737.05 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t49 & 81 & 109 & PPBP & ENSG00000163736 & 8799.60 & 8799.60 & 1 & 1.488359e+00 & 0.000000000\\\\\n\t50 & 82 & 105 & PF4 & ENSG00000163737 & 5103.65 & 5103.65 & 1 & 1.276117e+00 & 0.000000000\\\\\n\t51 & 83 & 152 & RPS14 & ENSG00000164587 & 4128.30 & 4128.30 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t58 & 97 & 103 & PARVB & ENSG00000188677 & 7196.65 & 7196.65 & 1 & 9.329993e+08 & 0.000000000\\\\\n\t60 & 99 & 143 & RPL37A & ENSG00000197756 & 3263.35 & 3263.35 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t61 & 100 & 161 & RPS4X & ENSG00000198034 & 3988.30 & 3988.30 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t62 & 101 & 145 & RPL39 & ENSG00000198918 & 3670.05 & 3670.05 & 1 & 1.000000e+00 & 0.000000000\\\\\n\t68 & 26 & 139 & RPL34 & ENSG00000109475 & 2775.55 & 2775.55 & 1 & 2.299543e+08 & 0.002921179\\\\\n\t69 & 35 & 125 & RBM25 & ENSG00000119707 & 3100.35 & 3100.35 & 1 & 4.456822e+08 & 0.002921179\\\\\n\t74 & 66 & 142 & RPL37 & ENSG00000145592 & 3108.65 & 3108.65 & 1 & 1.000000e+00 & 0.002921179\\\\\n\t78 & 86 & 132 & RPL13 & ENSG00000167526 & 2907.60 & 2907.60 & 1 & 2.284005e+08 & 0.002921179\\\\\n\t79 & 51 & 153 & RPS15A & ENSG00000134419 & 2735.10 & 2735.10 & 1 & 1.000000e+00 & 0.005495286\\\\\n\t80 & 94 & 149 & RPLP2 & ENSG00000177600 & 2737.85 & 2737.85 & 1 & 1.124757e+08 & 0.005495286\\\\\n\t81 & 105 & 159 & RPS28 & ENSG00000233927 & 2741.90 & 2741.90 & 1 & 1.000000e+00 & 0.005495286\\\\\n\t82 & 3 & 16 & CD74 & ENSG00000019582 & 2445.75 & 2445.75 & 1 & 1.000000e+00 & 0.009911141\\\\\n\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n\t87 & 96 & 22 & CLDN5 & ENSG00000184113 & 2537.50 & 2537.50 & 1 & 1.1250731 & 0.009911141\\\\\n\t88 & 62 & 163 & RPS8 & ENSG00000142937 & 2399.65 & 2399.65 & 1 & 1.0000000 & 0.011051361\\\\\n\t89 & 12 & 32 & CXCL2 & ENSG00000081041 & 2367.35 & 2367.35 & 1 & 1.3141261 & 0.011961722\\\\\n\t90 & 57 & 157 & RPS24 & ENSG00000138326 & 2327.80 & 2327.80 & 1 & 1.0000000 & 0.011961722\\\\\n\t92 & 24 & 133 & RPL19 & ENSG00000108298 & 2248.55 & 2248.55 & 1 & 1.0000000 & 0.013875598\\\\\n\t93 & 54 & 162 & RPS6 & ENSG00000137154 & 2291.65 & 2291.65 & 1 & 1.0000000 & 0.013875598\\\\\n\t95 & 13 & 147 & RPLP0 & ENSG00000089157 & 2008.55 & 2008.55 & 1 & 1.0000000 & 0.023302531\\\\\n\t97 & 53 & 140 & RPL35 & ENSG00000136942 & 1991.45 & 1991.45 & 1 & 1.0000000 & 0.023302531\\\\\n\t98 & 69 & 160 & RPS3 & ENSG00000149273 & 2011.85 & 2011.85 & 1 & 1.0000000 & 0.023302531\\\\\n\t99 & 74 & 37 & EEF1A1 & ENSG00000156508 & 1935.10 & 1935.10 & 1 & 1.0000000 & 0.025228360\\\\\n\t100 & 65 & 138 & RPL32 & ENSG00000144713 & 1888.80 & 1888.80 & 1 & 1.0000000 & 0.026723374\\\\\n\t102 & 92 & 144 & RPL38 & ENSG00000172809 & 1873.65 & 1873.65 & 1 & 1.0000000 & 0.026723374\\\\\n\t109 & 13 & 209 & ZMYND8 & ENSG00000101040 & -9178.50 & -9178.50 & 1 & 0.5168245 & 0.000000000\\\\\n\t116 & 32 & 34 & LOC112267931 & ENSG00000153071 & -9238.75 & -9238.75 & 1 & 0.6043628 & 0.000000000\\\\\n\t117 & 33 & 34 & DAB2 & ENSG00000153071 & -9238.75 & -9238.75 & 1 & 0.6043628 & 0.000000000\\\\\n\t118 & 37 & 25 & CNST & ENSG00000162852 & -7534.95 & -7534.95 & 1 & 0.7097117 & 0.000000000\\\\\n\t119 & 38 & 23 & CLEC1B & ENSG00000165682 & -5376.95 & -5376.95 & 1 & 0.6274743 & 0.000000000\\\\\n\t120 & 43 & 164 & RUFY1 & ENSG00000176783 & -6147.65 & -6147.65 & 1 & 0.7078849 & 0.000000000\\\\\n\t122 & 12 & 185 & TMEM40 & ENSG00000088726 & -4126.55 & -4126.55 & 1 & 0.8255496 & 0.003343518\\\\\n\t124 & 42 & 169 & SELP & ENSG00000174175 & -4235.20 & -4235.20 & 1 & 0.7764394 & 0.003343518\\\\\n\t128 & 5 & 120 & RAB27B & ENSG00000041353 & -3774.60 & -3774.60 & 1 & 0.8055071 & 0.005441411\\\\\n\t135 & 22 & 3 & ACRBP & ENSG00000111644 & -3414.65 & -3414.65 & 1 & 0.8659601 & 0.014907667\\\\\n\t137 & 36 & 95 & NEXN & ENSG00000162614 & -3308.25 & -3308.25 & 1 & 0.8012412 & 0.014907667\\\\\n\t141 & 34 & 24 & CMIP & ENSG00000153815 & -2811.00 & -2811.00 & 1 & 0.8417712 & 0.031715653\\\\\n\t143 & 18 & 2 & ABCC3 & ENSG00000108846 & -2689.70 & -2689.70 & 1 & 0.8651607 & 0.033458889\\\\\n\t145 & 20 & 89 & MMD & ENSG00000108960 & -2404.65 & -2404.65 & 1 & 0.7928590 & 0.036616162\\\\\n\t146 & 14 & 197 & TUBB1 & ENSG00000101162 & -2299.90 & -2299.90 & 1 & 0.9753444 & 0.039234450\\\\\n\t147 & 6 & 173 & SLC2A3 & ENSG00000059804 & -1965.30 & -1965.30 & 1 & 0.8896894 & 0.045939480\\\\\n\t148 & 35 & 116 & PTGIR & ENSG00000160013 & -1962.00 & -1962.00 & 1 & 0.8692328 & 0.045939480\\\\\n\t149 & 41 & 115 & PTCRA & ENSG00000171611 & -1955.90 & -1955.90 & 1 & 0.8832592 & 0.045939480\\\\\n\\end{tabular}\n","text/plain":" X Row Gene.ID Gene.Name Score.d. Numerator.r.\n2 4 186 TMSB10 ENSG00000034510 5787.45 5787.45 \n4 6 137 RPL31 ENSG00000071082 3653.85 3653.85 \n11 18 93 MYL9 ENSG00000101335 7843.65 7843.65 \n14 21 27 COTL1 ENSG00000103187 6423.20 6423.20 \n15 22 180 TGFB1 ENSG00000105329 5538.60 5538.60 \n16 23 65 HSPB1 ENSG00000106211 3739.40 3739.40 \n21 30 151 RPS12 ENSG00000112306 4115.60 4115.60 \n22 33 203 WIPF1 ENSG00000115935 3760.60 3760.60 \n23 34 108 PLEK ENSG00000115956 5890.40 5890.40 \n32 46 19 CDKN2D ENSG00000129355 4997.60 4997.60 \n40 61 131 RPL11 ENSG00000142676 4305.40 4305.40 \n41 64 129 RHOB ENSG00000143878 4253.35 4253.35 \n44 73 98 NRGN ENSG00000154146 8730.90 8730.90 \n45 75 194 TSPAN33 ENSG00000158457 4080.20 4080.20 \n48 80 167 S100A9 ENSG00000163220 3737.05 3737.05 \n49 81 109 PPBP ENSG00000163736 8799.60 8799.60 \n50 82 105 PF4 ENSG00000163737 5103.65 5103.65 \n51 83 152 RPS14 ENSG00000164587 4128.30 4128.30 \n58 97 103 PARVB ENSG00000188677 7196.65 7196.65 \n60 99 143 RPL37A ENSG00000197756 3263.35 3263.35 \n61 100 161 RPS4X ENSG00000198034 3988.30 3988.30 \n62 101 145 RPL39 ENSG00000198918 3670.05 3670.05 \n68 26 139 RPL34 ENSG00000109475 2775.55 2775.55 \n69 35 125 RBM25 ENSG00000119707 3100.35 3100.35 \n74 66 142 RPL37 ENSG00000145592 3108.65 3108.65 \n78 86 132 RPL13 ENSG00000167526 2907.60 2907.60 \n79 51 153 RPS15A ENSG00000134419 2735.10 2735.10 \n80 94 149 RPLP2 ENSG00000177600 2737.85 2737.85 \n81 105 159 RPS28 ENSG00000233927 2741.90 2741.90 \n82 3 16 CD74 ENSG00000019582 2445.75 2445.75 \n⋮ ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ \n87 96 22 CLDN5 ENSG00000184113 2537.50 2537.50 \n88 62 163 RPS8 ENSG00000142937 2399.65 2399.65 \n89 12 32 CXCL2 ENSG00000081041 2367.35 2367.35 \n90 57 157 RPS24 ENSG00000138326 2327.80 2327.80 \n92 24 133 RPL19 ENSG00000108298 2248.55 2248.55 \n93 54 162 RPS6 ENSG00000137154 2291.65 2291.65 \n95 13 147 RPLP0 ENSG00000089157 2008.55 2008.55 \n97 53 140 RPL35 ENSG00000136942 1991.45 1991.45 \n98 69 160 RPS3 ENSG00000149273 2011.85 2011.85 \n99 74 37 EEF1A1 ENSG00000156508 1935.10 1935.10 \n100 65 138 RPL32 ENSG00000144713 1888.80 1888.80 \n102 92 144 RPL38 ENSG00000172809 1873.65 1873.65 \n109 13 209 ZMYND8 ENSG00000101040 -9178.50 -9178.50 \n116 32 34 LOC112267931 ENSG00000153071 -9238.75 -9238.75 \n117 33 34 DAB2 ENSG00000153071 -9238.75 -9238.75 \n118 37 25 CNST ENSG00000162852 -7534.95 -7534.95 \n119 38 23 CLEC1B ENSG00000165682 -5376.95 -5376.95 \n120 43 164 RUFY1 ENSG00000176783 -6147.65 -6147.65 \n122 12 185 TMEM40 ENSG00000088726 -4126.55 -4126.55 \n124 42 169 SELP ENSG00000174175 -4235.20 -4235.20 \n128 5 120 RAB27B ENSG00000041353 -3774.60 -3774.60 \n135 22 3 ACRBP ENSG00000111644 -3414.65 -3414.65 \n137 36 95 NEXN ENSG00000162614 -3308.25 -3308.25 \n141 34 24 CMIP ENSG00000153815 -2811.00 -2811.00 \n143 18 2 ABCC3 ENSG00000108846 -2689.70 -2689.70 \n145 20 89 MMD ENSG00000108960 -2404.65 -2404.65 \n146 14 197 TUBB1 ENSG00000101162 -2299.90 -2299.90 \n147 6 173 SLC2A3 ENSG00000059804 -1965.30 -1965.30 \n148 35 116 PTGIR ENSG00000160013 -1962.00 -1962.00 \n149 41 115 PTCRA ENSG00000171611 -1955.90 -1955.90 \n Denominator.s.s0. Fold.Change q.value... \n2 1 5.118726e+08 0.000000000\n4 1 1.000000e+00 0.000000000\n11 1 3.111100e+00 0.000000000\n14 1 2.764530e+00 0.000000000\n15 1 1.356179e+00 0.000000000\n16 1 3.559201e+08 0.000000000\n21 1 2.973225e+08 0.000000000\n22 1 1.275972e+00 0.000000000\n23 1 1.902519e+00 0.000000000\n32 1 1.472511e+00 0.000000000\n40 1 1.316091e+08 0.000000000\n41 1 2.211886e+00 0.000000000\n44 1 1.474058e+00 0.000000000\n45 1 1.426462e+00 0.000000000\n48 1 1.000000e+00 0.000000000\n49 1 1.488359e+00 0.000000000\n50 1 1.276117e+00 0.000000000\n51 1 1.000000e+00 0.000000000\n58 1 9.329993e+08 0.000000000\n60 1 1.000000e+00 0.000000000\n61 1 1.000000e+00 0.000000000\n62 1 1.000000e+00 0.000000000\n68 1 2.299543e+08 0.002921179\n69 1 4.456822e+08 0.002921179\n74 1 1.000000e+00 0.002921179\n78 1 2.284005e+08 0.002921179\n79 1 1.000000e+00 0.005495286\n80 1 1.124757e+08 0.005495286\n81 1 1.000000e+00 0.005495286\n82 1 1.000000e+00 0.009911141\n⋮ ⋮ ⋮ ⋮ \n87 1 1.1250731 0.009911141\n88 1 1.0000000 0.011051361\n89 1 1.3141261 0.011961722\n90 1 1.0000000 0.011961722\n92 1 1.0000000 0.013875598\n93 1 1.0000000 0.013875598\n95 1 1.0000000 0.023302531\n97 1 1.0000000 0.023302531\n98 1 1.0000000 0.023302531\n99 1 1.0000000 0.025228360\n100 1 1.0000000 0.026723374\n102 1 1.0000000 0.026723374\n109 1 0.5168245 0.000000000\n116 1 0.6043628 0.000000000\n117 1 0.6043628 0.000000000\n118 1 0.7097117 0.000000000\n119 1 0.6274743 0.000000000\n120 1 0.7078849 0.000000000\n122 1 0.8255496 0.003343518\n124 1 0.7764394 0.003343518\n128 1 0.8055071 0.005441411\n135 1 0.8659601 0.014907667\n137 1 0.8012412 0.014907667\n141 1 0.8417712 0.031715653\n143 1 0.8651607 0.033458889\n145 1 0.7928590 0.036616162\n146 1 0.9753444 0.039234450\n147 1 0.8896894 0.045939480\n148 1 0.8692328 0.045939480\n149 1 0.8832592 0.045939480"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"### Plotting the clusters generated by DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"load(\"tSNE.Rdata\")\nsc@tsne<-tSNE\n#sc<- comptSNE(sc,rseed=15555,max_iter=500, epoch=100,quiet = T) # to perform the computation of a t-SNE map\nplottSNE(sc)","execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"plot without 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zzJjRufq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He6OOu+8iEzGPv100fHjREMD24HAKAbTDWCHEIPBnDanrPRDwd1wOOxwdIL71DHq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/+WAWpEL2YzoDf77dardC8M5miKIqi0JnP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wvZgYk1p0ATlCkVke/Ag96D+nv5RXJRc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\nAgAAxNT/A2ZYEfLuv1RgAAAAAElFTkSuQmCC"},"metadata":{"image/png":{"width":600,"height":720}}}]},{"metadata":{},"cell_type":"markdown","source":"### Plotting the clusters generated by DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"set.seed(1000)\n#TS<-tsne::tsne(t(Gexpression),max_iter=500, epoch=100)\nload(\"TS.Rdata\")\nGranatum@tsne<-as.data.frame(TS)\nplottSNE(Granatum)","execution_count":25,"outputs":[{"output_type":"stream","text":"Warning message in if (class(X) == \"dist\") {:\n“the condition has length > 1 and only the first element will be used”\nsigma summary: Min. : 0.323003770416787 |1st Qu. : 0.501599323351776 |Median : 0.589012567790773 |Mean : 0.627489523922648 |3rd Qu. : 0.711017382336308 |Max. : 1.59142201840795 |\n\nEpoch: Iteration #100 error is: 15.1495259373536\n\nEpoch: Iteration #200 error is: 0.940130996102981\n\nEpoch: Iteration #300 error is: 0.789150405438184\n\nEpoch: Iteration #400 error is: 0.733959357868781\n\nEpoch: Iteration #500 error is: 0.714800126522991\n\n","name":"stderr"},{"output_type":"display_data","data":{"text/plain":"plot without title","image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAWgCAIAAADB4i23AAAACXBIWXMAABJ0AAASdAHeZh94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\n8uWhEgBA3w3GQKif/dN3fp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RsB7MePF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C0IoJjAgRAihWJLL5QaD4XXYMufbD/b5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\nTdJ7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4QYjDnHQKBAIA3I+RPso1YwiEI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O2GPYlEWWAKIWqg9AAfqoT7lS4aGhvh/8jOi+qj+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oyiKq6nRdXQgY0P+Aghs2SIRZCAnPTKZ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cAwPScWa0I9RU95m8/Qggh1Of4/X7S4YB2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\nu0pUJdMzpwPALJi1ClaF3m4pLF0P68ugzCk4YwOx6b70Zqb5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HUJ9hkajSUtLO3r0qM/nKywsJN8k+vfv7/f7vV6vXqfr9+ijcquV1+vp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\njjvmpi9bBvPmRSQ01BeIo+JGznj4yGEOuCVJSz6O/RgAnIwzIoWU0IWgaT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1ahfp1KevUCvXXNF+zNX6rX/JbFWvUhQKEKZ4pFtnil/xx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"},"metadata":{"image/png":{"width":600,"height":720}}}]},{"metadata":{},"cell_type":"markdown","source":"### Pseudo-time ordering of cells generated by DIscBIO"},{"metadata":{"trusted":true},"cell_type":"code","source":"sc<-pseudoTimeOrdering(sc,quiet = TRUE, export = FALSE)\nplotOrderTsne(sc)","execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"Plot with title “Pseudo-time ordering of k-means clustering”","image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAWgCAIAAADB4i23AAAACXBIWXMAABJ0AAASdAHeZh94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\nl/c7jVU9z4dEV199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233fc9LQ5bV0mT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Zkm1GGlZlB3lkSDZhb23LuS8BADAwaJp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\nfQek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