Mercurial > repos > bgruening > netboxr
changeset 0:785ed8621503 draft default tip
planemo upload commit 13e28726551f8751007f28a3c6cd5d00ba278056
author | bgruening |
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date | Wed, 24 Aug 2022 08:27:40 +0000 |
parents | |
children | |
files | netboxr_r.R netboxr_xml.xml test-data/community.membership.txt test-data/localModel_histogram.pdf test-data/neighbor_data.txt test-data/netbox2010_data.txt test-data/network.sif test-data/network_plot.pdf test-data/nodeType.txt tool_conf.xml |
diffstat | 10 files changed, 2206 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/netboxr_r.R Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,117 @@ +# Set up R error handling to go to stderr +options(show.error.messages = FALSE, + error = function() { + cat(geterrmessage(), file = stderr()) + q("no", 1, FALSE)}) +# Avoid crashing Galaxy with an UTF8 error on German LC settings +loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8") +# Import required libraries and data +suppressPackageStartupMessages({ + library(netboxr) + library(igraph) + library(RColorBrewer) +}) + +data(netbox2010) +args <- commandArgs(TRUE) +# Vars +gene_list <- scan(args[2], what = character(), sep = "\n") +cutoff <- args[4] +community <- args[6] +global_model <- args[8] +global_iterations <- args[10] +global_number <- args[12] +local_model <- args[14] +local_iterations <- args[16] + +network_plot <- args[18] +plot_width <- args[20] +output_sif <- args[22] +neighbor_list <- args[24] +modmem <- args[26] +nt <- args[28] + +sink("metadata.txt") +sink(stdout(), type = "message") +# Network analysis as described in netboxr vignette +sif_network <- netbox2010$network +graph_reduced <- networkSimplify(sif_network, directed = FALSE) +threshold <- cutoff +results <- print(geneConnector(geneList = gene_list, networkGraph = graph_reduced, + directed = FALSE, pValueAdj = "BH", pValueCutoff = threshold, + communityMethod = community, keepIsolatedNodes = FALSE)) + +# Check the p-value of the selected linker +linker_df <- results$neighborData +linker_df[linker_df$pValueFDR < threshold, ] +graph_layout <- layout_with_fr(results$netboxGraph) + +# Global Network Null Model +if (global_model) { + global_test <- globalNullModel(netboxGraph = results$netboxGraph, networkGraph = graph_reduced, + iterations = global_iterations, numOfGenes = global_number) + global_test +} + +# Local Network Null Model +if (local_model) { + local_test <- localNullModel(netboxGraph = results$netboxGraph, iterations = local_iterations) + local_test +} + +## Output +# Plot the edge annotated graph +if (network_plot) { + + edges <- results$netboxOutput + interaction_type <- unique(edges[, 2]) + interaction_type_color <- brewer.pal(length(interaction_type), name = "Spectral") + edge_colors <- data.frame(interaction_type, interaction_type_color, stringsAsFactors = FALSE) + colnames(edge_colors) <- c("INTERACTION_TYPE", "COLOR") + netbox_graph_annotated <- annotateGraph(netboxResults = results, edgeColors = + edge_colors, directed = FALSE, linker = TRUE) + pdf("network_plot.pdf", width = plot_width) + plot(results$netboxCommunity, netbox_graph_annotated, layout = graph_layout, + vertex.size = 10, vertex.shape = V(netbox_graph_annotated)$shape, edge.color + = E(netbox_graph_annotated)$interactionColor, edge.width = 3) + + # Add interaction type annotations + legend(x = -1.8, y = -1, legend = interaction_type, col = + interaction_type_color, lty = 1, lwd = 2, bty = "n", cex = 1) + dev.off() +} + +# Local Network Null Model +if (local_model) { + pdf("localModel_histogram.pdf") + h <- hist(local_test$randomModularityScore, breaks = 35, plot = FALSE) + h$density <- h$counts / sum(h$counts) + plot(h, freq = FALSE, ylim = c(0, 0.1), xlim = c(0.1, 0.6), col = "lightblue") + abline(v = local_test$modularityScoreObs, col = "red") + dev.off() +} + +# NetBox algorithm output in SIF format. +if (output_sif) { + write.table(results$netboxOutput, file = "network.sif", sep = "\t", quote = FALSE, + col.names = FALSE, row.names = FALSE) +} + +# Save neighbor data +if (neighbor_list) { + write.table(results$neighborData, file = "neighbor_data.txt", sep = "\t", + quote = FALSE, col.names = TRUE, row.names = FALSE) +} + +#Save identified pathway module numbers +if (modmem) { + write.table(results$moduleMembership, file = "community.membership.txt", sep = "\t", + quote = FALSE, col.names = FALSE, row.names = FALSE) +} + +# Save file that indicates whether the node is a 'linker' or 'candidate' +if (nt) { + write.table(results$nodeType, file = "nodeType.txt", sep = "\t", quote = FALSE, col.names = FALSE, + row.names = FALSE) +} +sink(NULL)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/netboxr_xml.xml Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,151 @@ +<tool id="netboxr" name="netboxr" version="1.6.0"> + <description>enables automated discovery of biological process modules by network analysis.</description> + <requirements> + <requirement type="package" version="1.6.0">bioconductor-netboxr</requirement> + </requirements> + <command detect_errors="exit_code"><![CDATA[ +Rscript '$__tool_directory__/netboxr_r.R' +--geneList '$geneList' +--cutoff '$cutoff' +--community $community +--globalModel $globalModel +--globalIterations '$globalIterations' +--globalNumber '$globalNumber' +--localModel $localModel +--localIterations '$localIterations' +--networkPlot $networkPlot +--plotWidth '$plotWidth' +--outputSIF $outputSIF +--neighborList $neighborList +--modmem $modmem +--nt $nt + ]]></command> + <inputs> + <param argument="--geneList" type="data" format="txt" label="Gene list" help="A newline-delimited text file that contains a list of genes of interest" /> + <param argument="--cutoff" type="float" value="0.05" label="P-Value Cut-Off" help="The corrected p-value (or q-value) cut-off to apply for the graph output. Default: 0.05" /> + <param argument="--community" type="select" label="Community detection method" help="Community detection methods include edge betweenness score (EBC), leading eigenvector method (LEC), Louvain method (LOUV), or Leiden method (LEID). Default: EBC"> + <option value="ebc">EBC</option> + <option value="lec">LEC</option> + <option value="louvain">LOUV</option> + <option value="leiden">LEID</option> + </param> + <param argument="--globalModel" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Global network null model" help="Perform global network null model analysis. The global network null model calculates the empirical p-value as the number of times (over a set of iterations) the size of the largest connected component (the giant component) in the network coming from the same number of randomly selected genes equals or exceeds the size of the largest connected component in the observed network. Default: Yes" /> + <param argument="--globalIterations" type="integer" value="10" label="Global network null model iterations" help="Global network null model iterations. Recommended: 1000" /> + <param argument="--globalNumber" type="integer" value="274" label="Global network model number of genes" help="Global network null model number of genes." /> + <param argument="--localModel" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Local network null model" help="Perform local network null model analysis. The local network null model evaluates the deviation of modularity in the observed network from modularity distribution in the random network. Default: Yes" /> + <param argument="--localIterations" type="integer" value="10" label="Local network null model iterations" help="Local network null model iterations. Recommended: 1000" /> + <param argument="--networkPlot" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Network plot" help="Output the annotated graph of netboxr output. Default: Yes" /> + <param argument="--plotWidth" type="integer" value="8" label="Network plot width" help="Plot width. Recommended: 9" /> + <param argument="--outputSIF" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Network in SIF format" help="Output the network in SIF format. Default: Yes" /> + <param argument="--neighborList" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Neighbor list" help="Output a table containing the information of all neighbor nodes. Default: Yes" /> + <param argument="--modmem" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Module membership" help="Output a table containing the identified pathway module numbers. Default: Yes" /> + <param argument="--nt" type="boolean" truevalue="True" falsevalue="False" checked="True" label="Node type" help="Output a table containing the information of node types. Default: Yes" /> + </inputs> + <outputs> + <data name="output_pdf" format="pdf" from_work_dir="network_plot.pdf" label="${tool.name} on ${on_string}: Network plot"> + <filter>output_pdf is True</filter> + </data> + <data name="localModel_pdf" format="pdf" from_work_dir="localModel_histogram.pdf" label="${tool.name} on ${on_string}: Local model histogram"> + <filter>localModel is True</filter> + </data> + <data name="output_sif" format="sif" from_work_dir="network.sif" label="${tool.name} on ${on_string}: SIF network"> + <filter>outputSIF is True</filter> + </data> + <data name="output_neighbor" format="tabular" from_work_dir="neighbor_data.txt" label="${tool.name} on ${on_string}: Neighbor data"> + <filter>output_neighbor is True</filter> + </data> + <data name="moduleMembership" format="tabular" from_work_dir="community.membership.txt" label="${tool.name} on ${on_string}: Module membership"> + <filter>moduleMembership is True</filter> + </data> + <data name="nodeType" format="tabular" from_work_dir="nodeType.txt" label="${tool.name} on ${on_string}: Node type"> + <filter>nodeType is True</filter> + </data> + <data name="metadata" format="txt" from_work_dir="metadata.txt" label="${tool.name} on ${on_string}: Metadata" /> + </outputs> + <tests> + <test> + <param name="geneList" value="netbox2010_data.txt" /> + <param name="cutoff" value="0.05" /> + <param name="community" value="ebc" /> + <param name="globalModel" value="True" /> + <param name="globalIterations" value="10" /> + <param name="globalNumber" value="274" /> + <param name="localModel" value="True" /> + <param name="localIterations" value="10" /> + <param name="networkPlot" value="True" /> + <param name="plotWidth" value="8" /> + <param name="outputSIF" value="True" /> + <param name="neighborList" value="True" /> + <param name="modmem" value="True" /> + <param name="nt" value="True" /> + <output name="output_pdf" file="network_plot.pdf" compare="sim_size" /> + <output name="localModel_pdf" file="localModel_histogram.pdf" compare="sim_size" /> + <output name="output_sif" file="network.sif"> + <assert_contents> + <has_text_matching expression="CBL\tPP\tPIK3R1" /> + <has_text_matching expression="PIK3R1\tIN_SAME_COMPONENT\tAGAP2" /> + </assert_contents> + </output> + <output name="output_neighbor" file="neighbor_data.txt"> + <assert_contents> + <has_text_matching expression="idx\tname\tlocalDegree\tglobalDegree\tpValueRaw\toddsRatio\tpValueFDR" /> + <has_text_matching expression="1712\tCRK\t11\t81\t2.39208791593171e-05\t1.70873218314362\t0.0186673141177578" /> + <has_text_matching expression="6187\tRPS27\t2\t186\t0.975923212389053\t-0.825808759394024\t0.975923212389053" /> + </assert_contents> + </output> + <output name="moduleMembership" file="community.membership.txt"> + <assert_contents> + <has_text_matching expression="CBL\t1" /> + <has_text_matching expression="CCT6A\t10" /> + </assert_contents> + </output> + <output name="nodeType" file="nodeType.txt"> + <assert_contents> + <has_text_matching expression="CDKN2B\tcandidate" /> + <has_text_matching expression="PTPN11\tlinker" /> + </assert_contents> + </output> + </test> + </tests> + <help><![CDATA[ + +NetBox is a network-based approach that combines prior knowledge with a +network clustering algorithm. The algorithm allows for the identification +of functional modules and allows for combining multiple data types, such as +mutations and copy number alterations. NetBox performs network analysis on +human interaction networks, and comes pre-loaded with a Human Interaction +Network (HIN) derived from four literature curated data sources, including +the Human Protein Reference Database (HPRD), Reactome, NCI-Nature Pathway +Interaction (PID) Database, and the MSKCC Cancer Cell Map. + +----- + +**INPUTS** + +**Gene list** +A newline-delimited text file that contains a list of genes of interest is +required. + +Example of text file contents: + +EGFR +TP53 +ACTB +GAPDH + +**Cutoff value** +The corrected p-value (or q-value) cut-off to apply for the graph output. +The default p-value is 0.05. + + +**OUTPUTS** + +* A PDF with a plot of the edge annotated graph (optional) + +* A text file with tabular data containing information of all neighbor nodes (optional) + + ]]></help> + <citations> + <citation type="doi">10.1371/journal.pone.0234669</citation> + </citations> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/community.membership.txt Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,72 @@ +CBL 1 +ADAM12 1 +PIK3R1 1 +PTPN11 1 +KIT 1 +MPDZ 1 +KDR 1 +ERBB2 1 +SPRY2 1 +FRS2 1 +TEK 1 +GAB1 1 +PDGFRA 1 +IFNG 1 +VLDLR 1 +DOCK1 1 +EGFR 1 +JAK2 1 +CRK 1 +PIK3C2B 1 +PTPRB 1 +PTEN 1 +SH3GL2 1 +FGF23 1 +MAPK11 1 +PIK3CA 1 +HLA-DRA 1 +AVIL 1 +AGAP2 1 +TBP 2 +RB1 2 +TAF1 2 +CDK6 2 +CDKN2A 2 +TP53 2 +HSPA1A 2 +RBBP5 2 +SNAPC3 2 +MDM4 2 +MDM2 2 +KLF6 2 +CDKN2C 2 +CDK4 2 +PIM1 2 +BNC2 2 +EPHA3 2 +CCND2 2 +CDKN2B 2 +IFNW1 3 +IFNA2 3 +IFNB1 3 +IFNAR1 3 +IFNA1 3 +KCNA5 4 +PTPRD 4 +PTPRE 4 +CNTN2 5 +NCAM1 5 +NUP50 6 +THOC4 6 +NUP107 6 +SNRPE 6 +DCTN2 7 +TUBGCP2 7 +FGFR1OP 7 +TUBGCP6 7 +A2M 8 +LYZ 8 +PPARA 9 +STAC3 9 +CCT2 10 +CCT6A 10
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/neighbor_data.txt Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,893 @@ +idx name localDegree globalDegree pValueRaw oddsRatio pValueFDR +1712 CRK 11 81 2.39208791593171e-05 1.70873218314362 0.0186673141177578 +4546 IFNAR1 6 23 4.18549643895914e-05 2.51872572932126 0.0186673141177578 +20 CBL 14 140 6.50546994954036e-05 1.3610568890526 0.0193429306499667 +500 GAB1 8 57 0.000248319689968565 1.75112196905105 0.0488782736525554 +414 CDK6 5 21 0.000300851540057881 2.40690610751877 0.0488782736525554 +84 PTPN11 14 163 0.000328777625465619 1.19140466680817 0.0488782736525554 +883 NRCAM 3 6 0.000479055427005265 3.49957222828438 0.0610453486983852 +1589 EGF 8 67 0.00075960357041191 1.56599925702267 0.0623864456740024 +723 E4F1 3 7 0.000820026182632156 3.24814652197521 0.0623864456740024 +2002 UBE2A 3 7 0.000820026182632156 3.24814652197521 0.0623864456740024 +2011 CCNG1 3 7 0.000820026182632156 3.24814652197521 0.0623864456740024 +9028 SH3BGRL3 2 2 0.000871691877932093 5.10566742579647 0.0623864456740024 +1075 IFNAR2 6 39 0.000909219499733219 1.86759645259685 0.0623864456740024 +3417 CCND1 7 55 0.0011040563656313 1.64273421305669 0.0703441627245085 +152 SOS1 10 109 0.00140677841553983 1.26617116982172 0.0788613246697833 +5758 YES1 5 30 0.00169479306853121 1.97058463576423 0.0788613246697833 +475 FES 5 30 0.00169479306853121 1.97058463576423 0.0788613246697833 +6824 IL1B 5 30 0.00169479306853121 1.97058463576423 0.0788613246697833 +1514 EPB41L1 4 19 0.00204257619053189 2.26516348792102 0.0788613246697833 +95 CRKL 7 62 0.00224497452402098 1.50713186104734 0.0788613246697833 +2777 MAP2K3 5 32 0.00228227989570501 1.89485396857421 0.0788613246697833 +188 GRB2 16 245 0.00248499401989919 0.890626990123815 0.0788613246697833 +4 GRB7 4 20 0.00249450743931036 2.20253170411913 0.0788613246697833 +6547 NUMA1 4 20 0.00249450743931036 2.20253170411913 0.0788613246697833 +13 ERRFI1 2 3 0.002563877147336 4.00694389623609 0.0788613246697833 +6366 TRIAP1 2 3 0.002563877147336 4.00694389623609 0.0788613246697833 +485 TIE1 2 3 0.002563877147336 4.00694389623609 0.0788613246697833 +1027 KCNE4 2 3 0.002563877147336 4.00694389623609 0.0788613246697833 +6197 CELSR2 2 3 0.002563877147336 4.00694389623609 0.0788613246697833 +469 PDGFRB 7 67 0.00350325776782824 1.42031176303995 0.104163530963426 +30 SHB 4 23 0.00425236950480855 2.03514326447932 0.118016403072892 +5820 RAP1A 6 54 0.00497475252068343 1.49590202180316 0.118016403072892 +5794 IL1R1 4 24 0.00498597603079399 1.98502136739822 0.118016403072892 +5506 BTC 2 4 0.00502760461521287 3.49600701920192 0.118016403072892 +4450 ZNHIT1 2 4 0.00502760461521287 3.49600701920192 0.118016403072892 +5888 NQO1 2 4 0.00502760461521287 3.49600701920192 0.118016403072892 +92 PTPRO 2 4 0.00502760461521287 3.49600701920192 0.118016403072892 +6017 ECM1 2 4 0.00502760461521287 3.49600701920192 0.118016403072892 +302 SH3KBP1 5 39 0.00551594038987694 1.6672993555707 0.126159457122314 +1259 RAD54B 3 13 0.00587280182975435 2.40018073325415 0.128668086485739 +7 PIK3R2 5 40 0.0061548531624999 1.63861431990281 0.128668086485739 +890 STAT5B 5 40 0.0061548531624999 1.63861431990281 0.128668086485739 +109 PTK2 9 113 0.00620260955032151 1.11272217001549 0.128668086485739 +44 SOCS1 6 57 0.00649453744645887 1.43554846037083 0.131661986414575 +1663 ITGB4 5 41 0.00684405330209209 1.61072308010184 0.135664345454803 +2718 ANGPT2 3 14 0.00731280617614375 2.30909759027298 0.140937424013585 +32 TEC 4 27 0.0076830666388411 1.84811132829167 0.140937424013585 +9027 PIK3C2A 2 5 0.00821608301424488 3.15942351693386 0.140937424013585 +2681 SERTAD1 2 5 0.00821608301424488 3.15942351693386 0.140937424013585 +5515 MAGEB18 2 5 0.00821608301424488 3.15942351693386 0.140937424013585 +5889 MTSS1 2 5 0.00821608301424488 3.15942351693386 0.140937424013585 +5669 GTPBP3 2 5 0.00821608301424488 3.15942351693386 0.140937424013585 +497 PIK3CB 3 15 0.00894359163891158 2.225604604155 0.145048795307439 +662 SNX6 3 15 0.00894359163891158 2.225604604155 0.145048795307439 +4988 PHB 3 15 0.00894359163891158 2.225604604155 0.145048795307439 +49 VAV2 4 29 0.00992912036910822 1.76621023236459 0.158156703022224 +141 VEGFA 6 63 0.0105025498546494 1.32467387885121 0.158521475773754 +1309 SMARCB1 3 16 0.0107701332049099 2.14853217343368 0.158521475773754 +1750 NFYB 3 16 0.0107701332049099 2.14853217343368 0.158521475773754 +5760 SERPINA3 3 16 0.0107701332049099 2.14853217343368 0.158521475773754 +1764 KLF4 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +5912 MNDA 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +1335 EID1 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +1340 CREG1 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +6427 SERPINB2 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +342 CNTNAP1 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +8133 CNOT3 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +578 IFNGR2 2 6 0.0120845968078647 2.90799781062469 0.158521475773754 +631 GRB14 3 17 0.0127964386470709 2.07696180745733 0.158533656572046 +5047 MSX1 3 17 0.0127964386470709 2.07696180745733 0.158533656572046 +5521 EHMT2 3 17 0.0127964386470709 2.07696180745733 0.158533656572046 +745 L1CAM 3 17 0.0127964386470709 2.07696180745733 0.158533656572046 +984 STAT5A 6 67 0.0139941938994954 1.25697377365741 0.166437612777999 +243 HDAC3 6 67 0.0139941938994954 1.25697377365741 0.166437612777999 +4200 CDKN1A 6 67 0.0139941938994954 1.25697377365741 0.166437612777999 +760 E2F1 7 87 0.0143188945122162 1.13245579024654 0.167465188588313 +1467 DLG1 6 68 0.0149798614073397 1.24073239083141 0.167465188588313 +47 CBLB 4 33 0.0156040547011933 1.62005214202818 0.167465188588313 +93 GRB10 4 33 0.0156040547011933 1.62005214202818 0.167465188588313 +185 CBLC 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +3798 SCAMP1 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +6613 KRT7 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +7772 SOCS5 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +144 PGF 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +3238 RND1 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +887 NAGK 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +3472 CNOT8 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +1707 NCAN 2 7 0.0165904250579577 2.70721582475009 0.167465188588313 +771 HSP90AA1 11 179 0.0171810680044457 0.826361798260256 0.167465188588313 +3473 IL23A 4 34 0.0172838640582948 1.58660412084535 0.167465188588313 +3474 IL23R 4 34 0.0172838640582948 1.58660412084535 0.167465188588313 +247 MAPKAPK5 3 19 0.0174599355815169 1.94752723475077 0.167465188588313 +273 FGFR2 3 19 0.0174599355815169 1.94752723475077 0.167465188588313 +5307 HMGB1 5 52 0.0182687697962566 1.34607637319496 0.173358964449584 +3075 GFRA1 4 35 0.0190723417521661 1.55423164525573 0.177213842113876 +7287 GDNF 4 35 0.0190723417521661 1.55423164525573 0.177213842113876 +903 PTPRS 3 20 0.0201008934889652 1.88857529548997 0.179299969921569 +630 BAG1 3 20 0.0201008934889652 1.88857529548997 0.179299969921569 +1942 ITCH 3 20 0.0201008934889652 1.88857529548997 0.179299969921569 +199 HCFC1 3 20 0.0201008934889652 1.88857529548997 0.179299969921569 +846 PPP1CA 6 73 0.0206364160942098 1.16321115697434 0.182254288673615 +6569 HUWE1 2 8 0.021692763248689 2.54005043728754 0.182811729075793 +8566 ZCCHC10 2 8 0.021692763248689 2.54005043728754 0.182811729075793 +480 CSF2RA 2 8 0.021692763248689 2.54005043728754 0.182811729075793 +2781 DUSP16 2 8 0.021692763248689 2.54005043728754 0.182811729075793 +3499 STAT3 9 139 0.0220335502958292 0.887605774760879 0.182811729075793 +7420 NGF 5 55 0.022777605575958 1.28449723377562 0.182811729075793 +12 CD82 3 21 0.0229492654423683 1.8328939926772 0.182811729075793 +636 PTPN2 3 21 0.0229492654423683 1.8328939926772 0.182811729075793 +5052 BDNF 3 21 0.0229492654423683 1.8328939926772 0.182811729075793 +2552 CDC37 3 21 0.0229492654423683 1.8328939926772 0.182811729075793 +2268 FYN 11 187 0.0229539390767812 0.779069436416368 0.182811729075793 +1459 MET 5 56 0.0244268902583697 1.26477689930753 0.187681246026711 +1310 SP3 4 38 0.0251065350205166 1.46292495217107 0.187681246026711 +2031 HSP90AB1 3 22 0.0260051624027115 1.78013879511096 0.187681246026711 +7775 TBX21 3 22 0.0260051624027115 1.78013879511096 0.187681246026711 +1851 RAPGEF1 3 22 0.0260051624027115 1.78013879511096 0.187681246026711 +5380 NT5C2 3 22 0.0260051624027115 1.78013879511096 0.187681246026711 +3720 SNAPC1 3 22 0.0260051624027115 1.78013879511096 0.187681246026711 +228 HIF1A 7 99 0.0271398021973287 0.992156621053811 0.187681246026711 +4708 CCND3 4 39 0.0273454601211611 1.43423991650318 0.187681246026711 +1619 FGFR1 4 39 0.0273454601211611 1.43423991650318 0.187681246026711 +638 SNX4 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +3631 CR2 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +3635 CBX8 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +6798 PDGFA 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +68 ELF1 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +536 TUB 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +3010 CSPG4 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +776 SUB1 2 9 0.0273526479635341 2.3968382784578 0.187681246026711 +411 SDC2 5 58 0.027951373071987 1.2264532893688 0.189696724114257 +67 SP1 8 122 0.0280717125370874 0.905223380948561 0.189696724114257 +961 FER 3 23 0.029268081337397 1.73001689802986 0.196294199646302 +2003 BCL2L1 5 59 0.0298284416941309 1.20782234096921 0.198559477546006 +633 NCK2 4 41 0.0321708821355504 1.37920831614753 0.20628505386156 +1584 HIST3H3 4 41 0.0321708821355504 1.37920831614753 0.20628505386156 +722 MAP2K4 4 41 0.0321708821355504 1.37920831614753 0.20628505386156 +177 TRAT1 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +1324 PRKRA 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +3471 CNOT7 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +2348 PJA1 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +627 PDGFB 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +1940 DTX1 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +5757 ADAM10 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +753 CNTN1 2 10 0.0335328843160608 2.27156380792227 0.20628505386156 +2968 ITGB1 7 104 0.034257638058285 0.938950805602042 0.207128361103592 +573 CDH1 4 42 0.0347588184566007 1.35277930718776 0.207128361103592 +1661 ITGA6 4 42 0.0347588184566007 1.35277930718776 0.207128361103592 +2970 ITGA4 4 42 0.0347588184566007 1.35277930718776 0.207128361103592 +2614 FOS 8 128 0.0359080723349925 0.853472242263289 0.207128361103592 +2024 BRF1 3 25 0.0364101901996309 1.636703484663 0.207128361103592 +5753 CSF2RB 3 25 0.0364101901996309 1.636703484663 0.207128361103592 +66 TIAM1 3 25 0.0364101901996309 1.636703484663 0.207128361103592 +2133 RELN 3 25 0.0364101901996309 1.636703484663 0.207128361103592 +5938 IRF1 4 43 0.037464229290598 1.3270251634536 0.207128361103592 +660 CAV1 6 85 0.039694552941245 0.998235988905106 0.207128361103592 +550 SOCS7 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +1487 CAV3 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +4371 EPS15L1 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +227 ATF3 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +233 SPIB 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +509 PIK3R3 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +1311 RING1 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +90 MATK 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +3803 TRPV1 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +5699 KLHL12 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +1617 KCNB1 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +5203 NOV 2 11 0.0401979760383665 2.16022683283531 0.207128361103592 +655 ITGA2B 3 26 0.0402857256785517 1.59310685892331 0.207128361103592 +3370 SMO 3 26 0.0402857256785517 1.59310685892331 0.207128361103592 +3415 PFDN1 3 26 0.0402857256785517 1.59310685892331 0.207128361103592 +1168 MAP3K11 3 26 0.0402857256785517 1.59310685892331 0.207128361103592 +503 YWHAG 14 282 0.0403564918803048 0.5922987226869 0.207128361103592 +3410 RELA 9 155 0.0404039628161715 0.770146071444716 0.207128361103592 +847 MYC 7 109 0.0425203433374311 0.888377986947207 0.215500831005617 +204 STAT1 7 109 0.0425203433374311 0.888377986947207 0.215500831005617 +89 SRC 12 233 0.0438518865257389 0.634033026570743 0.219833687712199 +5007 ITGA5 3 27 0.0443610580585155 1.55132263628608 0.219833687712199 +1688 CCT5 3 27 0.0443610580585155 1.55132263628608 0.219833687712199 +2717 ANGPT1 3 27 0.0443610580585155 1.55132263628608 0.219833687712199 +1781 GTF2E2 4 46 0.0462871881358394 1.25348654516939 0.225690587464229 +637 SNX2 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +882 TNC 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +884 MAGI3 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +5581 ERH 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +99 SH2B3 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +4210 PFDN6 2 12 0.047314058134317 2.06003202190362 0.225690587464229 +402 PLSCR1 5 67 0.0476937629316298 1.06996082976811 0.225954126976067 +87 PRKCA 10 185 0.0478759304915658 0.690105057791173 0.225954126976067 +3215 NOS3 3 28 0.0486332876274508 1.51120576299623 0.228320487177296 +2352 NR3C1 6 91 0.0523959765864594 0.924803082733718 0.244611594510169 +143 SHC1 9 163 0.052651823033579 0.716072426126709 0.244611594510169 +1888 EDN1 3 29 0.0530991530803366 1.47262793105002 0.244625790755118 +2693 MAGI2 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +1845 CEBPE 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +4797 PAX5 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +5404 TRIM23 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +2334 SYNGAP1 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +4209 PFDN2 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +4841 COMMD1 2 13 0.0548488320078739 1.96894887892246 0.244625790755118 +5541 CEP72 5 70 0.0557275720416876 1.02274116589601 0.247308429160126 +1819 CHEK2 3 30 0.0577550656499504 1.43547509580621 0.251304968584174 +2023 EFEMP2 3 30 0.0577550656499504 1.43547509580621 0.251304968584174 +3491 PPP2R1B 3 30 0.0577550656499504 1.43547509580621 0.251304968584174 +7562 SLBP 3 30 0.0577550656499504 1.43547509580621 0.251304968584174 +463 YWHAZ 7 117 0.058241037567345 0.812324769234612 0.25218934713627 +27 BTK 5 71 0.0585687341937513 1.00747730977999 0.252217029991024 +412 CDKN1B 4 50 0.0596933936471034 1.16309118129131 0.252217029991024 +24 MAPK1 9 168 0.0614249213978924 0.683656573168405 0.252217029991024 +477 ERBB3 3 31 0.062597141251158 1.39964543719286 0.252217029991024 +3447 PAFAH1B3 3 31 0.062597141251158 1.39964543719286 0.252217029991024 +4989 BDP1 3 31 0.062597141251158 1.39964543719286 0.252217029991024 +1421 ARF6 3 31 0.062597141251158 1.39964543719286 0.252217029991024 +86 PTPN6 7 119 0.0626650297366493 0.79416181795571 0.252217029991024 +958 STAM2 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +5750 TGFA 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +7070 HBEGF 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +2169 VBP1 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +6648 CCT8 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +693 RFX1 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +1371 EDF1 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +1779 DRAP1 2 14 0.0627715029798289 1.88545589280448 0.252217029991024 +21 PLCG1 7 120 0.0649519714728321 0.785199558353066 0.259807885891328 +4909 RHOA 7 121 0.0672889864601801 0.776314915264394 0.264553236029822 +2917 IL12RB1 5 74 0.0675806357191902 0.963016276232411 0.264553236029822 +6981 IL12B 5 74 0.0675806357191902 0.963016276232411 0.264553236029822 +1074 TP73 3 32 0.0676212307340799 1.36504767265982 0.264553236029822 +5792 IL4R 3 32 0.0676212307340799 1.36504767265982 0.264553236029822 +1449 NEDD8 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +422 CUL3 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +3032 SOCS6 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +498 IRS4 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +9257 SGMS1 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +2813 GNA11 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +1971 PFDN4 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +124 CBX3 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +5756 IFNGR1 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +5910 LEP 2 15 0.0710527201092008 1.80838346208316 0.265067664464457 +6 DLG4 6 99 0.0727890232574062 0.834459246902798 0.265067664464457 +531 NTRK1 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +5746 FLT1 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +1706 POLR3E 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +7478 POLR3B 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +7479 POLR3D 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +7480 POLR3H 3 33 0.0728229483373686 1.33159965147699 0.265067664464457 +154 NCK1 5 76 0.0739931036453473 0.934421363855618 0.265067664464457 +1598 TUBA1A 5 76 0.0739931036453473 0.934421363855618 0.265067664464457 +2255 BCL2 5 76 0.0739931036453473 0.934421363855618 0.265067664464457 +478 TUBG1 5 76 0.0739931036453473 0.934421363855618 0.265067664464457 +516 DYNLL1 7 125 0.0771384006254262 0.741526022661221 0.274365831153049 +2009 CSNK1D 5 77 0.0773195999848346 0.920420125216166 0.274365831153049 +3898 POLR3A 3 34 0.0781976984288919 1.29922717588737 0.274365831153049 +5946 HSF1 3 34 0.0781976984288919 1.29922717588737 0.274365831153049 +2535 PPIA 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +2979 CTLA4 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +3097 UGCG 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +1036 MDK 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +7700 EOMES 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +5881 EEF2K 2 16 0.0796645182383852 1.7368130961068 0.274365831153049 +624 ITGB3 5 78 0.0807256315353389 0.906609141805461 0.275244464213464 +920 AKAP9 5 78 0.0807256315353389 0.906609141805461 0.275244464213464 +3414 AKT1 10 204 0.0808453471120265 0.585154194481273 0.275244464213464 +546 GIT1 4 56 0.083230702470647 1.04105925838556 0.281874358304388 +472 CD28 3 35 0.0837407006173349 1.26786300655293 0.281874358304388 +1610 FGFR3 3 35 0.0837407006173349 1.26786300655293 0.281874358304388 +4039 CDK5RAP2 5 79 0.084210640303376 0.892983271009618 0.282390568235381 +1650 UBB 4 57 0.0875385928494264 1.02207888596917 0.287322159520121 +26 HRAS 6 104 0.0875477100149663 0.781801989858716 0.287322159520121 +5306 PTN 5 80 0.0877740077007844 0.879537575931635 0.287322159520121 +716 PTPRA 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +5793 ELN 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +1879 PFDN5 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +897 DNAJA3 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +4535 IL27 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +4885 MLL 2 17 0.0885802621838938 1.67001030720214 0.287322159520121 +4724 LZTS1 3 36 0.0894470133146053 1.23744601876555 0.289082376364594 +35 PTK2B 5 82 0.0951330513065994 0.853167929660788 0.302829642199571 +2414 NUP153 5 82 0.0951330513065994 0.853167929660788 0.302829642199571 +2017 USP7 3 37 0.0953115558254425 1.20792048280271 0.302829642199571 +1698 NGFR 4 59 0.0964705714746852 0.985153705330878 0.302829642199571 +131 VAV3 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +3247 PDCD6IP 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +6609 EDNRA 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +505 PPM1A 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +5772 CD22 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +5855 CCT4 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +2915 IL27RA 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +2393 TICAM2 2 18 0.0977745929971708 1.60737852340025 0.302829642199571 +766 SIN3A 5 83 0.0989272028767142 0.840235039268076 0.304921307262438 +2138 EWSR1 6 108 0.100449588740231 0.741545795693674 0.304921307262438 +1403 RPS6KB1 4 60 0.101091099367828 0.967184162249406 0.304921307262438 +561 PRMT1 3 38 0.101329129037293 1.17923544713482 0.304921307262438 +764 SMARCA4 3 38 0.101329129037293 1.17923544713482 0.304921307262438 +4212 POLR3F 3 38 0.101329129037293 1.17923544713482 0.304921307262438 +4974 NUP214 5 84 0.102796667386947 0.827464427841807 0.304921307262438 +130 ABL1 6 109 0.103824107889909 0.731724463985723 0.304921307262438 +862 PXN 5 85 0.106740549539804 0.814852037929711 0.304921307262438 +4056 NFKBIA 5 85 0.106740549539804 0.814852037929711 0.304921307262438 +2417 EPN1 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +686 WRN 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +4857 EGR1 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +6463 TOP2A 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +4722 BMX 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +9 ERBB2IP 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +7689 DAPP1 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +618 IRF3 2 19 0.107223376222542 1.54842658413945 0.304921307262438 +1660 HLA-DRB1 3 39 0.107494434780304 1.15134420733384 0.304921307262438 +383 WT1 3 40 0.113802093924211 1.12420384677917 0.304921307262438 +542 DAB1 3 40 0.113802093924211 1.12420384677917 0.304921307262438 +6841 IL2 6 112 0.114297785521127 0.702813462817509 0.304921307262438 +268 CEBPB 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +1319 RBBP7 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +1055 PPP2CA 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +495 CD3E 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7153 AZI1 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7182 CEP164 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7183 CEP290 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7184 CEP78 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7546 SDCCAG8 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +7618 TSGA14 4 63 0.115547707654446 0.91511263562204 0.304921307262438 +1327 CCNA1 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +4719 GADD45A 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +572 PTPRF 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +643 WWP2 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +5063 NID1 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +885 F11R 2 20 0.116903652081828 1.49274528132668 0.304921307262438 +3236 ESR1 9 193 0.118685716834705 0.53521608075962 0.304921307262438 +1728 NR2F2 3 41 0.120246663275947 1.0977748378194 0.304921307262438 +1474 GEMIN5 3 41 0.120246663275947 1.0977748378194 0.304921307262438 +3250 GEMIN6 3 41 0.120246663275947 1.0977748378194 0.304921307262438 +7721 IL4 3 41 0.120246663275947 1.0977748378194 0.304921307262438 +1022 CEP135 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +1529 ODF2 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +1992 TUBGCP3 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +2234 CETN2 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +4046 CEP110 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +4274 CEP152 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +6770 CEP192 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +7034 CEP250 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +7125 ALMS1 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +7598 SSNA1 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +7620 TUBGCP4 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +7621 TUBGCP5 4 64 0.120558052334981 0.898333607323487 0.304921307262438 +2239 SFI1 4 65 0.125660533075929 0.881827809194482 0.304921307262438 +3043 TUBB4 4 65 0.125660533075929 0.881827809194482 0.304921307262438 +3789 TUBG2 4 65 0.125660533075929 0.881827809194482 0.304921307262438 +5930 NEDD1 4 65 0.125660533075929 0.881827809194482 0.304921307262438 +450 NCOR1 4 65 0.125660533075929 0.881827809194482 0.304921307262438 +1878 ZBTB17 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +147 ATR 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +7101 ADH4 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +7102 ADH6 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +7103 ADH7 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +653 NUMB 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +3091 GTF3C2 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +171 PIK3CG 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +2650 JUND 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +576 CDH5 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +1689 CCT7 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +2174 CCT3 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +3591 SPHK1 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +2629 SNAPC4 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +2631 SNAPC2 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +7647 ZNF143 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +4040 EBI3 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +651 ILK 2 21 0.126793587517561 1.43999008376044 0.304921307262438 +3261 KRT18 3 42 0.126822651338974 1.07202069408524 0.304921307262438 +1262 ATM 3 42 0.126822651338974 1.07202069408524 0.304921307262438 +2806 GEMIN7 3 42 0.126822651338974 1.07202069408524 0.304921307262438 +4175 MMP2 3 42 0.126822651338974 1.07202069408524 0.304921307262438 +2401 BAD 3 42 0.126822651338974 1.07202069408524 0.304921307262438 +225 SMAD3 10 225 0.130422659107695 0.480235144655387 0.308785146615639 +1990 PCNT 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +4623 CEP57 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +5548 CEP63 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +6122 OFD1 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +6177 DYNC1I2 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +7225 DCTN3 4 66 0.130852898453713 0.865586426368474 0.308785146615639 +222 MAPK9 3 43 0.133524532992602 1.04690766627779 0.312608617924937 +3815 SNUPN 3 43 0.133524532992602 1.04690766627779 0.312608617924937 +17 PICK1 3 43 0.133524532992602 1.04690766627779 0.312608617924937 +8446 CCDC90B 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +2016 STK11 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +65 TP53BP2 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +490 GHR 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +2402 TSHR 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +1249 EFNB2 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +1350 BRF2 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +454 GADD45B 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +3135 IL18RAP 2 22 0.136872430029046 1.38986818667933 0.313051814322843 +483 UBTF 3 44 0.140346763146992 1.02240447506758 0.318967455604604 +1515 ACTR1A 4 68 0.141498014768962 0.833863719877226 0.318967455604604 +1989 TUBB2C 4 68 0.141498014768962 0.833863719877226 0.318967455604604 +7243 DYNC1H1 4 68 0.141498014768962 0.833863719877226 0.318967455604604 +1638 RASA1 5 94 0.145413368561415 0.707859985567495 0.318967455604604 +2923 PLK4 4 69 0.146946014291467 0.818366762496372 0.318967455604604 +934 PRKAR1A 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +2835 AP2A2 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +5752 AGTR1 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +5774 TFAP2A 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +7098 ADH1A 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +7099 ADH1B 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +7100 ADH1C 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +7337 HSD11B1 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +6695 GCKR 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +470 PFN1 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +344 CTSB 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +5241 APLP1 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +4733 RXRG 2 23 0.147120463237774 1.34212864875524 0.318967455604604 +3321 SAP18 3 45 0.147283789427004 0.998482075801028 0.318967455604604 +1369 NCOA2 3 45 0.147283789427004 0.998482075801028 0.318967455604604 +819 PLK1 8 175 0.147325775458629 0.518825795847355 0.318967455604604 +5 PAK1 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +1463 SMN1 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +4673 NUP205 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +7075 AAAS 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +7432 NUP188 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +7433 NUP35 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +7437 NUPL2 4 70 0.152474404730848 0.803102906380353 0.321202725217107 +338 PRKACA 10 233 0.152847987734016 0.442872543400085 0.321202725217107 +2615 JUN 8 177 0.154030627780432 0.506729514328636 0.321202725217107 +205 STAT4 3 46 0.15433006393569 0.975113450574336 0.321202725217107 +487 IRS2 3 46 0.15433006393569 0.975113450574336 0.321202725217107 +5298 KRT15 3 46 0.15433006393569 0.975113450574336 0.321202725217107 +4806 CDC42 5 96 0.154732626968658 0.685534919464759 0.321202725217107 +1694 MUC1 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +7339 HSD3B7 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +7426 NSDHL 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +1321 SNW1 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +7458 PHAX 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +56 MST1R 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +4263 TICAM1 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +5317 PAICS 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +2577 NFIC 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +3134 IL18R1 2 24 0.15751896412084 1.29655477331248 0.321202725217107 +74 NUP155 4 71 0.15808071341963 0.788065192511405 0.321202725217107 +7436 NUP93 4 71 0.15808071341963 0.788065192511405 0.321202725217107 +937 PRKAR2B 4 71 0.15808071341963 0.788065192511405 0.321202725217107 +5675 CEP76 4 71 0.15808071341963 0.788065192511405 0.321202725217107 +279 SLC9A3R1 3 47 0.161480054145911 0.952273423941977 0.326621787524155 +33 IL6ST 3 47 0.161480054145911 0.952273423941977 0.326621787524155 +5702 KRTAP4-12 4 72 0.163762436665786 0.773246968909768 0.328260884282879 +3200 NUP88 4 72 0.163762436665786 0.773246968909768 0.328260884282879 +1991 CENPJ 4 72 0.163762436665786 0.773246968909768 0.328260884282879 +175 BCAR1 4 72 0.163762436665786 0.773246968909768 0.328260884282879 +1552 CHEK1 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +1649 NPM1 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +2025 TAF1B 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +2026 TAF1C 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +1303 AHR 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +104 SH2B2 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +5771 CD19 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +122 NFATC1 2 25 0.168050161853119 1.25295814757279 0.329711530816626 +850 MAP2K1 3 48 0.168728252966375 0.929938499107293 0.329711530816626 +2584 SIN3B 3 48 0.168728252966375 0.929938499107293 0.329711530816626 +1596 EPOR 3 48 0.168728252966375 0.929938499107293 0.329711530816626 +1320 RBBP4 4 73 0.169517043863221 0.758641872832776 0.329711530816626 +3931 NUP210 4 73 0.169517043863221 0.758641872832776 0.329711530816626 +2606 NFKB1 6 126 0.16966097830138 0.577731585325588 0.329711530816626 +23 TYK2 5 100 0.174083708882726 0.642298054502625 0.334148447105062 +2316 PSMD10 4 74 0.175341981471451 0.74424381424557 0.334148447105062 +3098 NUP54 4 74 0.175341981471451 0.74424381424557 0.334148447105062 +3204 RAE1 4 74 0.175341981471451 0.74424381424557 0.334148447105062 +5376 PCM1 4 74 0.175341981471451 0.74424381424557 0.334148447105062 +5254 MCM2 3 49 0.176069188026276 0.908086711922947 0.334148447105062 +1475 GEMIN4 3 49 0.176069188026276 0.908086711922947 0.334148447105062 +2091 SIP1 3 49 0.176069188026276 0.908086711922947 0.334148447105062 +172 MAPK3 6 128 0.178363801827637 0.561044803704091 0.334148447105062 +489 TAF1A 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +1846 HIPK2 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +148 SPI1 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +1301 SUV39H1 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +5019 GSN 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +3887 SNAPC5 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +7719 IL18 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +874 APOE 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +1216 TRIM24 2 26 0.178697198200999 1.21117392493556 0.334148447105062 +858 SMAD9 5 101 0.179061611789484 0.631768864615074 0.334148447105062 +306 POLA1 3 50 0.183497430220692 0.886697500426964 0.341711289680286 +4739 CDC25A 2 27 0.189444089412398 1.17105705164571 0.350589476671907 +482 RRAS2 2 27 0.189444089412398 1.17105705164571 0.350589476671907 +3012 HSPG2 2 27 0.189444089412398 1.17105705164571 0.350589476671907 +1365 UBE3A 3 51 0.191007601556957 0.865751587971867 0.352751098527548 +71 MAPK8 6 131 0.191747669170282 0.536511722889141 0.353386200206388 +5736 CEP70 4 77 0.193212977223658 0.702234738405826 0.35535252718248 +252 PIAS1 3 52 0.198594382340396 0.845230878282051 0.361631407041161 +1651 CD3G 3 52 0.198594382340396 0.845230878282051 0.361631407041161 +1347 HDAC2 5 105 0.199489200342943 0.590704302898192 0.361631407041161 +57 ERBB4 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +2322 NCL 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +3404 CCNA2 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +4208 CEBPA 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +2775 MAP2K6 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +1950 EXOSC6 2 28 0.200275689549702 1.1324792196995 0.361631407041161 +2578 SAP30 3 53 0.206252517735979 0.825118361007624 0.36869187539177 +113 INPP5D 3 53 0.206252517735979 0.825118361007624 0.36869187539177 +98 GRAP2 3 53 0.206252517735979 0.825118361007624 0.36869187539177 +1633 CD3D 3 53 0.206252517735979 0.825118361007624 0.36869187539177 +18 DDX20 3 53 0.206252517735979 0.825118361007624 0.36869187539177 +2010 TSG101 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +1810 TRAM2 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +7121 ALDH1A1 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +7701 EPO 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +1721 BANF1 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +566 PLAU 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +2430 SMPD1 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +2992 PIAS3 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +2407 ITGA3 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +2590 ABCA1 2 29 0.211177655214099 1.09532638445569 0.370079505797596 +5358 MAGEA11 3 54 0.21397682374081 0.80539802653954 0.372787747610942 +499 HGS 3 54 0.21397682374081 0.80539802653954 0.372787747610942 +1921 BMPR1B 3 54 0.21397682374081 0.80539802653954 0.372787747610942 +703 CSNK1E 4 81 0.217868199360343 0.648793526261153 0.378827356392642 +973 TUBA4A 5 109 0.220668522154537 0.551224913980361 0.381049382995177 +832 CASP7 3 55 0.221762192600678 0.786054789017197 0.381049382995177 +2721 DOK2 2 30 0.222136411611538 1.05949672584234 0.381049382995177 +7611 TFDP1 2 30 0.222136411611538 1.05949672584234 0.381049382995177 +3432 STUB1 2 30 0.222136411611538 1.05949672584234 0.381049382995177 +2996 CD79B 2 30 0.222136411611538 1.05949672584234 0.381049382995177 +283 SUFU 2 30 0.222136411611538 1.05949672584234 0.381049382995177 +1735 RAF1 5 110 0.226069055119377 0.541588489562003 0.387051050223579 +1797 TAF9 3 56 0.229603597702377 0.767074416600809 0.390902434138592 +2918 IL12RB2 3 56 0.229603597702377 0.767074416600809 0.390902434138592 +448 RXRA 4 83 0.230503327574678 0.623090024442172 0.390902434138592 +1947 SFN 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +2418 EPS15 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +3421 RAD51 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +1044 GRIN2D 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +4203 ATF2 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +6071 GNAO1 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +1828 PTPN12 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +6078 IL6 2 31 0.233139119912254 1.0248989613093 0.390902434138592 +202 CREBBP 8 199 0.236465197989072 0.382197468915233 0.395735378248128 +1647 HD 3 57 0.237496097971986 0.748443468201217 0.396716328447587 +3524 BRCA1 5 113 0.242498890945113 0.513211564760906 0.40185035443701 +540 PLD2 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +1924 MAP4K1 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +759 RBL2 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +88 KITLG 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +1547 RET 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +2145 SH3GL3 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +4534 USHBP1 2 32 0.244173645857466 0.991450940126466 0.40185035443701 +78 HSPA8 3 58 0.245434841807853 0.730149235962518 0.403182097408112 +1662 SFRS1 6 143 0.248719946122904 0.443839009457094 0.407827558716233 +1727 NUP62 4 86 0.249781963095076 0.585712033526362 0.408817451524417 +1954 CDC2 8 203 0.252904997964861 0.361070197636611 0.410945574684203 +6559 IL12A 3 59 0.253415070575701 0.712179692881047 0.410945574684203 +4749 IGF1R 3 59 0.253415070575701 0.712179692881047 0.410945574684203 +1690 MXD1 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +2679 CDC7 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +969 APEX1 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +773 PTMA 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +2434 NEDD4 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +1045 GNA13 2 33 0.25522852956844 0.959078464536846 0.410945574684203 +911 CSNK2A1 7 174 0.256285631813741 0.389917330163188 0.411904114554697 +103 LCK 6 145 0.258665448146103 0.429172387660128 0.414981258536554 +595 JAK1 5 116 0.259237486480706 0.485599328021527 0.41515231228149 +3915 PML 3 60 0.261432121691905 0.694523445019913 0.417168966993165 +2084 NXF1 3 60 0.261432121691905 0.694523445019913 0.417168966993165 +25 VAV1 4 88 0.262821760416763 0.561534250008257 0.41863751837813 +2481 RANBP2 6 146 0.263678212456178 0.421916512180845 0.41893001271795 +276 PRKCD 5 117 0.264878164879884 0.476558065638879 0.41893001271795 +1642 BCR 2 34 0.266292956514661 0.927714295202409 0.41893001271795 +4702 RBL1 2 34 0.266292956514661 0.927714295202409 0.41893001271795 +2056 CASP10 2 34 0.266292956514661 0.927714295202409 0.41893001271795 +7717 IGHE 2 34 0.266292956514661 0.927714295202409 0.41893001271795 +2226 DLG3 2 34 0.266292956514661 0.927714295202409 0.41893001271795 +201 AR 6 147 0.268716172414618 0.41471128313673 0.421714801293396 +1381 CSK 3 61 0.269481431319771 0.677169687843615 0.421714801293396 +220 NCOA1 3 61 0.269481431319771 0.677169687843615 0.421714801293396 +625 EIF2AK2 2 35 0.277356729599348 0.897297307415029 0.431766497037728 +1699 ZHX1 2 35 0.277356729599348 0.897297307415029 0.431766497037728 +5777 CD79A 2 35 0.277356729599348 0.897297307415029 0.431766497037728 +19 CD4 5 120 0.281961332668979 0.449902786271142 0.438169875854929 +626 PTPN1 3 63 0.285659078154833 0.643329137955127 0.442030818129219 +429 KPNB1 3 63 0.285659078154833 0.643329137955127 0.442030818129219 +2520 CDC45L 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +2148 UTP14A 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +687 NCOA6 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +724 DLG2 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +455 GADD45G 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +4353 GTF3C1 2 36 0.288410242321979 0.867771771452189 0.442030818129219 +1294 PAFAH1B1 6 151 0.289097743007432 0.38638278293501 0.442324505596277 +1602 FASLG 3 64 0.293778800736137 0.626823339826122 0.447185478253642 +4656 IL2RA 3 64 0.293778800736137 0.626823339826122 0.447185478253642 +6556 GFI1B 3 64 0.293778800736137 0.626823339826122 0.447185478253642 +2946 BIRC5 4 93 0.29593085093546 0.50348558216786 0.448929114004134 +2822 C1orf103 4 93 0.29593085093546 0.50348558216786 0.448929114004134 +4803 FCER1A 2 37 0.299444452978925 0.839086735784299 0.451189952799326 +142 PLCG2 2 37 0.299444452978925 0.839086735784299 0.451189952799326 +7361 MAP3K1 2 37 0.299444452978925 0.839086735784299 0.451189952799326 +5960 MYOC 2 37 0.299444452978925 0.839086735784299 0.451189952799326 +1648 IL2RB 3 65 0.301913555622921 0.610581957000115 0.453378605413545 +79 GTF2B 3 65 0.301913555622921 0.610581957000115 0.453378605413545 +2966 PPP2R1A 4 94 0.302620516818751 0.492262003504089 0.453676472272817 +1404 AP2A1 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +2018 AURKA 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +431 JUP 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +173 KHDRBS1 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +508 GNAQ 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +957 PRMT5 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +4748 ACTN2 2 38 0.310450859864571 0.811195495983323 0.459869473015249 +82 LYN 5 125 0.310875888148201 0.40696002426229 0.459869473015249 +474 GTF2H1 4 96 0.316048763902647 0.470178465337344 0.466747512253578 +264 MAPK14 5 126 0.316711215001375 0.398582768485222 0.466952733522689 +2154 KIAA1377 3 67 0.318212103904104 0.578859250508867 0.468391413667427 +4176 MMP9 2 39 0.321421477436693 0.784055135428649 0.470784824094467 +6362 TAF4B 2 39 0.321421477436693 0.784055135428649 0.470784824094467 +758 HSPA5 2 39 0.321421477436693 0.784055135428649 0.470784824094467 +2425 CDK9 3 68 0.326368138787264 0.563362293128012 0.476465433385007 +1645 JAK3 3 68 0.326368138787264 0.563362293128012 0.476465433385007 +3569 CTNNB1 6 159 0.330733520048965 0.331953427443424 0.480478349372192 +392 KPNA2 2 40 0.332348813411035 0.757626126468879 0.480478349372192 +393 KPNA1 2 40 0.332348813411035 0.757626126468879 0.480478349372192 +1652 MS4A2 2 40 0.332348813411035 0.757626126468879 0.480478349372192 +1783 GTF2A2 2 40 0.332348813411035 0.757626126468879 0.480478349372192 +2636 TAF13 2 40 0.332348813411035 0.757626126468879 0.480478349372192 +997 NEK2 5 129 0.334294687464019 0.373853001289611 0.482509484171367 +2049 COPS6 3 70 0.342675150430703 0.533060723143045 0.490636947599609 +465 CAMK2A 2 41 0.343225846751296 0.731871982734718 0.490636947599609 +1375 ADRBK1 2 41 0.343225846751296 0.731871982734718 0.490636947599609 +2701 FOXA2 2 41 0.343225846751296 0.731871982734718 0.490636947599609 +1447 TGFB1 2 41 0.343225846751296 0.731871982734718 0.490636947599609 +1402 PAK2 2 41 0.343225846751296 0.731871982734718 0.490636947599609 +3854 SFRS7 5 131 0.34606676766961 0.357690802708863 0.493906490818067 +1069 TUBB 4 101 0.349799309907991 0.416972649885576 0.498436077376882 +5963 SUMO4 3 71 0.35081902265178 0.518242499541408 0.499091815319598 +4287 CLASP1 5 132 0.351963375579741 0.349703924029289 0.499922501619632 +568 MYOD1 2 42 0.354046006521912 0.706758954927266 0.500489758823368 +1807 TAF5 2 42 0.354046006521912 0.706758954927266 0.500489758823368 +6636 GTF2E1 2 42 0.354046006521912 0.706758954927266 0.500489758823368 +1316 MNAT1 4 102 0.356562848047705 0.406656025395782 0.503250095662267 +3451 NDE1 5 133 0.357865128977639 0.341778549313534 0.504290197548268 +3659 CAPN1 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +6178 UGDH 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +3380 MBP 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +5077 FCER1G 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +1787 TAF6 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +2541 TAF12 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +218 NRIP1 2 43 0.364803151572122 0.682255763717062 0.508444392503645 +935 XRCC6 3 73 0.367070555144568 0.48923934487721 0.510010802475007 +1269 RAN 3 73 0.367070555144568 0.48923934487721 0.510010802475007 +168 CASP3 5 135 0.369678479738537 0.326108518725751 0.511017555390698 +3502 CKAP5 5 135 0.369678479738537 0.326108518725751 0.511017555390698 +1894 YWHAE 5 135 0.369678479738537 0.326108518725751 0.511017555390698 +3542 EIF4E 4 104 0.370086704912994 0.386329899498557 0.511017555390698 +3764 MAPT 2 44 0.375491551020938 0.658333364450505 0.516215556147359 +1784 GTF2A1 2 44 0.375491551020938 0.658333364450505 0.516215556147359 +709 MAPRE1 5 136 0.375587327286588 0.318362020683586 0.516215556147359 +244 UBE2I 4 105 0.37684304172765 0.376316336249571 0.517144604955482 +1341 TRAF2 6 168 0.378384802174717 0.273957028559507 0.518462739692547 +972 CD247 3 75 0.38325247438367 0.461041252448172 0.524327004831646 +221 EP300 7 201 0.384551167108279 0.237403642822354 0.525298072068278 +1376 TAF11 2 45 0.386105865513679 0.634964739223814 0.525811346623209 +378 FEZ1 2 45 0.386105865513679 0.634964739223814 0.525811346623209 +1050 GRIN1 2 46 0.396641129221769 0.612124712591455 0.538514288075826 +2540 TAF10 2 46 0.396641129221769 0.612124712591455 0.538514288075826 +1374 ZBTB16 3 77 0.399340681390125 0.433604398241624 0.541355452583574 +7435 NUP85 5 141 0.405100052856135 0.280479700556445 0.548329661832583 +1774 TAF4 2 47 0.407092732558474 0.589789787756771 0.550191996124483 +5370 SAT1 2 48 0.417456405584217 0.567938000572426 0.561645722143472 +1462 COIL 2 48 0.417456405584217 0.567938000572426 0.561645722143472 +5785 HGF 2 48 0.417456405584217 0.567938000572426 0.561645722143472 +118 INS 3 80 0.42324870404396 0.393789056892794 0.568581090372308 +763 HDAC1 6 177 0.426174299792666 0.219031760234857 0.571158018341066 +3561 GNAI2 2 49 0.427728202076045 0.546548789076441 0.571158018341066 +2179 CDK5 2 49 0.427728202076045 0.546548789076441 0.571158018341066 +731 DNM1 2 49 0.427728202076045 0.546548789076441 0.571158018341066 +2799 SNRPD2 5 145 0.428596294776488 0.251144951117547 0.571461726368651 +2080 U2AF2 5 146 0.434444453724017 0.243939722073431 0.57839470555496 +3752 FAS 2 50 0.437904484236684 0.525602876621346 0.579282968008018 +5302 MAX 2 50 0.437904484236684 0.525602876621346 0.579282968008018 +1267 CSNK1A1 2 50 0.437904484236684 0.525602876621346 0.579282968008018 +4197 CSNK2B 2 50 0.437904484236684 0.525602876621346 0.579282968008018 +1658 IRS1 3 82 0.439008168580067 0.368085555073812 0.579282968008018 +733 ARNT 3 82 0.439008168580067 0.368085555073812 0.579282968008018 +1099 APP 3 83 0.446827100117769 0.355473165161716 0.58592355125135 +2240 IL2RG 3 83 0.446827100117769 0.355473165161716 0.58592355125135 +329 ATN1 3 83 0.446827100117769 0.355473165161716 0.58592355125135 +4151 POLR2F 6 181 0.447277562609643 0.195522314878721 0.58592355125135 +1315 CTBP1 2 51 0.44798190801953 0.505082166931531 0.58592355125135 +96 DOK1 2 51 0.44798190801953 0.505082166931531 0.58592355125135 +4815 ARF1 2 52 0.457957409046696 0.484969649657103 0.597219311212942 +4979 POU2F1 2 52 0.457957409046696 0.484969649657103 0.597219311212942 +1809 POLR2E 6 184 0.463001124887172 0.178232369655213 0.602628954759795 +1087 TRAF6 4 118 0.46345679704621 0.254336759547928 0.602628954759795 +806 SOCS3 2 53 0.467828189098096 0.465249315189017 0.606169270729882 +275 PRKCE 2 53 0.467828189098096 0.465249315189017 0.606169270729882 +5303 POLR2L 6 185 0.468218192301445 0.172532274891068 0.606169270729882 +181 GAB2 2 54 0.4775917031503 0.445906077666677 0.615697051352885 +1006 PRKCZ 3 87 0.477648385130265 0.306529780639897 0.615697051352885 +2821 INSR 3 87 0.477648385130265 0.306529780639897 0.615697051352885 +4672 FN1 3 88 0.485230501296624 0.294652648902425 0.622669222169922 +4931 NCBP1 5 155 0.486380352085156 0.181258773332132 0.622669222169922 +4825 ARRB2 2 55 0.487245646944625 0.426925705250288 0.622669222169922 +2865 HLA-A 2 55 0.487245646944625 0.426925705250288 0.622669222169922 +7637 VAMP2 2 55 0.487245646944625 0.426925705250288 0.622669222169922 +1867 BMPR2 2 55 0.487245646944625 0.426925705250288 0.622669222169922 +861 LRP1 2 56 0.496787945064708 0.408294756850696 0.633955432042518 +6346 ERCC3 3 90 0.500234704662845 0.271305613331481 0.637441937941796 +3202 ACVR1 2 57 0.506216739504444 0.390000524611995 0.64414455297855 +4737 POLR2H 6 193 0.509411944055755 0.128020269003112 0.647286971649193 +3503 POLR2K 6 194 0.514482722459127 0.122587503435642 0.65119223304771 +7199 CPSF2 4 126 0.514675475671116 0.185898839241157 0.65119223304771 +457 YWHAB 4 126 0.514675475671116 0.185898839241157 0.65119223304771 +4842 CREB1 2 58 0.515530378707894 0.372030981530526 0.651349996894392 +197 GTF2F2 5 161 0.520070541387391 0.141486884065638 0.654455523695549 +2090 SFRS11 4 127 0.520923118636592 0.177655941801713 0.654455523695549 +7200 CPSF3 4 127 0.520923118636592 0.177655941801713 0.654455523695549 +7233 DHX38 4 127 0.520923118636592 0.177655941801713 0.654455523695549 +3959 PSMA3 3 93 0.52231803106705 0.237257534135729 0.654624960979805 +1009 TERT 2 59 0.524727407063409 0.354374733669392 0.654624960979805 +394 DAXX 2 59 0.524727407063409 0.354374733669392 0.654624960979805 +4621 HCK 2 59 0.524727407063409 0.354374733669392 0.654624960979805 +5770 PSEN1 2 59 0.524727407063409 0.354374733669392 0.654624960979805 +4313 CDC40 4 128 0.527132828688427 0.169478597889976 0.655791468884347 +7558 SFRS6 4 128 0.527132828688427 0.169478597889976 0.655791468884347 +841 PPP1CC 3 94 0.529560806262049 0.226156046696764 0.65789448354561 +6837 MAGOH 4 129 0.533303649207608 0.161365758426208 0.661327009600941 +2338 B2M 2 60 0.53380655483484 0.337020976493092 0.661327009600941 +3833 RBM8A 4 130 0.539434662650956 0.153316399309228 0.667372703307424 +654 PDPK1 2 61 0.542766728513317 0.319959454903158 0.669637512909929 +4575 POLA2 2 61 0.542766728513317 0.319959454903158 0.669637512909929 +4922 SFRS5 4 131 0.545524990051943 0.145329520629654 0.671183849829425 +7630 UPF3B 4 131 0.545524990051943 0.145329520629654 0.671183849829425 +2568 SFRS9 4 132 0.551573790504199 0.137404145913899 0.674942997810319 +4293 SRRM1 4 132 0.551573790504199 0.137404145913899 0.674942997810319 +6551 U2AF1 4 132 0.551573790504199 0.137404145913899 0.674942997810319 +418 RBX1 2 62 0.55160700157368 0.303180426604606 0.674942997810319 +4729 CPSF1 4 133 0.557580260629053 0.129539321397448 0.680785694206002 +1790 CCNH 3 98 0.557908455677789 0.18291918173463 0.680785694206002 +216 SUMO1 2 63 0.5603266056202 0.286674628475601 0.680941869500297 +449 NCOR2 2 63 0.5603266056202 0.286674628475601 0.680941869500297 +1994 IKBKG 2 63 0.5603266056202 0.286674628475601 0.680941869500297 +3830 SFRS4 4 134 0.563543634028422 0.121734115326116 0.683919621161024 +298 ZAP70 2 64 0.568924921906782 0.270433245649594 0.68951226948485 +1823 CDK7 3 100 0.571694067040413 0.161968180517216 0.691928233107257 +2567 SFRS3 4 136 0.575338206586045 0.106298937546605 0.69257986541802 +3984 RNPS1 4 136 0.575338206586045 0.106298937546605 0.69257986541802 +7434 NUP43 4 136 0.575338206586045 0.106298937546605 0.69257986541802 +491 RAC1 4 136 0.575338206586045 0.106298937546605 0.69257986541802 +2057 RIPK1 2 65 0.577401473217381 0.254447883051571 0.694126838423051 +3201 NUP133 4 137 0.581168052746696 0.0986672064590168 0.695841480604098 +4658 NUP37 4 137 0.581168052746696 0.0986672064590168 0.695841480604098 +7431 NUP160 4 137 0.581168052746696 0.0986672064590168 0.695841480604098 +372 ITGAV 2 66 0.585755916092849 0.238710539158346 0.699456863661073 +7311 HADH 2 66 0.585755916092849 0.238710539158346 0.699456863661073 +2083 SFRS2 4 138 0.586952095009321 0.0910915738363167 0.699948220251757 +1466 SNRPD1 4 139 0.592689743244591 0.0835712083869158 0.705846797028271 +207 SMAD4 6 211 0.597217447460633 0.03430622963758 0.709870533142958 +3249 SNRPF 4 140 0.598380440780564 0.0761052971568104 0.709870533142958 +29 SYK 3 104 0.598455875474781 0.121311866881211 0.709870533142958 +530 GNB2L1 2 68 0.602097727166834 0.207949725661472 0.713241929127245 +2472 ATXN1 4 142 0.609618920645795 0.0613336740332846 0.721193736360808 +3890 AURKB 3 106 0.61142188548388 0.101574030154429 0.722368638214067 +1465 SNRPD3 4 143 0.615165751336626 0.054026423197195 0.725830489672315 +2507 PRPF6 3 109 0.630341500647569 0.0726630289862156 0.74275378940242 +5444 SNRPG 4 146 0.631511546705121 0.0324100225431483 0.743150791109456 +5086 CDC27 2 72 0.633314106811008 0.149090633526689 0.743310767467656 +1110 TNF 2 72 0.633314106811008 0.149090633526689 0.743310767467656 +5128 ATP5C1 3 110 0.63650547966149 0.0632045983233613 0.745095653357019 +5398 NHP2L1 3 110 0.63650547966149 0.0632045983233613 0.745095653357019 +5481 NUDT21 3 111 0.642597745351728 0.0538326919929109 0.751241400856804 +1468 CSNK2A2 2 74 0.648192874131279 0.120892541097651 0.755801364346537 +2882 EIF2S2 2 74 0.648192874131279 0.120892541097651 0.755801364346537 +2854 NCBP2 4 150 0.65260533208556 0.00427441200995293 0.759302274774633 +5352 RBMX 3 113 0.654566420657891 0.0353421441497863 0.759302274774633 +416 GSK3B 2 75 0.655451515220255 0.107081557686945 0.759302274774633 +7648 ZW10 2 75 0.655451515220255 0.107081557686945 0.759302274774633 +176 UNC119 2 75 0.655451515220255 0.107081557686945 0.759302274774633 +6107 SNRPB 4 151 0.657751773672216 -0.00264141271440188 0.76097870572713 +1293 YWHAQ 2 76 0.662590482337636 0.093455686891101 0.764593415582369 +3480 UBE2D1 2 76 0.662590482337636 0.093455686891101 0.764593415582369 +7477 POLR2I 4 153 0.667890728234075 -0.0163358229351998 0.769713862512655 +3962 PSMC3 2 77 0.66961047702957 0.0800099918131192 0.770700058723066 +5728 CCDC85B 3 116 0.671978241822442 0.00821693326824047 0.772428597558787 +5843 PSMB5 2 78 0.676512263959974 0.0667397304448683 0.774159344785468 +1818 CUL1 2 78 0.676512263959974 0.0667397304448683 0.774159344785468 +3390 CDK2 4 155 0.677823372508353 -0.0298512993987368 0.774159344785468 +3649 POLR2J 4 155 0.677823372508353 -0.0298512993987368 0.774159344785468 +4799 POLR2B 4 155 0.677823372508353 -0.0298512993987368 0.774159344785468 +1804 CALM1 4 156 0.682712016063659 -0.0365434118670436 0.777424268622409 +4570 POLR2D 4 156 0.682712016063659 -0.0365434118670436 0.777424268622409 +7552 SEC13 2 79 0.683296666591893 0.0536403455422727 0.777424268622409 +1788 GTF2F1 4 157 0.68754875353766 -0.0431925370195092 0.781025875959636 +772 RPA1 2 80 0.689964563067481 0.0407074551495583 0.781025875959636 +151 SETDB1 2 80 0.689964563067481 0.0407074551495583 0.781025875959636 +5795 PSMC2 2 80 0.689964563067481 0.0407074551495583 0.781025875959636 +4469 POLR2G 4 158 0.692333522426773 -0.0497992333080548 0.782714197724565 +4019 CDCA8 2 82 0.702954600121172 0.0153244538111954 0.792712393562687 +4730 SKIL 2 82 0.702954600121172 0.0153244538111954 0.792712393562687 +615 YBX1 3 122 0.704855009795715 -0.0439727337296008 0.793851854466892 +3275 RANGAP1 2 84 0.715490349046785 -0.00944114719251843 0.803800240994625 +1354 PSMC5 2 84 0.715490349046785 -0.00944114719251843 0.803800240994625 +28 TGFBR1 4 164 0.719949925614054 -0.0885783504823259 0.805580422769966 +4332 POLR2C 4 164 0.719949925614054 -0.0885783504823259 0.805580422769966 +1334 NDC80 2 85 0.721590535642604 -0.0216017506540833 0.805580422769966 +1786 GTF2H4 2 85 0.721590535642604 -0.0216017506540833 0.805580422769966 +6638 GTF2H3 2 85 0.721590535642604 -0.0216017506540833 0.805580422769966 +226 DHX9 3 126 0.725343229982971 -0.077348527566647 0.808757701431013 +4018 INCENP 2 86 0.72758042557091 -0.0336189307106238 0.809229101757172 +6353 GTF2H2 2 86 0.72758042557091 -0.0336189307106238 0.809229101757172 +4720 ERCC2 2 88 0.739233985932631 -0.0572364032115953 0.821166519865388 +6578 ACTA1 2 89 0.744900058914621 -0.0688430980190402 0.826431408646569 +833 CASP8 2 91 0.755916971773536 -0.0916675985510222 0.837612346362725 +3119 UBQLN4 3 134 0.762973380645887 -0.141016852084409 0.842041456376351 +7144 ATP5D 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7145 ATP5E 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7146 ATP5F1 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7147 ATP5G1 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7148 ATP5I 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7151 ATP5O 2 93 0.766522043248427 -0.113992664653757 0.842041456376351 +7247 EEF2 2 94 0.771673374487262 -0.124974715381536 0.843544914267938 +3749 RPL11 2 94 0.771673374487262 -0.124974715381536 0.843544914267938 +6328 ATP5H 2 94 0.771673374487262 -0.124974715381536 0.843544914267938 +7150 ATP5L 2 94 0.771673374487262 -0.124974715381536 0.843544914267938 +7149 ATP5J 2 95 0.776725654906272 -0.135839898279018 0.847756374911252 +210 SMAD2 4 179 0.780901550503423 -0.179623649584213 0.847756374911252 +5465 PSMD11 2 96 0.78168021176687 -0.146590700238478 0.847756374911252 +1273 XPO1 3 140 0.788375889852397 -0.186311424374199 0.847756374911252 +6771 ATP5A1 2 98 0.791301504158898 -0.167758719503444 0.847756374911252 +4481 ACTB 2 99 0.795970929653815 -0.178180530833305 0.847756374911252 +253 RPL18A 2 99 0.795970929653815 -0.178180530833305 0.847756374911252 +6038 ATP5B 2 100 0.80054800848266 -0.188497155323098 0.847756374911252 +7588 SNRNP70 2 100 0.80054800848266 -0.188497155323098 0.847756374911252 +1836 POLR2A 4 187 0.808860827298371 -0.225107230199428 0.847756374911252 +7078 AASS 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +2853 SNRPA1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +5331 SNRPA 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +5748 CLP1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7201 CPSF7 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7207 CSTF3 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7227 DDX23 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7237 DNAJC8 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7322 HNRNPA0 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7323 HNRNPA1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7324 HNRNPA2B1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7325 HNRNPA3 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7327 HNRNPD 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7328 HNRNPF 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7329 HNRNPH1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7330 HNRNPH2 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7331 HNRNPL 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7332 HNRNPM 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7333 HNRNPR 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7334 HNRNPU 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7335 HNRNPUL1 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7446 PCF11 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7459 PHF5A 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7555 SF3B14 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7556 SF3B5 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7557 SF4 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7586 SNRNP200 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +7587 SNRNP40 2 103 0.813738704638071 -0.218836844469312 0.847756374911252 +6329 ATP5J2 2 104 0.81795993658245 -0.22875334948814 0.847756374911252 +5496 RBM5 2 104 0.81795993658245 -0.22875334948814 0.847756374911252 +7487 PRPF8 2 104 0.81795993658245 -0.22875334948814 0.847756374911252 +2695 RPL5 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +2087 SF3A3 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +2424 SNRPB2 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +2473 TXNL4A 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +2816 CSTF1 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +3365 CCAR1 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +4595 SF3B2 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +6192 EFTUD2 2 105 0.822095587778289 -0.238574681196091 0.847756374911252 +1486 PAPOLA 2 106 0.826147005130104 -0.248302670138155 0.848989779465498 +1691 CD2BP2 2 106 0.826147005130104 -0.248302670138155 0.848989779465498 +2422 SF3A2 2 106 0.826147005130104 -0.248302670138155 0.848989779465498 +1766 SF3A1 2 107 0.830115531036522 -0.257939094556514 0.849154878078644 +3059 PRPF4 2 107 0.830115531036522 -0.257939094556514 0.849154878078644 +3517 PABPN1 2 107 0.830115531036522 -0.257939094556514 0.849154878078644 +7326 HNRNPC 2 107 0.830115531036522 -0.257939094556514 0.849154878078644 +4297 SF3B3 2 108 0.834002502480785 -0.267485682364305 0.852153759693998 +2988 PCBP2 2 109 0.837809250178602 -0.276944113027159 0.855063902928276 +4468 SF3B4 2 110 0.841537097780771 -0.286316019357612 0.857886961394797 +665 SF3B1 2 111 0.845187361128093 -0.295602989227195 0.860624573203492 +3964 PTBP1 2 113 0.85226035524807 -0.31392825609699 0.865849928110796 +439 VIM 2 113 0.85226035524807 -0.31392825609699 0.865849928110796 +3919 RPS7 2 115 0.859038577822236 -0.33193177808228 0.870752740247085 +287 SMAD1 2 115 0.859038577822236 -0.33193177808228 0.870752740247085 +2815 CSTF2 2 117 0.865532209448699 -0.349624797847373 0.876339081530352 +2801 LSM2 2 118 0.868675436084772 -0.358358223296043 0.878524363931538 +3442 SMC1A 2 121 0.877705505480484 -0.384121445080123 0.886651541210183 +3825 PCBP1 2 122 0.88058634707523 -0.392567559856226 0.888555454288581 +677 RPS3A 2 124 0.886161358114687 -0.409254341477723 0.89317054399808 +683 BUB3 2 134 0.910596051541953 -0.488854243172278 0.916762616225081 +2675 BUB1B 2 138 0.918923494761648 -0.51904788356207 0.924103446817801 +4732 MAD2L1 2 139 0.920888734702681 -0.526460135724721 0.925036882156297 +1684 CDC20 2 142 0.926519520852894 -0.548382633000971 0.928601587191889 +4003 EEF1G 2 142 0.926519520852894 -0.548382633000971 0.928601587191889 +4955 EEF1A1 2 168 0.961736895547538 -0.721112630716305 0.962816286002699 +6187 RPS27 2 186 0.975923212389053 -0.825808759394024 0.975923212389053
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/netbox2010_data.txt Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,517 @@ +CDKN2B +EGFR +CDKN2A +MTAP +PTEN +TP53 +SEC61G +LANCL2 +DMRTA1 +IFNE +IFNA1 +ELAVL2 +IFNA8 +IFNA2 +IFNA13 +IFNA6 +KLHL9 +IFNA5 +IFNA14 +CYP27B1 +IFNA10 +IFNA16 +IFNA7 +IFNW1 +IFNA21 +CDK4 +TSPAN31 +VOPP1 +MARCH9 +VSTM2A +KIAA1797 +AGAP2 +METTL1 +TSFM +FAM119B +AVIL +MLLT3 +PTPLAD2 +IFNB1 +CTDSP2 +HLA-DRA +NF1 +XRCC6BP1 +MDM2 +OS9 +GSX2 +SLC24A2 +RPL21P44 +PDGFRA +CHIC2 +SEPT14 +NME7 +RB1 +C9orf82 +MARS +SLC35E3 +DTX3 +PLAA +CPM +MBD6 +PIP4K2C +SLC26A10 +LRRC19 +KIT +ZNF713 +B4GALNT1 +TEK +IFT74 +DDIT3 +GEFT +KIF5A +LINGO2 +C9orf11 +MOBKL2B +NUP107 +DCTN2 +FKBP9 +IFNK +PTPRD +PAOX +ERBB2 +PIK3R1 +GLI1 +CPSF6 +ARHGAP9 +PIK3CA +FRS2 +LYZ +INHBC +C9orf72 +INHBE +YEATS4 +LNX1 +LRIG3 +MDM4 +ECHS1 +KDR +KISS1 +GBAS +RAB3IP +PLEKHA6 +CCT2 +ETNK2 +MRPS17 +LRRN2 +REN +PPP1R15B +SOX13 +LRRC10 +PIK3C2B +GOLT1A +C1orf157 +CLRN3 +C10orf90 +HMGA2 +PPM1H +TYRP1 +TPD52L3 +DOCK1 +LAX1 +NPS +FAM196A +hCG_1757335 +BEST3 +FOXI2 +PRELP +TCERG1L +SNRPE +SRD5A3 +CCT6A +TMEM165 +GRIP1 +RAP1B +ATP2B4 +PSPH +EBF3 +GLRX3 +PTPRE +SLC16A7 +ZC3H11A +OPTC +ADAM12 +FIP1L1 +C9orf150 +NFASC +MKI67 +R3HDM2 +PSIP1 +NKX6-2 +C9orf93 +RCL1 +INSL6 +PPAPDC2 +CNOT2 +AK3 +ERMP1 +AVPR1A +NOTUM +KIAA2026 +CD274 +RANBP6 +KIAA1432 +MLANA +MON2 +RASL11B +CCND2 +SCFD2 +INSL4 +BNIP3 +GLDC +ATAD1 +EPHA3 +KCNV2 +MGMT +STAC3 +SNAPC3 +DUX4 +HELB +JAK2 +GLIS3 +FRG2B +LRRC66 +LRRC27 +KDM4C +CAND1 +USP15 +DCUN1D4 +SGCB +CDC37L1 +BNC2 +PPP2R2D +SRGAP1 +LMO7 +FMOD +TTC39B +FAM19A2 +FREM1 +ZDHHC21 +KLRC3 +C10orf92 +SUMF2 +STK32C +C10orf91 +C9orf123 +SPATA18 +C12orf61 +PDCD1LG2 +RFX3 +USP46 +KIAA0020 +NFIB +TDRD3 +C9orf68 +PWWP2B +CNTLN +RLN2 +SH3GL2 +IL33 +JAKMIP3 +MPDZ +C10orf93 +RNLS +KCNMB4 +INPP5A +ACER2 +VLDLR +SLC1A1 +DPYSL4 +CLOCK +CER1 +SMARCA2 +TMEM5 +DST +PHKG1 +CHCHD2 +UHRF2 +CHIT1 +IRAK3 +MYO3A +CELSR1 +PRAP1 +C22orf9 +ZNF511 +GAD2 +PANX2 +ADAMTSL1 +RIBC2 +NCRNA00168 +GTSE1 +TSPO +KIAA1644 +PIP4K2A +SLC12A6 +GALNT8 +LPHN3 +CALY +MDM1 +TMEM19 +DYRK4 +RAPGEF3 +C12orf66 +SMC1B +ZBED4 +C22orf40 +BIK +PARVG +ARID2 +PKDREJ +MSRB3 +TMEM81 +TAF1 +CRELD2 +OR6C74 +MCAT +CDKN2C +DACH1 +KCNQ1 +EDNRB +SLC6A12 +RAD51AP1 +TSPAN9 +A2BP1 +DENND4C +RP3-474I12.5 +MIOX +SBF1 +ENO1 +DIAPH3 +CCR6 +UCHL3 +DSTYK +GRAMD4 +PARP11 +TBC1D4 +RPAP3 +BTG2 +NUP50 +HDAC10 +RPS6 +WDR27 +CACNA1C +PHF21B +PIBF1 +BRD1 +RBBP5 +EFCAB4B +NMU +IL26 +TTC38 +PNPLA5 +ZFC3H1 +CERK +PNPLA3 +WIF1 +NDUFA9 +SLC2A5 +LDOC1L +ATAD2B +NTF3 +TBK1 +SLFN11 +PHACTR3 +NDFIP2 +SLAIN1 +FGF6 +PITRM1 +RASSF4 +LARP4B +HAUS6 +KLF5 +DOCK5 +DIP2C +PFKP +SLITRK1 +TUBGCP2 +UPK3A +DMRT2 +C12orf4 +C12orf56 +UNC93A +KCNA1 +ARHGAP8 +RRAGA +C6orf124 +RERE +RAB21 +PIM1 +PCDH9 +HSPA1A +CTNNA3 +DMRT3 +PIM3 +TTLL2 +PHF10 +GTSF1 +HDAC7 +APBB1IP +RNASET2 +C13orf37 +AKR1E2 +SLITRK5 +KLF12 +PTPRR +IFNG +GTPBP4 +FGF23 +PRMT8 +TYMP +SPRY2 +MAPK8IP2 +SFT2D1 +LLPH +C13orf34 +PLIN2 +DYRK2 +MAPK12 +KLHDC7B +WDR37 +SLITRK6 +KCTD12 +ADM2 +MLC1 +PDCL2 +OR10A7 +PDCD2 +XPOT +C6orf70 +TBC1D22A +T +EXOC1 +AKR1C3 +TCTE3 +SAPS2 +VDR +LARP4 +NCKAP1L +FAM116B +AKR1C1 +CNTN2 +NDUFA4L2 +AKR1C4 +BCL11A +KLHL1 +SCEL +ADORA1 +SLC45A1 +SLC2A7 +DMRT1 +SPAG6 +MYCBP2 +C12orf5 +FAM118A +A2M +FBXL3 +OMG +PLXNB2 +PSMB1 +RAB11FIP4 +RBM26 +FAM154A +ATXN10 +PCDH17 +GNS +TRABD +FBLN1 +ARSA +CLN5 +SLC48A1 +PARVB +KLF6 +PAPSS2 +COMMD6 +TBC1D15 +DACT2 +PTPRB +CHI3L1 +CDC123 +CHKB +BBS10 +TBP +C12orf64 +GPR157 +AKR1CL1 +EVI2B +DNAJC1 +MYBPH +KCNA5 +FGFR1OP +THAP2 +ADAMTS20 +IDI2 +RASSF3 +MPPED1 +TMBIM4 +ALG12 +RPS6KA2 +MOV10L1 +FAM120B +CPT1B +THOC4 +ADARB2 +ODF3B +C10orf10 +PRR18 +RNF219 +SLFN13 +ZNF479 +IL17REL +LMF2 +TTLL8 +PDE10A +C22orf26 +TTLL12 +SLFN12 +TRMU +ADAM8 +C10orf125 +AKR1C2 +NCAM1 +COMMD3 +IDI1 +ZMYND11 +FAF1 +CA6 +TUBGCP6 +TCP10 +C6orf120 +THBS2 +PPARA +P11 +FAM19A5 +PRR5 +IL22 +SULT4A1 +DIS3 +MAPK11 +ST7 +DLL1 +BRP44L +BMI1 +CTRB1 +AKAP3 +SCUBE1 +GPR31 +PTPRZ1 +SAMM50 +WNT7B +SCO2 +LEMD3 +POU4F1 +NCAPH2 +EFCAB6 +KCNA6 +RP3-402G11.5 +RABL2B +PCDH20 +LOC553158
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/network.sif Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,152 @@ +CBL PP PIK3R1 +ADAM12 PP PIK3R1 +CBL PP PTPN11 +PIK3R1 PP PTPN11 +CBL PP KIT +PIK3R1 PP KIT +PTPN11 PP KIT +KIT PP MPDZ +CBL PP KDR +PIK3R1 STATE_CHANGE KDR +PTPN11 PP KDR +TBP PP RB1 +PIK3R1 PP RB1 +TBP PP TAF1 +RB1 PP TAF1 +PIK3R1 PP ERBB2 +PTPN11 PP ERBB2 +CBL PP SPRY2 +PTPN11 PP SPRY2 +CBL PP FRS2 +PIK3R1 STATE_CHANGE FRS2 +PTPN11 PP FRS2 +KDR PP FRS2 +RB1 PP CDK6 +CDK6 PP CDKN2A +PIK3R1 PP TEK +PTPN11 PP TEK +PIK3R1 PP GAB1 +PTPN11 PP GAB1 +KIT STATE_CHANGE GAB1 +KDR STATE_CHANGE GAB1 +FRS2 PP GAB1 +CBL PP PDGFRA +PIK3R1 PP PDGFRA +PTPN11 PP PDGFRA +CBL STATE_CHANGE IFNG +PTPN11 STATE_CHANGE IFNG +PDGFRA INTERACTS_WITH IFNG +TBP PP TP53 +TP53 PP HSPA1A +PIK3R1 IN_SAME_COMPONENT VLDLR +CBL CO_CONTROL_INDEPENDENT_SIMILAR DOCK1 +PIK3R1 CO_CONTROL_INDEPENDENT_SIMILAR DOCK1 +RB1 PP RBBP5 +TBP IN_SAME_COMPONENT SNAPC3 +RB1 PP SNAPC3 +RB1 PP MDM4 +TP53 PP MDM4 +TBP PP MDM2 +RB1 PP MDM2 +TAF1 PP MDM2 +CDKN2A PP MDM2 +TP53 PP MDM2 +MDM4 PP MDM2 +CBL PP EGFR +PIK3R1 PP EGFR +PTPN11 PP EGFR +ERBB2 PP EGFR +GAB1 PP EGFR +IFNG CO_CONTROL_INDEPENDENT_ANTI EGFR +CBL STATE_CHANGE JAK2 +PIK3R1 PP JAK2 +PTPN11 PP JAK2 +KIT PP JAK2 +ERBB2 PP JAK2 +GAB1 STATE_CHANGE JAK2 +IFNG IN_SAME_COMPONENT JAK2 +EGFR PP JAK2 +CBL PP CRK +PIK3R1 PP CRK +KIT PP CRK +KDR PP CRK +FRS2 PP CRK +TEK STATE_CHANGE CRK +GAB1 PP CRK +PDGFRA PP CRK +DOCK1 PP CRK +EGFR PP CRK +TP53 PP KLF6 +KCNA5 PP PTPRE +PTPRD PP PTPRE +ERBB2 PP PIK3C2B +EGFR PP PIK3C2B +TEK PP PTPRB +PIK3R1 CO_CONTROL_INDEPENDENT_ANTI PTEN +GAB1 CO_CONTROL_INDEPENDENT_SIMILAR PTEN +TP53 PP PTEN +CBL IN_SAME_COMPONENT SH3GL2 +EGFR IN_SAME_COMPONENT SH3GL2 +CBL STATE_CHANGE FGF23 +CDK6 PP CDKN2C +CDKN2A PP CDKN2C +TP53 PP CDKN2C +CNTN2 IN_SAME_COMPONENT NCAM1 +RB1 PP CDK4 +CDK6 IN_SAME_COMPONENT CDK4 +CDKN2A PP CDK4 +CDKN2C PP CDK4 +NUP50 STATE_CHANGE THOC4 +PIK3R1 STATE_CHANGE MAPK11 +KDR STATE_CHANGE MAPK11 +NUP50 IN_SAME_COMPONENT NUP107 +THOC4 STATE_CHANGE NUP107 +DCTN2 IN_SAME_COMPONENT TUBGCP2 +PIK3R1 PP IFNAR1 +PTPN11 PP IFNAR1 +IFNW1 PP IFNAR1 +IFNA2 PP IFNAR1 +IFNB1 PP IFNAR1 +IFNG METABOLIC_CATALYSIS IFNAR1 +PTPN11 METABOLIC_CATALYSIS A2M +RB1 PP BNC2 +TP53 PP EPHA3 +CRK PP EPHA3 +PIM1 PP EPHA3 +RB1 PP CCND2 +CDK6 PP CCND2 +CDK4 PP CCND2 +CDK4 PP CDKN2B +PPARA PP STAC3 +IFNAR1 PP IFNA1 +CBL CO_CONTROL_INDEPENDENT_SIMILAR PIK3CA +PIK3R1 PP PIK3CA +PTPN11 IN_SAME_COMPONENT PIK3CA +KDR STATE_CHANGE PIK3CA +FRS2 STATE_CHANGE PIK3CA +TEK STATE_CHANGE PIK3CA +GAB1 IN_SAME_COMPONENT PIK3CA +VLDLR IN_SAME_COMPONENT PIK3CA +DOCK1 CO_CONTROL_INDEPENDENT_SIMILAR PIK3CA +EGFR IN_SAME_COMPONENT PIK3CA +JAK2 CO_CONTROL_INDEPENDENT_SIMILAR PIK3CA +CRK CO_CONTROL_INDEPENDENT_SIMILAR PIK3CA +PTEN CO_CONTROL_INDEPENDENT_ANTI PIK3CA +MAPK11 STATE_CHANGE PIK3CA +A2M PP LYZ +CBL IN_SAME_COMPONENT HLA-DRA +PTPN11 STATE_CHANGE HLA-DRA +IFNG METABOLIC_CATALYSIS HLA-DRA +JAK2 CO_CONTROL_INDEPENDENT_SIMILAR HLA-DRA +CRK PP AVIL +CCT2 IN_SAME_COMPONENT CCT6A +DCTN2 IN_SAME_COMPONENT FGFR1OP +TUBGCP2 IN_SAME_COMPONENT FGFR1OP +NUP50 STATE_CHANGE SNRPE +THOC4 IN_SAME_COMPONENT SNRPE +NUP107 STATE_CHANGE SNRPE +DCTN2 IN_SAME_COMPONENT TUBGCP6 +TUBGCP2 IN_SAME_COMPONENT TUBGCP6 +FGFR1OP IN_SAME_COMPONENT TUBGCP6 +PIK3R1 IN_SAME_COMPONENT AGAP2 +PIK3CA IN_SAME_COMPONENT AGAP2
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/nodeType.txt Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,280 @@ +CDKN2B candidate +EGFR candidate +CDKN2A candidate +MTAP candidate +PTEN candidate +TP53 candidate +SEC61G candidate +IFNA1 candidate +ELAVL2 candidate +IFNA8 candidate +IFNA2 candidate +KLHL9 candidate +IFNA5 candidate +CYP27B1 candidate +IFNW1 candidate +CDK4 candidate +AGAP2 candidate +METTL1 candidate +AVIL candidate +MLLT3 candidate +IFNB1 candidate +CTDSP2 candidate +HLA-DRA candidate +NF1 candidate +XRCC6BP1 candidate +MDM2 candidate +OS9 candidate +PDGFRA candidate +CHIC2 candidate +NME7 candidate +RB1 candidate +C9orf82 candidate +MARS candidate +DTX3 candidate +PLAA candidate +CPM candidate +MBD6 candidate +KIT candidate +TEK candidate +DDIT3 candidate +KIF5A candidate +MOBKL2B candidate +NUP107 candidate +DCTN2 candidate +PTPRD candidate +PAOX candidate +ERBB2 candidate +PIK3R1 candidate +GLI1 candidate +CPSF6 candidate +ARHGAP9 candidate +PIK3CA candidate +FRS2 candidate +LYZ candidate +INHBC candidate +INHBE candidate +YEATS4 candidate +LNX1 candidate +MDM4 candidate +ECHS1 candidate +KDR candidate +KISS1 candidate +RAB3IP candidate +CCT2 candidate +ETNK2 candidate +REN candidate +PPP1R15B candidate +SOX13 candidate +PIK3C2B candidate +HMGA2 candidate +TYRP1 candidate +TPD52L3 candidate +DOCK1 candidate +LAX1 candidate +PRELP candidate +SNRPE candidate +CCT6A candidate +GRIP1 candidate +RAP1B candidate +ATP2B4 candidate +PTPRE candidate +ZC3H11A candidate +OPTC candidate +ADAM12 candidate +FIP1L1 candidate +NFASC candidate +MKI67 candidate +R3HDM2 candidate +PSIP1 candidate +CNOT2 candidate +AVPR1A candidate +KIAA2026 candidate +CD274 candidate +RASL11B candidate +CCND2 candidate +BNIP3 candidate +GLDC candidate +EPHA3 candidate +KCNV2 candidate +MGMT candidate +STAC3 candidate +SNAPC3 candidate +HELB candidate +JAK2 candidate +GLIS3 candidate +CAND1 candidate +SGCB candidate +CDC37L1 candidate +BNC2 candidate +PPP2R2D candidate +SRGAP1 candidate +LMO7 candidate +FMOD candidate +ZDHHC21 candidate +KLRC3 candidate +SUMF2 candidate +RFX3 candidate +KIAA0020 candidate +NFIB candidate +RLN2 candidate +SH3GL2 candidate +IL33 candidate +MPDZ candidate +INPP5A candidate +VLDLR candidate +SLC1A1 candidate +DPYSL4 candidate +CLOCK candidate +CER1 candidate +SMARCA2 candidate +DST candidate +PHKG1 candidate +UHRF2 candidate +IRAK3 candidate +MYO3A candidate +CELSR1 candidate +C22orf9 candidate +GAD2 candidate +PANX2 candidate +RIBC2 candidate +TSPO candidate +SLC12A6 candidate +TMEM19 candidate +RAPGEF3 candidate +SMC1B candidate +BIK candidate +PARVG candidate +ARID2 candidate +TAF1 candidate +CRELD2 candidate +CDKN2C candidate +DACH1 candidate +KCNQ1 candidate +EDNRB candidate +SLC6A12 candidate +RAD51AP1 candidate +SBF1 candidate +ENO1 candidate +DIAPH3 candidate +CCR6 candidate +UCHL3 candidate +PARP11 candidate +TBC1D4 candidate +BTG2 candidate +NUP50 candidate +HDAC10 candidate +RPS6 candidate +CACNA1C candidate +BRD1 candidate +RBBP5 candidate +EFCAB4B candidate +NMU candidate +WIF1 candidate +NDUFA9 candidate +NTF3 candidate +TBK1 candidate +PHACTR3 candidate +NDFIP2 candidate +FGF6 candidate +RASSF4 candidate +KLF5 candidate +PFKP candidate +TUBGCP2 candidate +UPK3A candidate +KCNA1 candidate +ARHGAP8 candidate +RRAGA candidate +RERE candidate +PIM1 candidate +HSPA1A candidate +CTNNA3 candidate +PIM3 candidate +PHF10 candidate +HDAC7 candidate +APBB1IP candidate +KLF12 candidate +PTPRR candidate +IFNG candidate +GTPBP4 candidate +FGF23 candidate +PRMT8 candidate +TYMP candidate +SPRY2 candidate +MAPK8IP2 candidate +C13orf34 candidate +DYRK2 candidate +MAPK12 candidate +WDR37 candidate +MLC1 candidate +PDCL2 candidate +PDCD2 candidate +XPOT candidate +EXOC1 candidate +AKR1C3 candidate +SAPS2 candidate +VDR candidate +CNTN2 candidate +NDUFA4L2 candidate +AKR1C4 candidate +BCL11A candidate +KLHL1 candidate +SCEL candidate +ADORA1 candidate +SPAG6 candidate +MYCBP2 candidate +A2M candidate +OMG candidate +PLXNB2 candidate +PSMB1 candidate +RAB11FIP4 candidate +ATXN10 candidate +PCDH17 candidate +FBLN1 candidate +ARSA candidate +PARVB candidate +KLF6 candidate +COMMD6 candidate +PTPRB candidate +TBP candidate +DNAJC1 candidate +MYBPH candidate +KCNA5 candidate +FGFR1OP candidate +RPS6KA2 candidate +FAM120B candidate +CPT1B candidate +THOC4 candidate +C10orf10 candidate +PDE10A candidate +NCAM1 candidate +COMMD3 candidate +ZMYND11 candidate +FAF1 candidate +CA6 candidate +TUBGCP6 candidate +TCP10 candidate +THBS2 candidate +PPARA candidate +IL22 candidate +DIS3 candidate +MAPK11 candidate +ST7 candidate +DLL1 candidate +BRP44L candidate +BMI1 candidate +CTRB1 candidate +AKAP3 candidate +SCUBE1 candidate +PTPRZ1 candidate +SAMM50 candidate +WNT7B candidate +LEMD3 candidate +POU4F1 candidate +RABL2B candidate +CRK linker +IFNAR1 linker +CBL linker +GAB1 linker +CDK6 linker +PTPN11 linker
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tool_conf.xml Wed Aug 24 08:27:40 2022 +0000 @@ -0,0 +1,24 @@ +<?xml version="1.0"?> +<tool_dependency> +<package name="R" version="4.0.0"> +<repository name="package_r_4_0_0" owner="iuc" /> +</package> +<package name="netboxr" version="1.6.0"> +<install version="1.0"> +<actions> +<action type="setup_r_environment"> +<repository name="package_r_3_2_1" owner="iuc"> +<package name="R" version="3.2.1" /> +</repository> +<package name = "igraph"> +https://cran.r-project.org/src/contrib/igraph_1.3.0.tar.gz +</package> +<package name = "netboxr"> +https://www.bioconductor.org/packages/release/bioc/src/contrib/netboxr_1.6. +0.tar.gz +</package> +</action> +</actions> +</install> +</package> +</tool_dependency>