Mercurial > repos > iuc > ggupset
changeset 0:f005c350af7f draft default tip
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/ggupset commit 517bf38557204e91a3652046a9412fb635257c8f
author | iuc |
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date | Sat, 17 Dec 2022 16:53:08 +0000 |
parents | |
children | |
files | ggupset.xml test-data/HEP3B test-data/HUH test-data/JHH6 test-data/JHH7 test-data/SNU test-data/upset.tsv upset.R |
diffstat | 8 files changed, 4809 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/ggupset.xml Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,54 @@ +<tool name="ggupset" id="emc-ggupset" version="1.0" profile="21.09"> + <description>produces plots of relationships, similar to venn diagrams.</description> + <requirements> + <requirement type="package" version="0.3.0">r-ggupset</requirement> + <requirement type="package" version="1.3.2">r-tidyverse</requirement> + </requirements> + <command><![CDATA[ +#for $f in $input + ln -s '$f' '$f.element_identifier'; +#end for + +Rscript '$__tool_directory__/upset.R' '$n_int' '$x_lab' '$y_lab' '$width' '$height' +#for $f in $input + '$f.element_identifier' +#end for +; +]]></command> + <inputs> + <param name="input" type="data" format="txt,tabular" multiple="true" label="Gene List files" /> + <param name="n_int" type="integer" min="1" max="100" value="40" label="Numer of interactions to show"/> + <param name="x_lab" type="text" value="Shared output across results" label="x-axis label"/> + <param name="y_lab" type="text" value="Number of shared results" label="y-axis label"/> + + <param name="width" type="integer" min="400" value="1000" label="Plot Width (px)"/> + <param name="height" type="integer" min="400" value="800" label="Plot Height (px)"/> + </inputs> + <outputs> + <data name="upset_freq" format="png" from_work_dir="upset-freq.png" label="${tool.name} on ${on_string}: Upset by frequency" /> + <data name="upset_degree" format="png" from_work_dir="upset-degree.png" label="${tool.name} on ${on_string}: Upset by degree" /> + <data name="commonalities" format="tabular" from_work_dir="upset.tsv" label="${tool.name} on ${on_string}: Identified Overlapping Groups" /> + </outputs> + <tests> + <test> + <param name="input" value="HEP3B,HUH,JHH6,JHH7,SNU"/> + <param name="n_int" value="40"/> + <param name="width" value="1000"/> + <param name="height" value="800"/> + <output name="upset_degree" ftype="png" compare="sim_size"> + <assert_contents> + <has_size value="82441" delta="10000" /> + </assert_contents> + </output> + <output name="upset_freq" ftype="png" compare="sim_size"> + <assert_contents> + <has_size value="81466" delta="10000" /> + </assert_contents> + </output> + <output name="commonalities" file="upset.tsv" ftype="tabular"/> + </test> + </tests> + <help><![CDATA[ +`Upset plots <https://en.wikipedia.org/wiki/UpSet_Plot>`__ are a data visualisation similar to Venn diagrams, but extensible for many more than 3 sets. + ]]></help> +</tool>
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/HUH Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,155 @@ +SOST +IGFBP2 +TRIM58 +AC079466.1 +LINC00488 +UGT2B15 +CHST11 +BMP6 +LINC01287 +EFNA5 +SH2D5 +LINC02535 +LINC02575 +AXIN2 +KIF7 +PTPRU +SSBP2 +CTSS +PRRT1B +RP11-402P6.15 +PON1 +THBD +HMGCS2 +ZNF114 +CACNA1D +ITGB6 +NLRP2 +SLC17A4 +JUP +RTL5 +TCF7 +SLC13A5 +TRIB3 +NR0B2 +RP11-318G21.4 +TMEM200B +TMEM158 +SOX6 +KDM5B +IL13RA2 +PIK3C2G +SAMD12 +IRF8 +EDNRB +AKR1C7P +FAM155B +XIST +MAMLD1 +PBLD +LINC02593 +SLC30A3 +LRRC61 +CLU +TUB +ERICH5 +PPFIA3 +RASAL1 +FOXF2 +ZBED6CL +NLRC5 +GLT1D1 +LIPH +HMOX1 +MIR9-1HG +GDF7 +PTPRH +SULF2 +ARL4C +LINC02381 +CES1P1 +C3P1 +LRRC3 +TSPAN18 +REEP6 +BTC +PAGE1 +FBXL17 +SOWAHB +LINC01419 +RP11-284F21.10 +ARHGAP18 +CERCAM +CYP3A5 +ELAPOR1 +BLNK +CD82 +HOXA11 +ERBB2 +CLEC2L +ANKRD20A7P +NR4A1 +ODF2L +C1orf116 +RP11-566K19.6 +TP53I11 +PKP3 +GLIS3 +SMAD9 +SEMA3G +SLC29A4 +PRKCQ-AS1 +CCR1 +SNRPN +ETFB +RP11-402P6.9 +SPECC1-DT +RP11-54O7.1 +DNMT3B +DRAIC +THSD7A +CPNE7 +METTL24 +ZSCAN30 +COL7A1 +EGFR-AS1 +CDH23 +HPD +CX3CL1 +LINC02889 +ATP8B2 +CPNE2 +ECM2 +ASIC1 +VWCE +OLFM3 +C4BPA +OSBPL10 +RP11-299H22.3 +NRP2 +ANXA13 +GATA3 +CARMAL +KIF17 +MYO10 +TSPEAR-AS2 +BAZ2B +MSI1 +MAB21L3 +ARRDC4 +HSD11B1L +AC098826.5 +SHD +LINC01515 +SUSD2 +DNAH5 +VSX1 +FAT3 +DEPP1 +RELN +KIF12 +EML1 +TSPY2 +ZC3H6 +ZNF595 +SDSL
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/JHH6 Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,238 @@ +LINC00942 +CFH +CD24 +MMP7 +SLC16A7 +PPL +SLC7A2 +DTX1 +ADD3 +NNMT +CARD11 +GSN +SEMA3E +S100A4 +DSP +SKAP2 +PLPP2 +PCDH7 +SCN9A +FN1 +PCSK1N +CLDN2 +NDRG1 +TNS1 +AFF2 +ALDH3A1 +SPP1 +CD163L1 +TIMP3 +SGSH +BASP1 +ZNF185 +ADORA1 +CLSTN2 +PPP1R9A +LZTS1 +HOMER1 +GALNT6 +MSI2 +RP1-27K12.2 +ATP13A2 +HMGCS1 +NRK +KCNK1 +RAVER2 +TUBA1A +HIP1 +PTX3 +SHANK3 +ZNF727 +CHST9 +ARSI +CHI3L1 +MSMO1 +LPP +NR2F1 +UBASH3B +CDC42BPG +GDNF +EBF4 +STOM +ATP9B +ITGB3 +BAMBI +SORL1 +CORO2B +SEMA6B +TMEM71 +PPFIBP2 +ZBTB18 +ANXA10 +HMOX1 +IDI1 +FBXO32 +ELAVL2 +COL4A6 +NCAM1 +C1QL1 +ZNF716 +SV2A +EDN2 +SHANK2 +NID1 +PEAR1 +VCAM1 +MYO15B +NRIP1 +CNN1 +NEBL +SEPTIN8 +CLDN11 +AMBP +CLIC6 +MAN1A1 +CDKN1A +ADAMTS10 +ELAPOR1 +TNXB +MMP3 +PLEKHO1 +IL1RAPL1 +RAB38 +TPD52L1 +TCEA3 +PROM1 +SOD3 +LUM +CACNA2D3 +DLG3 +PLAG1 +FAM89A +HAS3 +ZNF697 +TMCC3 +RP5-1063M23.4 +GPNMB +FAS +P2RY2 +ITGBL1 +TMOD2 +RP11-47I22.3 +LINC00839 +SPECC1 +MMP24 +CORO2A +GUCY1A2 +BAGE2 +FNDC4 +SHISAL1 +PDP1 +CNTNAP3 +ANGPTL2 +GREM1 +SLC26A11 +ADTRP +HR +GJA3 +KCNMB4 +FAM160B1 +NBL1 +PCDH1 +PDZD2 +MAPK13 +HSD17B2 +GLP2R +AK7 +CHMP4C +ROBO1 +ATP8B1 +KCTD15 +CEBPA +SLC25A18 +RUNX3 +TAGLN +TMEM40 +RP1-140K8.5 +CNRIP1 +NMNAT2 +PODXL +CDS1 +ST6GALNAC5 +HOMER2 +JAZF1 +F2R +NCR3LG1 +GGT5 +TNFRSF19 +SORCS2 +CRACDL +LNCOG +MX1 +GBP2 +SH3TC2 +NCKAP5 +LINC02535 +HLA-B +RAB3IL1 +KIAA1549L +ADAMTS7 +ICAM1 +GLUL +JAM3 +SPOCK3 +DDO +CDA +PRLR +SLC2A13 +FCGRT +MCC +CCDC198 +PIK3CG +CD302 +CYP2U1 +ELAPOR2 +P2RY6 +NR2F1-AS1 +INPP1 +TMEM132D-AS1 +ID1 +NRG2 +REPS2 +CUBN +FUZ +LCP1 +CACNB4 +FRMD4B +SFN +MTSS1 +MARCO +RP11-654O1.1 +SYNC +C1orf116 +ARL14 +ZSWIM5 +IL24 +DNER +ARHGEF9 +PAIP2B +ALS2CL +ALPP +TNNT1 +ITGA1 +LINC02827 +NKD2 +CCL2 +ADAMTS2 +GCNT4 +P2RX5 +ID3 +CAVIN3 +MACROD2 +SHROOM3 +MEIS3 +CRIP2 +CCRL2 +ADAMTS6 +BCYRN1 +AIF1L
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/JHH7 Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,299 @@ +NLRP1 +ANXA3 +TENM3 +KCNJ16 +TTR +CEACAM6 +CDH1 +DPYSL3 +CDKN1A +MITF +LIPH +UST +RP11-422P15.5 +CTSZ +FAXDC2 +SPX +ZNF462 +CARD16 +GLYATL1 +KRT15 +TUSC3 +IL18 +GP2 +ERP27 +TGM2 +BMP2 +SEMA3C +AJUBA +NDRG1 +LINC02331 +LINC01446 +PDZK1 +ANGPTL3 +ANGPTL8 +CCNG2 +CIDEC +SLC5A9 +ADGRD1 +ACSS2 +GBP1 +CCN2 +JUP +DHX32 +SLC1A3 +TOM1L2 +PRRG4 +YPEL5 +ECM2 +ZYX +EGF +NTS +PI3 +SLC6A14 +ENDOD1 +TCEAL9 +CLIC5 +ELOVL7 +TAGLN +ATF5 +CASP1 +KLHL24 +ITGA3 +PPFIBP2 +ACHE +CCDC141 +HLA-DRB1 +MYOF +HS1BP3 +MOGAT3 +HMGA1 +HOXD1 +FHL2 +FRMD3 +MASP1 +MSMO1 +ARHGDIB +FGD4 +SAMD9 +CDK18 +TUBB2B +GPX2 +AMOTL2 +PALMD +TCN2 +HSD3B1 +MYC +TMEM147-AS1 +MISP +EIF5AL1 +HK1 +IRAG2 +COL4A1 +VSIR +TMEM144 +COL4A2 +TP53INP1 +S100A10 +FAM160A1 +SLPI +GOLGA7B +SLC7A8 +DAPK3 +RP11-262P8.1 +RAB17 +CCR1 +THSD4 +LINC01639 +FBLN5 +MGST3 +ADH6 +DPEP1 +KLKB1 +TSPAN18 +PBLD +SOWAHA +PTGER2 +CHST9 +GUCY2C +AXIN2 +KLHL30 +HPGD +MVP +SHC2 +JAG1 +CYFIP2 +OPTN +CD59 +NAP1L3 +RASSF6 +HLF +RCAN1 +RHBG +LPCAT2 +PHEX +TRIP6 +PTGR1 +DEFB1 +TNFSF4 +MARCHF2 +ZNF853 +KYNU +SLC22A18 +IL32 +DENND1C +ABTB1 +SUSD2 +ALDH3B1 +LRRC19 +NPC2 +MEF2C +CH17-360D5.2 +PPP2R5B +TMPRSS6 +MME +PDLIM2 +SLC16A4 +DDX60L +RP11-1143G9.5 +SMARCD3 +TAF4B +AREG +HYAL4 +RPL13P12 +RBMS2 +RPL3P4 +PSTPIP2 +ST6GALNAC1 +IYD +C4BPB +GPX8 +HEPACAM2 +EMP1 +ZC3H12D +RETREG1 +AQP4 +CACNA2D3 +PIM1 +GLRB +DDX60 +TEX19 +CALCOCO1 +KHDRBS3 +PROM1 +TP53INP2 +RP11-736K20.5 +LONRF1 +FOLR1 +NOX1 +SLC23A1 +CTSS +FZD4 +RPL21P16 +SLC26A3 +EVI5L +PBXIP1 +IFIT2 +ASPA +OXCT1 +CCN1 +MDK +NKD1 +SLC7A7 +AKR1D1 +RPL18AP3 +GLTPD2 +LTBP1 +SGK1 +RIMKLB +PLCD3 +NFIX +SPHK1 +ENPP3 +AHNAK +WFDC21P +PKIB +MBNL2 +XDH +F2RL1 +MPP1 +F13B +HAVCR1 +HPN +LPIN3 +CTD-2396E7.11 +PRSS35 +EDEM1 +SERPINA6 +UGT2A3 +FUBP1 +MAPRE3 +PINK1 +CA5A +RP11-449D8.5 +FSTL3 +CAPN8 +FES +OLFML3 +GREB1 +TNFSF10 +CAPN6 +TNS1 +LYPD6B +NCF2 +SULT1C4 +ARMCX3 +CRLF1 +SULT1E1 +NPAS1 +TRIM6 +P2RX3 +MAGI2-AS3 +ACKR3 +ST3GAL5 +MALRD1 +LRRC75A +SLC38A3 +MGLL +SCD5 +CTB-25B13.12 +TBC1D19 +LGALS3 +CACNG4 +CDC42EP3 +EPHB2 +ZNF215 +MAF +SRPX2 +KIAA1217 +RIN2 +RP11-234A1.1 +TNFRSF8 +EDN1 +TINAGL1 +LGI4 +SLC1A1 +FMO3 +MXD4 +HIP1 +AKAP12 +NKD2 +GGT1 +BCAN-AS1 +C8orf58 +TGFB2 +AGXT +FZD4-DT +CDH11 +CTB-63M22.1 +REEP6 +SOD3 +MYO15B +PCDH1 +RP11-161I6.2 +DHRS2 +CFAP69 +PRODH +KCNMB3 +ZNF600 +NEURL1B
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/SNU Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,858 @@ +MATN2 +CCL2 +LCP1 +ADAMTS14 +CDH6 +PADI2 +ZPLD1 +MYH16 +SCD +EPDR1 +INHBB +GDF6 +COBL +MXRA5 +GPAM +SEMA5A +MAGEC1 +MMP2 +KIAA1671 +CYFIP2 +MYRF +RP11-1150C11.2 +TNFRSF19 +ARHGEF9 +GLI2 +SRC +VCAM1 +PRSS35 +SLITRK4 +FHL1 +SMO +ADAMTS10 +NUP210 +CCDC3 +FBLIM1 +CLDN2 +TUBB2B +S100A6 +F3 +LINC02199 +WNT5A +DSC3 +EPB41L3 +ANXA8 +KAZN +TMEM98 +BICC1 +CACNA1C +CD44 +NPDC1 +FADS2 +PDZRN3 +PPP2R2B +LPXN +CARD11 +CTSS +BEND7 +TMPRSS15 +HPGD +NCS1 +C6orf132 +LPCAT2 +PXDN +MMP15 +KIF5C +VEGFA +B4GALNT4 +DIRC3 +FYN +KRT8 +CPA4 +RBPMS +AMOT +NOG +SEZ6L2 +TMEM132D +MYCT1 +MACC1 +KRT19 +TMTC1 +ROS1 +DSE +LBH +DIP2C +MGLL +GPRC5B +DIO2 +APBA2 +CERS4 +ABC10-44372100G24.1 +CCR3 +PAMR1 +GNAZ +EVI2B +AUTS2 +C22orf34 +ANXA3 +COL4A1 +MAMDC2 +NXF3 +SLC37A2 +TNIK +RASSF6 +VGLL3 +TMEM178B +TRNP1 +APOBEC3B +VAT1L +SH3BGRL2 +WNT7B +AKR1B1 +PPP2R2C +GABRA5 +TNFSF15 +MVB12B +SRPX +SEL1L3 +HK1 +HNF1B +RASGRF2 +SEMA6B +AC003092.1 +SLC9A3R2 +LTBP1 +SIPA1L2 +SSC5D +LRRC7 +RGS9 +MRPL50P1 +ADORA2B +SMOC1 +VWA1 +PCBD1 +BTG1 +PPP1R26 +RP11-1E6.1 +ID2 +UGT1A1 +PTPN3 +SOX11 +CALB2 +ELL2 +ATP10A +BMF +SNCB +MROH2B +PDGFRB +CD70 +MMP3 +AGA +ZNF423 +PRR16 +RP11-875H7.5 +TDRP +UGT1A6 +FER1L4 +SYT1 +PAX8-AS1 +CPED1 +EFEMP1 +ADORA1 +TPBG +STC1 +INHBA +HIP1 +DHCR24 +ADCY1 +CAMK1D +TFAP2C +CACNA2D1 +IL31RA +PRXL2A +TPTEP1 +ARRB1 +NEDD4 +RAB11FIP4 +PDPN +COL27A1 +IGSF3 +PLCE1 +LOXL3 +RP11-379C1.2 +ADTRP +THRB +PLXNB1 +FMO3 +PNMA8A +TUSC1 +ADAM15 +ANXA8L1 +SPANXN3 +SP6 +MYEOV +HOXB9 +TAGLN +PTX3 +FGF13 +PKDCC +ARHGEF6 +PIK3R6 +DIRAS1 +IL6 +CD4 +RP11-527D7.1 +FYB1 +MARCHF4 +SUSD5 +TBC1D8 +UCA1 +RIMS3 +FLJ16779 +UCHL1 +DNM1 +KIRREL3 +NLGN4Y +ITM2A +TES +HSPG2 +RASSF2 +HSPA12A +SLC16A7 +ALPK2 +FARP1 +SERPINA1 +MAL2 +VEGFC +CXXC5 +BDNF +SDC3 +NRXN3 +C15orf48 +SHANK2 +DIO3 +SIRPB1 +TMEM255A +EVI2A +PLIN2 +GALC +CAMK2N1 +TP73-AS1 +KCNAB2 +DPYSL4 +LRP4 +PCDH9 +NEURL1B +SPTLC3 +NTNG1 +SH3PXD2B +PWWP2B +ZBED2 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+SPANXB1 +RP4-607I7.1 +CACHD1 +MIR503HG +CRIP2 +RPS15P4 +HKDC1 +CALN1 +CACNG7 +RPL3P4 +FGFR4 +LAMA5 +LRP3 +SOWAHD +WTAPP1 +PAPLN +GRIA3 +DCHS1 +RP1 +PKIA +HOXB5 +EMX2 +SYT14 +PRSS12 +SLC2A13 +GLDC +TGIF2LY +RP11-109P6.2 +MMP24 +TNFRSF11B +KCNC4 +HCAR1 +LINC01106 +SLC7A14 +AREG +SLC27A2 +LONRF2 +AF121898.3 +GS1-199J3.3 +SMARCD3 +SLITRK1 +SELENOP +RP11-190A12.10 +MIR1915HG +WLS +DACT2 +RUNX3 +OPCML +CALHM5 +MS4A4A +SERPINA9 +LGR5 +RORA +ADGRF4 +RAMP1 +GPC6 +SIRPG-AS1 +RP3-413H6.3 +VAC14-AS1 +CFH +S100A4 +PPP1R14A +IQCK +MYH15 +RNF157 +MAPK11 +RP11-566H8.3 +PIGZ +NANOS1 +RP5-1120P11.3 +ZNF295-AS1 +STK32B +TUB +RP11-244B22.11 +SLC4A8 +SCARF2 +GABRQ +SLC29A2 +CCN4 +WASF3 +NAP1L3 +LZTS1 +MMP13 +SLC2A12 +JPH1 +FAM241A +ZNF117 +LINC00327 +MERTK +MTUS1 +CCDC80 +RP11-20J15.3 +CNR1 +SDC2 +THBS2 +KCNG1 +SMIM10 +ZFP92 +RP11-412N9.1 +RP13-143G15.4 +LAD1 +GNG2 +CA12 +RP11-2G1.1 +IGFBP4 +SYBU +LINC00996 +SCAT8 +DSC2 +LINC02582 +TRPC4 +CIB2 +FAM110C +CHI3L1 +ZFYVE28 +IGFBP3 +CXCL8 +CLDN3 +NQO1 +GYPC +ABCC2 +FOXQ1 +PANX2 +SLC2A2 +SPNS2 +ZFPM2-AS1 +RP11-412P11.1 +LINC01721 +ABCA3 +MIR646HG +ABCC9 +CTD-2091N23.1 +MAFB +CTD-2003C8.2 +SERPINB7 +SHOC1 +RPL39P3 +BBC3 +SLC29A4 +CLDN11 +RP11-889D3.1 +FAM13A +EPHX4 +IRX3 +ZNF804A +FKBP1C +AC144450.2 +RPL21P16 +IP6K3 +TUBAP13 +SBK2 +OSBP2 +IL1B +LGI2 +STK31 +IL17RD +SPTBN2 +SLC16A6 +AC006460.2 +RP11-301G19.1 +AC005083.1 +AP000221.1 +SLC38A4 +TNNT1 +HAPLN3 +MPP2 +TMEM59L +KRT34 +RP4-665J23.4 +CTD-2297D10.2 +NTRK3 +ANK1 +CYP39A1 +USP2 +RP11-78C3.1 +SLC6A15 +GPC2 +LINC01098 +LAMA4 +SCAMP5 +MDK +LINC00654 +RP11-11N9.4 +DAAM2 +RP11-438F14.11 +PTER +LRRN4 +RUNX3-AS1 +SH3GL3 +EPCAM +RP11-731J8.2 +AC073130.1 +FEZ1 +SHC3 +SYT11 +C4orf54 +LMOD1 +IL2RG +CSPG4 +RP11-66B24.7 +RP11-1152H15.1 +FCHO1 +CLIP3 +TP73 +EFR3B +TMEM25 +DMRT3 +PRAME +GSTM4 +SLC16A9 +TGFA +C2orf15 +HSD17B2 +BTG2 +RHPN1 +PCDHAC2 +THSD7A +RP11-708B6.2 +LINC01602 +ZIC5 +COL21A1 +KC6 +PTGFRN +SORCS1 +CTD-2334D19.1 +C9orf116 +ZBTB46 +TYMP +ANGPTL4
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/upset.tsv Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,2203 @@ +gene files +ABAT HEP3B +ABC10-44372100G24.1 SNU +ABCA13 SNU +ABCA3 SNU +ABCB9 SNU +ABCC2 SNU +ABCC3 HEP3B +ABCC9 SNU +ABCG5 HEP3B +ABCG8 HEP3B +ABI3BP HEP3B +ABLIM2 HEP3B +ABLIM3 HEP3B +ABTB1 JHH7 +AC002456.2 HEP3B +AC003092.1 SNU +AC005083.1 SNU +AC005301.9 SNU +AC005307.1 SNU +AC006460.2 HEP3B,SNU +AC025171.1 HEP3B +AC058791.1 HEP3B +AC073130.1 SNU +AC074289.1 HEP3B +AC079466.1 HUH +AC098826.5 HUH +AC106869.2 HEP3B +AC144450.1 SNU +AC144450.2 SNU +ACCS HEP3B +ACHE JHH7 +ACKR3 JHH7,SNU +ACOT12 HEP3B +ACSL5 HEP3B +ACSM2A HEP3B +ACSS1 SNU +ACSS2 JHH7 +ACTBL2 SNU +ACTR1B SNU +ADA HEP3B,JHH6,SNU +ADAM11 HEP3B +ADAM15 SNU +ADAM21 HEP3B +ADAMTS10 HEP3B,JHH6,SNU +ADAMTS12 HEP3B +ADAMTS14 SNU +ADAMTS16 SNU +ADAMTS2 JHH6,SNU +ADAMTS6 JHH6 +ADAMTS7 HEP3B,JHH6 +ADAMTS9 HEP3B,SNU +ADAMTS9-AS1 HEP3B +ADAMTSL2 HEP3B +ADCY1 SNU +ADCY3 HEP3B +ADD3 JHH6 +ADGRD1 JHH7 +ADGRF4 SNU +ADGRG5 HEP3B +ADGRG6 HEP3B +ADGRV1 HEP3B +ADH4 HEP3B +ADH6 HEP3B,JHH7 +ADM SNU +ADORA1 JHH6,SNU +ADORA2B SNU +ADRB2 SNU +ADTRP JHH6,SNU +AEBP1 HEP3B +AF121898.3 SNU +AFF2 JHH6 +AFF4 HEP3B +AGA SNU +AGR2 HEP3B +AGT HEP3B +AGTR1 HEP3B +AGTR2 HEP3B +AGXT JHH7 +AHNAK HEP3B,JHH7 +AHSG HEP3B +AIF1L JHH6 +AIG1 HEP3B +AJUBA JHH7 +AK7 JHH6 +AKAP12 HEP3B,JHH7 +AKR1B1 HEP3B,SNU +AKR1B10 HEP3B +AKR1C1 SNU +AKR1C7P HUH +AKR1D1 HEP3B,JHH7 +ALB HEP3B,SNU +ALDH1A2 HEP3B +ALDH1L1 HEP3B +ALDH3A1 JHH6 +ALDH3B1 HEP3B,JHH7 +ALDH5A1 SNU +ALDH8A1 HEP3B +ALKAL2 SNU +ALOX12P2 HEP3B +ALOX15P1 HEP3B +ALPK2 SNU +ALPP JHH6,SNU +ALS2CL HEP3B,JHH6 +AMBP JHH6 +AMOT JHH7,SNU +AMOTL2 JHH7 +ANGPTL1 HEP3B +ANGPTL2 HEP3B,JHH6,SNU +ANGPTL3 HEP3B,JHH7 +ANGPTL4 SNU +ANGPTL8 JHH7 +ANK1 SNU +ANK2 JHH6,SNU +ANKRD13B SNU +ANKRD18B HEP3B +ANKRD20A7P HUH +ANKRD33B HEP3B +ANP32B HEP3B +ANXA10 HEP3B,JHH6,SNU +ANXA13 HUH +ANXA3 JHH7,SNU +ANXA8 HEP3B,SNU +ANXA8L1 HEP3B,SNU +AOAH SNU +AP000221.1 SNU +AP004372.1 SNU +APBA2 SNU +APBB1IP HEP3B,SNU +APBB2 HEP3B +APC HEP3B +APELA HEP3B +APH1B HEP3B +APLP1 SNU +APOBEC3B SNU +APOC2 HEP3B +APOL2 HEP3B +APOL6 HEP3B +AQP1 HEP3B +AQP4 JHH7 +ARAP3 SNU +AREG JHH7,SNU +ARHGAP18 HUH +ARHGAP24 SNU +ARHGAP31 HEP3B +ARHGAP40 HEP3B +ARHGDIB JHH7 +ARHGEF10L SNU +ARHGEF26-AS1 HEP3B +ARHGEF28 HEP3B,SNU +ARHGEF4 HEP3B +ARHGEF6 SNU +ARHGEF9 JHH6,SNU +ARL14 JHH6 +ARL4C HUH +ARMC9 HEP3B +ARMCX3 JHH7 +ARMH1 HEP3B +ARMH4 HEP3B +ARRB1 SNU +ARRDC3 HEP3B +ARRDC4 HUH +ARSB HEP3B +ARSI HEP3B,JHH6,SNU +ARSJ HEP3B +ASB4 HEP3B +ASB9 HEP3B +ASIC1 HUH,SNU +ASPA JHH7 +ASPDH HEP3B +ASPHD1 HEP3B +ASS1 SNU +ATF5 JHH7 +ATOH8 HEP3B,SNU +ATP10A SNU +ATP13A2 JHH6 +ATP6V0D2 SNU +ATP8B1 JHH6 +ATP8B2 HUH +ATP9B JHH6 +AUTS2 HEP3B,SNU +AXIN1 HEP3B +AXIN2 HEP3B,HUH,JHH7,SNU +AZGP1 HEP3B +B3GALT1 SNU +B3GALT2 HEP3B +B3GNT9 HEP3B +B4GALNT4 SNU +BAAT HEP3B +BAGE2 JHH6 +BAIAP2L2 HEP3B +BAMBI JHH6 +BASP1 JHH6 +BAZ2B HUH +BBC3 SNU +BCAM SNU +BCAN-AS1 HEP3B,JHH7 +BCHE HEP3B +BCL11A HEP3B +BCL2L14 HEP3B +BCO2 HEP3B +BCORL1 SNU +BCYRN1 JHH6 +BDKRB2 HEP3B +BDNF HEP3B,SNU +BEND7 SNU +BEX4 SNU +BHLHE41 HEP3B +BHMT2 SNU +BICC1 SNU +BIK HEP3B +BIRC7 SNU +BLNK HUH +BMF SNU +BMP1 HEP3B +BMP2 JHH7 +BMP6 HUH +BMP7 HEP3B +BMPER SNU +bP-2189O9.5 HEP3B +BRDT HEP3B +BTC HEP3B,HUH +BTG1 SNU +BTG2 SNU +C15orf48 SNU +C1orf116 HUH,JHH6 +C1orf21 HEP3B +C1orf94 SNU +C1QL1 JHH6 +C1QTNF1 HEP3B +C1S HEP3B +C22orf34 SNU +C2orf15 SNU +C3 HEP3B,HUH,JHH6,JHH7,SNU +C3orf70 HEP3B +C3P1 HUH +C4A HEP3B,SNU +C4B HEP3B,HUH,JHH7 +C4BPA HEP3B,HUH +C4BPB JHH7 +C4orf54 SNU +C6orf132 SNU +C7 HUH,JHH6,JHH7,SNU +C8orf58 JHH7 +C9orf116 SNU +C9orf40 HEP3B +CA11 HEP3B +CA12 SNU +CA5A JHH7 +CACHD1 SNU +CACNA1C SNU +CACNA1D HUH +CACNA1H HEP3B +CACNA2D1 SNU +CACNA2D3 JHH6,JHH7 +CACNB4 JHH6 +CACNG4 JHH7 +CACNG7 SNU +CADM4 SNU +CALB2 SNU +CALCOCO1 JHH7 +CALHM5 SNU +CALN1 SNU +CAMK1D SNU +CAMK2N1 HEP3B,SNU +CAPN2 HEP3B +CAPN6 JHH7 +CAPN8 JHH7 +CARD11 JHH6,SNU +CARD16 JHH7,SNU +CARD6 HEP3B +CARMAL HUH +CARMIL1 SNU +CARNS1 HEP3B +CASC15 HEP3B +CASC19 HEP3B +CASP1 JHH7 +CAV1 HEP3B +CAV2 HEP3B +CAVIN3 JHH6 +CBR1 HEP3B +CCDC141 JHH7 +CCDC144NL-AS1 HEP3B +CCDC148 HEP3B +CCDC198 JHH6 +CCDC24 HEP3B +CCDC3 SNU +CCDC69 SNU +CCDC8 HEP3B,SNU +CCDC80 HEP3B,SNU +CCDC88C SNU +CCDC9B HEP3B +CCK SNU +CCKAR SNU +CCL2 JHH6,SNU +CCN1 HEP3B,JHH7 +CCN2 HEP3B,JHH7 +CCN3 SNU +CCN4 SNU +CCNG2 JHH7 +CCR1 HUH,JHH7 +CCR3 SNU +CCRL2 JHH6,SNU +CD14 HEP3B +CD163L1 HEP3B,JHH6,SNU +CD24 JHH6 +CD302 JHH6 +CD33 HEP3B,SNU +CD36 HEP3B +CD37 SNU +CD4 SNU +CD44 SNU +CD59 JHH7 +CD70 SNU +CD82 HEP3B,HUH +CD9 HEP3B,SNU +CD96 SNU +CDA JHH6 +CDC42BPG JHH6 +CDC42EP3 JHH7 +CDCA4 HEP3B +CDH1 HEP3B,JHH6,JHH7 +CDH11 JHH7 +CDH16 HEP3B +CDH19 HEP3B +CDH23 HUH +CDH6 SNU +CDHR2 HEP3B +CDIP1 SNU +CDK18 JHH7 +CDKN1A JHH6,JHH7 +CDKN2B HEP3B +CDO1 HEP3B +CDS1 JHH6 +CEACAM6 JHH7 +CEBPA JHH6 +CEMIP SNU +CENPV HEP3B +CEP112 HEP3B +CERCAM HUH +CERS4 SNU +CES1 HUH,SNU +CES1P1 HUH +CFAP221 HEP3B +CFAP69 JHH7 +CFH HEP3B,JHH6,SNU +CFTR HEP3B +CGN HEP3B +CGREF1 SNU +CH17-360D5.2 HEP3B,JHH7 +CH17-84K15.2 HEP3B +CHAD HEP3B +CHI3L1 JHH6,SNU +CHMP4C JHH6 +CHN1 HEP3B +CHPF2 HEP3B +CHRM3 HEP3B +CHRNA1 HEP3B +CHST11 HUH +CHST3 SNU +CHST9 JHH6,JHH7 +CHSY1 HEP3B +CIB2 SNU +CIDEC JHH7 +CITED2 HEP3B +CKB HEP3B +CKMT2-AS1 SNU +CLDN1 HEP3B,JHH6,SNU +CLDN11 JHH6,SNU +CLDN16 HEP3B +CLDN2 JHH6,SNU +CLDN3 SNU +CLEC2B SNU +CLEC2L HUH +CLIC3 HEP3B +CLIC5 HEP3B,JHH7 +CLIC6 JHH6 +CLIP3 SNU +CLIP4 HEP3B +CLSTN2 JHH6,SNU +CLTB HEP3B +CLU HUH +CNIH3 HEP3B +CNN1 HEP3B,JHH6,SNU +CNNM1 SNU +CNR1 SNU +CNRIP1 JHH6 +CNTNAP1 SNU +CNTNAP3 JHH6 +COBL SNU +COL21A1 SNU +COL25A1 HEP3B +COL26A1 HEP3B +COL27A1 SNU +COL2A1 HEP3B +COL4A1 JHH7,SNU +COL4A2 JHH7 +COL4A6 HEP3B,JHH6 +COL5A2 HEP3B +COL6A1 HEP3B +COL6A2 HEP3B +COL7A1 HUH +COL9A2 SNU +COL9A3 HEP3B +COLEC10 SNU +COLEC11 HEP3B +COPZ2 HEP3B +CORIN HEP3B +CORO2A JHH6 +CORO2B JHH6 +CORO6 SNU +CPA2 HEP3B +CPA4 SNU +CPEB4 HEP3B +CPED1 HEP3B,SNU +CPLANE1 HEP3B +CPM HEP3B +CPN1 HEP3B +CPN2 HEP3B +CPNE2 HUH +CPNE7 HUH +CPS1 HEP3B +CPT1A HEP3B +CPZ SNU +CRACDL JHH6 +CREBRF HEP3B +CRIM1 HEP3B +CRIP2 JHH6,SNU +CRLF1 HEP3B,JHH7 +CRP HEP3B +CRYAB HEP3B +CRYL1 HEP3B +CSAG1 HEP3B +CSF1 SNU +CSMD2 SNU +CSPG4 SNU +CTAG2 HEP3B +CTB-25B13.12 HEP3B,JHH7 +CTB-63M22.1 JHH7,SNU +CTB-92J24.3 SNU +CTBP2 HEP3B +CTC-308K20.1 HEP3B +CTD-2003C8.2 SNU +CTD-2062A1.3 HEP3B +CTD-2091N23.1 SNU +CTD-2201E18.8 HEP3B +CTD-2297D10.2 SNU +CTD-2334D19.1 SNU +CTD-2396E7.11 JHH7 +CTD-2531D15.4 HEP3B +CTD-2561J22.5 HEP3B +CTD-2619J13.8 HEP3B +CTD-3099C6.13 HEP3B +CTD-3128G10.7 HEP3B,SNU +CTDSPL HEP3B +CTNNA2 HEP3B +CTNNAL1 HEP3B +CTSF HEP3B,SNU +CTSO HEP3B +CTSS HUH,JHH7,SNU +CTSZ JHH7 +CTTNBP2 HEP3B,SNU +CTXN1 SNU +CUBN JHH6 +CX3CL1 HUH +CXCL1 HEP3B,SNU +CXCL12 HEP3B +CXCL2 HEP3B +CXCL5 HEP3B +CXCL6 SNU +CXCL8 SNU +CXXC5 SNU +CYB561 SNU +CYFIP2 JHH7,SNU +CYGB HEP3B,SNU +CYP1A1 SNU +CYP2B6 HEP3B +CYP2C9 SNU +CYP2S1 HEP3B,SNU +CYP2U1 JHH6 +CYP39A1 SNU +CYP3A5 HUH +CYSTM1 HEP3B +DAAM2 HEP3B,SNU +DAB1 HEP3B +DAB2 HEP3B,SNU +DAB2IP SNU +DACT2 HEP3B,SNU +DAO HEP3B +DAPK3 JHH7 +DBNDD1 SNU +DCBLD1 HEP3B +DCHS1 SNU +DCLK1 SNU +DDC HEP3B +DDN HEP3B +DDO JHH6 +DDX60 JHH7 +DDX60L JHH7 +DEFB1 JHH7 +DENND1C JHH7 +DENND6B HEP3B +DEPP1 HEP3B,HUH +DEPTOR HEP3B +DGKB SNU +DGKG HEP3B +DHCR24 SNU +DHRS2 JHH7 +DHX32 JHH7 +DIO2 SNU +DIO3 SNU +DIO3OS SNU +DIP2C HEP3B,SNU +DIP2C-AS1 HEP3B +DIRAS1 HEP3B,SNU +DIRC3 SNU +DIRC3-AS1 SNU +DISP2 HEP3B +DLG3 JHH6 +DMBT1 SNU +DMRT3 SNU +DNAH11 SNU +DNAH3 HEP3B +DNAH5 HEP3B,HUH,SNU +DNAJB9 HEP3B +DNAJC6 HEP3B +DNALI1 HEP3B +DNASE1L1 SNU +DNER JHH6 +DNM1 SNU +DNMT3B HEP3B,HUH +DOCK2 SNU +DOCK4 SNU +DOK1 SNU +DOK7 HEP3B +DPEP1 JHH7 +DPP4 HEP3B +DPP7 SNU +DPYSL3 JHH7 +DPYSL4 SNU +DPYSL5 HEP3B +DRAIC HUH +DSC2 SNU +DSC3 SNU +DSE SNU +DSP HEP3B,JHH6 +DST HEP3B +DTNA SNU +DTX1 JHH6 +DTX3 SNU +DUSP1 HEP3B,SNU +DUSP13 HEP3B +DUSP2 HEP3B +DUSP8 HEP3B +DUSP9 HEP3B +DYNC1I1 HEP3B +DYNC2H1 HEP3B +DYSF HEP3B +E2F7 HEP3B +E2F8 HEP3B +EBF4 HEP3B,JHH6 +EBI3 SNU +ECM2 HEP3B,HUH,JHH7 +EDA HEP3B +EDEM1 JHH7 +EDN1 JHH7 +EDN2 JHH6 +EDNRB HUH +EEF1A2 HEP3B,SNU +EFEMP1 SNU +EFHC1 HEP3B +EFNA5 HUH +EFNB3 HEP3B +EFR3B SNU +EGF HEP3B,HUH,JHH7,SNU +EGFR-AS1 HUH +EHD2 HEP3B +EHD3 HEP3B +EHF HEP3B,SNU +EIF5AL1 JHH7 +ELAPOR1 HUH,JHH6 +ELAPOR2 JHH6 +ELAVL2 JHH6 +ELF5 HEP3B +ELFN1 HEP3B +ELL2 SNU +ELOVL3 HEP3B +ELOVL7 JHH7,SNU +EMB SNU +EMC10 HEP3B +EMILIN3 HEP3B +EML1 HUH +EMP1 HEP3B,JHH7,SNU +EMP2 SNU +EMX2 SNU +ENDOD1 JHH7 +ENO2 HEP3B +ENPP1 SNU +ENPP3 JHH7 +ENPP5 HEP3B +ENTPD3 HEP3B +EPB41L1 SNU +EPB41L3 SNU +EPB41L4B HEP3B +EPCAM SNU +EPDR1 HEP3B,SNU +EPHA3 HEP3B +EPHA7 HEP3B +EPHB2 JHH7 +EPHB6 SNU +EPHX4 SNU +EPN2 SNU +EPS8L1 HEP3B +ERBB2 HUH +EREG SNU +ERICH5 HEP3B,HUH +ERP27 JHH7 +ERVH48-1 HEP3B +ESPNL HEP3B +ESYT3 SNU +ETFB HUH +EVI2A SNU +EVI2B SNU +EVI5L JHH7 +F13B JHH7 +F2R HEP3B,JHH6,JHH7,SNU +F2RL1 JHH7 +F2RL2 HEP3B,SNU +F3 HEP3B,SNU +FADS2 HEP3B,SNU +FADS3 SNU +FAM102B SNU +FAM110C SNU +FAM114A1 HEP3B +FAM133A HEP3B +FAM13A SNU +FAM155A SNU +FAM155B HUH +FAM160A1 JHH7 +FAM160B1 JHH6 +FAM167A SNU +FAM174B HEP3B +FAM241A SNU +FAM3B HEP3B +FAM89A JHH6 +FANCG HEP3B +FAP HEP3B,JHH7,SNU +FAR2 HEP3B +FARP1 SNU +FAS JHH6,SNU +FAT3 HEP3B,HUH +FAT4 HEP3B +FAXDC2 HEP3B,JHH7 +FBLIM1 SNU +FBLN1 HEP3B +FBLN5 JHH7 +FBN2 SNU +FBXL17 HUH +FBXL2 HEP3B +FBXO16 HEP3B +FBXO32 JHH6 +FBXO41 HEP3B,SNU +FCGRT JHH6 +FCHO1 SNU +FCHSD1 HEP3B +FER1L4 HEP3B,SNU +FES JHH7 +FEZ1 SNU +FGA HEP3B +FGD1 HEP3B +FGD4 HEP3B,JHH7 +FGF13 SNU +FGFR2 HEP3B +FGFR3 HEP3B +FGFR4 SNU +FGG HEP3B +FHL1 SNU +FHL2 JHH7 +FILIP1L HEP3B +FKBP1C SNU +FLI1 HEP3B +FLJ16779 SNU +FLRT2 SNU +FLVCR2 SNU +FMO3 JHH7,SNU +FN1 HEP3B,JHH6 +FNDC10 HEP3B +FNDC4 JHH6 +FOLR1 JHH7 +FOXC2 SNU +FOXF2 HUH +FOXQ1 HEP3B,SNU +FRAS1 SNU +FREM1 HEP3B +FREM2 HEP3B +FRMD3 HEP3B,JHH7 +FRMD4B JHH6 +FRRS1L HEP3B +FSD1 HEP3B,SNU +FST HEP3B,JHH7,SNU +FSTL1 HEP3B +FSTL3 JHH7 +FUBP1 JHH7 +FUZ JHH6 +FYB1 SNU +FYN SNU +FZD4 JHH7 +FZD4-DT JHH7 +FZD8 SNU +G0S2 HEP3B +GAA SNU +GABRA2 SNU +GABRA5 SNU +GABRE SNU +GABRG3 SNU +GABRQ SNU +GADD45B HEP3B +GALC SNU +GALNT15 HEP3B +GALNT18 SNU +GALNT5 HEP3B +GALNT6 JHH6 +GAREM1 HEP3B +GAS2 HEP3B +GAS6-DT SNU +GATA3 HEP3B,HUH,SNU +GATA3-AS1 HEP3B +GATA6 SNU +GBGT1 HEP3B +GBP1 JHH7 +GBP2 HEP3B,JHH6 +GC HEP3B,HUH,JHH6,SNU +GCKR HEP3B +GCNT1 HEP3B,SNU +GCNT3 SNU +GCNT4 JHH6 +GCOM1 SNU +GDF6 SNU +GDF7 HEP3B,HUH +GDNF HEP3B,JHH6 +GFRA1 HEP3B +GGACT SNU +GGT1 JHH7 +GGT5 HEP3B,JHH6 +GHR HEP3B +GIPC2 HEP3B +GIPR HEP3B +GJA3 JHH6 +GJB7 HEP3B +GJC1 HEP3B +GLB1L HEP3B +GLDC SNU +GLI2 SNU +GLIPR1 HEP3B +GLIS3 HUH +GLP2R HEP3B,JHH6,SNU +GLRB JHH7 +GLT1D1 HUH +GLTPD2 JHH7 +GLUL JHH6 +GLYATL1 HEP3B,JHH7 +GNAZ SNU +GNG11 SNU +GNG2 SNU +GNG4 HEP3B +GOLGA7B JHH7 +GOLGA8IP HEP3B +GP2 JHH7 +GPAM HEP3B,SNU +GPC2 SNU +GPC6 SNU +GPD1 HEP3B +GPM6A HEP3B +GPNMB JHH6,SNU +GPR1 HEP3B +GPR155 HEP3B +GPR156 HEP3B +GPR158 HEP3B +GPR78 SNU +GPRC5B SNU +GPSM1 SNU +GPT HEP3B,JHH6,JHH7,SNU +GPX2 HEP3B,JHH7 +GPX8 JHH7 +GRAMD1B HEP3B,SNU +GRAMD1C HEP3B +GRB7 SNU +GREB1 HEP3B,JHH7 +GREM1 JHH6 +GRIA3 SNU +GRK3 SNU +GRK4 HEP3B +GS1-199J3.3 SNU +GSN JHH6 +GSTM4 SNU +GUCY1A2 JHH6 +GUCY1B1 HEP3B +GUCY2C JHH7 +GYPC SNU +H2AX HEP3B +H2BC4 HEP3B +H4C8 HEP3B +HAO1 SNU +HAPLN3 SNU +HAS3 JHH6 +HAVCR1 JHH7 +HBEGF HEP3B +HBQ1 HEP3B +HCAR1 SNU +HDAC9 HEP3B +HEG1 HEP3B +HEPACAM2 JHH7 +HERC5 HEP3B +HID1 SNU +HIP1 JHH6,JHH7,SNU +HJV HEP3B +HK1 JHH7,SNU +HKDC1 SNU +HLA-B JHH6 +HLA-DPB1 HEP3B +HLA-DRB1 JHH7 +HLF HEP3B,JHH7 +HMCN1 HEP3B,SNU +HMGA1 HEP3B,JHH7 +HMGA2 HEP3B +HMGB2 HEP3B +HMGB3 HEP3B +HMGCS1 JHH6 +HMGCS2 HEP3B,HUH +HMOX1 HUH,JHH6 +HNF1B SNU +HOMER1 JHH6 +HOMER2 JHH6 +HORMAD2 HEP3B +HOXA-AS2 HEP3B +HOXA11 HUH +HOXA3 HEP3B +HOXB5 SNU +HOXB6 SNU +HOXB8 SNU +HOXB9 SNU +HOXC13 HEP3B +HOXD1 JHH7 +HP HEP3B,HUH,JHH7,SNU +HPD HUH +HPGD HEP3B,JHH7,SNU +HPN JHH7,SNU +HR HEP3B,JHH6,JHH7,SNU +HRAS HEP3B +HRG HEP3B +HS1BP3 JHH7 +HS3ST1 HEP3B +HS3ST3B1 SNU +HS3ST5 HEP3B +HSD11B1L HUH +HSD17B14 HEP3B +HSD17B2 JHH6,SNU +HSD3B1 JHH7 +HSPA12A HEP3B,SNU +HSPG2 HEP3B,SNU +HTR7 SNU +HTRA1 SNU +HUNK HEP3B +HYAL4 JHH7 +ICAM1 HEP3B,JHH6 +ID1 JHH6,SNU +ID2 SNU +ID3 JHH6 +IDI1 JHH6 +IDS HEP3B +IFI27L2 HEP3B +IFI44L HEP3B +IFIT1 HEP3B +IFIT2 JHH7 +IFIT3 HEP3B +IFT80 HEP3B +IGDCC3 HEP3B +IGF2 HEP3B +IGF2-AS HEP3B +IGFBP1 HEP3B,SNU +IGFBP2 HEP3B,HUH +IGFBP3 HEP3B,SNU +IGFBP4 SNU +IGFBP7 HEP3B +IGFBPL1 HEP3B +IGIP HEP3B +IGSF10 HEP3B +IGSF3 SNU +IGSF9 HEP3B +IL13RA2 HEP3B,HUH,SNU +IL17RD SNU +IL18 JHH7 +IL1B SNU +IL1R1 HEP3B +IL1RAP HEP3B,JHH6 +IL1RAPL1 JHH6 +IL24 JHH6 +IL2RG SNU +IL31RA SNU +IL32 JHH7 +IL6 SNU +IMPA2 HEP3B +INHBA SNU +INHBB SNU +INHBE HEP3B +INPP1 JHH6 +IP6K3 HEP3B,SNU +IQCK SNU +IQGAP2 SNU +IRAG2 JHH7 +IRF5 HEP3B,SNU +IRF6 HEP3B +IRF8 HUH +IRX3 SNU +ISG15 HEP3B +ISM2 HEP3B +ITGA1 JHH6 +ITGA3 HEP3B,JHH7 +ITGA4 HEP3B +ITGA7 SNU +ITGA9-AS1 HEP3B +ITGB1-DT HEP3B +ITGB3 JHH6 +ITGB6 HUH +ITGBL1 JHH6 +ITIH1 HEP3B +ITIH3 HEP3B +ITM2A SNU +ITPRIPL1 HEP3B +IYD JHH7 +JAG1 JHH7 +JAG2 HEP3B +JAM3 HEP3B,JHH6 +JAZF1 JHH6 +JCAD HEP3B,SNU +JPH1 SNU +JUP HUH,JHH7,SNU +KANK4 HEP3B,SNU +KAZN SNU +KC6 SNU +KCNAB2 SNU +KCNC4 SNU +KCND2 HEP3B +KCNG1 SNU +KCNG3 HEP3B +KCNJ11 HEP3B +KCNJ16 JHH7 +KCNK1 JHH6,SNU +KCNK13 SNU +KCNK6 HEP3B +KCNMB3 JHH7 +KCNMB4 JHH6 +KCNT2 HEP3B +KCTD15 HEP3B,JHH6 +KDELR3 HEP3B +KDM5B HUH +KHDRBS3 JHH7 +KIAA1217 JHH7 +KIAA1549L JHH6 +KIAA1671 SNU +KIAA1755 SNU +KIF12 HUH +KIF15 HEP3B +KIF17 HUH +KIF1A HEP3B +KIF5C SNU +KIF6 SNU +KIF7 HUH +KIFC1 HEP3B +KIRREL3 SNU +KITLG HEP3B +KLHL24 JHH7 +KLHL30 JHH7 +KLHL4 HEP3B +KLKB1 HEP3B,JHH7 +KNG1 HEP3B +KPNA7 SNU +KREMEN1 SNU +KRT15 JHH7 +KRT19 SNU +KRT34 SNU +KRT8 SNU +KRT8P3 SNU +KSR1 SNU +KYNU JHH7 +L1CAM HEP3B +LAD1 SNU +LAMA2 HEP3B +LAMA4 SNU +LAMA5 SNU +LAMC2 HEP3B +LAYN HEP3B +LBH HEP3B,SNU +LBP HEP3B +LCAL1 SNU +LCNL1 HEP3B +LCP1 JHH6,SNU +LDHD HEP3B +LEF1 HEP3B,SNU +LEFTY1 HEP3B +LEPR HEP3B +LGALS3 JHH7 +LGALS8 HEP3B +LGI1 HEP3B +LGI2 SNU +LGI4 HEP3B,JHH7 +LGR5 HEP3B,SNU +LHFPL4 HEP3B +LIF HEP3B +LIF-AS2 HEP3B +LINC00327 SNU +LINC00488 HUH +LINC00565 SNU +LINC00648 SNU +LINC00654 SNU +LINC00667 HEP3B +LINC00839 JHH6 +LINC00840 SNU +LINC00842 HEP3B +LINC00884 HEP3B +LINC00917 SNU +LINC00923 HEP3B +LINC00942 JHH6 +LINC00996 SNU +LINC01036 SNU +LINC01098 SNU +LINC01106 SNU +LINC01108 SNU +LINC01234 HEP3B +LINC01252 HEP3B +LINC01287 HUH +LINC01410 HEP3B +LINC01419 HUH +LINC01446 HEP3B,JHH7 +LINC01484 HEP3B +LINC01515 HUH +LINC01602 SNU +LINC01615 SNU +LINC01619 SNU +LINC01639 JHH7 +LINC01721 SNU +LINC01963 HEP3B +LINC01980 HEP3B +LINC02009 SNU +LINC02154 SNU +LINC02175 HEP3B +LINC02199 SNU +LINC02331 JHH7 +LINC02381 HUH +LINC02413 HEP3B +LINC02428 HEP3B +LINC02475 SNU +LINC02518 HEP3B +LINC02535 HUH,JHH6 +LINC02575 HUH +LINC02582 SNU +LINC02588 HEP3B +LINC02593 HUH +LINC02616 HEP3B +LINC02827 JHH6 +LINC02889 HUH +LIPC HEP3B +LIPG HEP3B +LIPH HEP3B,HUH,JHH7 +LMLN HEP3B +LMOD1 SNU +LNCOG JHH6,SNU +LONRF1 JHH7 +LONRF2 HEP3B,SNU +LOX HEP3B,SNU +LOXL3 SNU +LOXL4 HEP3B +LPCAT2 JHH7,SNU +LPIN3 JHH7 +LPP JHH6,SNU +LPXN SNU +LRFN1 HEP3B +LRG1 HEP3B +LRMDA HEP3B +LRP1 HEP3B,JHH7 +LRP10 HEP3B +LRP1B HEP3B +LRP3 SNU +LRP4 HEP3B,SNU +LRPPRC HEP3B +LRRC19 JHH7 +LRRC3 HEP3B,HUH +LRRC37A11P HEP3B +LRRC61 HUH +LRRC7 JHH7,SNU +LRRC75A JHH7 +LRRN4 SNU +LTBP1 HEP3B,JHH7,SNU +LTBP2 HEP3B +LUCAT1 SNU +LUM JHH6 +LURAP1L SNU +LYPD6B HEP3B,JHH7 +LYRM9 HEP3B +LZTS1 JHH6,SNU +MAB21L3 HUH +MACC1 SNU +MACROD2 JHH6 +MAF JHH7,SNU +MAFB SNU +MAGEA1 HEP3B +MAGEA12 HEP3B +MAGEA3 HEP3B +MAGEA6 SNU +MAGEC1 SNU +MAGEC2 SNU +MAGI2-AS3 JHH7 +MAL2 SNU +MALAT1 HEP3B +MALRD1 JHH7 +MAMDC2 SNU +MAML2 HEP3B +MAMLD1 HUH +MAN1A1 JHH6 +MAN2B2 HEP3B +MANCR SNU +MAOA SNU +MAP1A HEP3B +MAP1B HEP3B +MAP3K14-AS1 HEP3B +MAP3K20 HEP3B +MAP3K4-AS1 SNU +MAP3K5 SNU +MAP7D2 HEP3B +MAPK11 SNU +MAPK12 SNU +MAPK13 JHH6,SNU +MAPRE3 HEP3B,JHH7 +MARCHF2 JHH7 +MARCHF4 SNU +MARCO JHH6 +MARVELD1 SNU +MASP1 JHH7 +MAST4 HEP3B +MAT1A HEP3B +MATN2 SNU +MBNL2 JHH7 +MBOAT2 HEP3B +MCC JHH6 +MCTP2 HEP3B +MDFIC SNU +MDGA1 HEP3B +MDGA2 SNU +MDK JHH7,SNU +MEF2C JHH7 +MEGF6 HEP3B,SNU +MEGF9 HEP3B +MEIS3 JHH6,SNU +MELTF SNU +MERTK SNU +MEST SNU +METTL24 HUH +MEX3A SNU +MEX3B HEP3B +MFSD13A HEP3B +MFSD6 HEP3B +MGAM HEP3B,SNU +MGAT5 HEP3B +MGLL HEP3B,JHH7,SNU +MGMT SNU +MGST3 JHH7 +MIR1915HG SNU +MIR222HG HEP3B +MIR23AHG HEP3B +MIR3936HG HEP3B +MIR503HG SNU +MIR646HG SNU +MIR9-1HG HUH +MISP JHH7 +MITF JHH7 +MIXL1 HEP3B +MLIP HEP3B +MME JHH7 +MMP1 HEP3B,SNU +MMP12 SNU +MMP13 SNU +MMP15 SNU +MMP16 HEP3B +MMP19 HEP3B,SNU +MMP2 JHH6,SNU +MMP24 JHH6,SNU +MMP3 JHH6,SNU +MMP7 JHH6 +MOGAT3 JHH7 +MPP1 JHH7 +MPP2 SNU +MR1 HEP3B,SNU +MRAS SNU +MRC2 HEP3B +MROCKI HEP3B +MROH2B SNU +MRPL39 HEP3B +MRPL50P1 SNU +MRPS30-DT HEP3B +MS4A4A SNU +MSI1 HEP3B,HUH +MSI2 JHH6,SNU +MSMO1 JHH6,JHH7 +MT-ND1 HEP3B +MT-TI HEP3B +MT-TL1 HEP3B +MT-TM HEP3B +MT-TV HEP3B +MT-TY HEP3B +MTMR10 HEP3B +MTND1P23 HEP3B +MTSS1 JHH6 +MTTP SNU +MTUS1 SNU +MVB12B SNU +MVP JHH7 +MX1 JHH6 +MXD4 JHH7 +MXRA5 SNU +MYB HEP3B +MYBPC3 HEP3B +MYC HEP3B,JHH7,SNU +MYCN HEP3B +MYCT1 SNU +MYEOV SNU +MYH15 SNU +MYH16 SNU +MYO10 HUH +MYO15B JHH6,JHH7 +MYO18B HEP3B +MYO3B SNU +MYOF JHH7 +MYRF SNU +NABP1 HEP3B +NACAD HEP3B +NANOGP1 HEP3B +NANOS1 SNU +NAP1L3 HEP3B,JHH7,SNU +NAT2 HEP3B,JHH6 +NAT8L SNU +NBL1 JHH6 +NBPF10 HEP3B +NCAM1 JHH6 +NCAPD2P1 HEP3B +NCF2 JHH7 +NCKAP1L HEP3B +NCKAP5 JHH6 +NCR3LG1 JHH6 +NCS1 SNU +NDRG1 JHH6,JHH7,SNU +NDUFA4L2 HEP3B +NEAT1 HEP3B +NEBL JHH6 +NECTIN3-AS1 SNU +NEDD4 SNU +NEGR1 HEP3B +NEK10 HEP3B +NES SNU +NEURL1B HEP3B,JHH7,SNU +NFASC SNU +NFIX JHH7 +NIBAN1 HEP3B +NID1 JHH6 +NKAIN1 HEP3B +NKD1 HEP3B,JHH7 +NKD2 JHH6,JHH7 +NLGN4Y SNU +NLRC5 HUH +NLRP1 JHH7 +NLRP2 HUH +NMNAT2 JHH6 +NMNAT3 SNU +NMRAL2P HEP3B +NMU SNU +NNMT JHH6 +NOG HEP3B,SNU +NOP14 HEP3B +NOTUM HEP3B +NOX1 JHH7 +NPAS1 JHH7 +NPC2 JHH7 +NPDC1 SNU +NPHP1 HEP3B +NPNT HEP3B +NPPB HEP3B,SNU +NPR1 HEP3B +NPY1R HEP3B +NQO1 SNU +NR0B2 HUH +NR2F1 JHH6 +NR2F1-AS1 JHH6 +NR4A1 HUH +NR5A2 SNU +NR6A1 HEP3B +NRAD1 HEP3B +NRARP HEP3B +NRBP2 HEP3B +NRG2 JHH6 +NRIP1 JHH6 +NRK JHH6 +NRP2 HEP3B,HUH +NRXN3 SNU +NTNG1 SNU +NTRK3 SNU +NTS HEP3B,JHH7 +NUP210 HEP3B,SNU +NXF3 SNU +NYAP2 SNU +OASL HEP3B +ODAM HEP3B +ODF2L HUH +OLFM3 HUH +OLFML3 JHH7 +OPCML SNU +OPTN HEP3B,JHH7 +OSBP2 SNU +OSBPL10 HUH +OSBPL5 SNU +OSBPL7 HEP3B +OSGIN1 HEP3B +OSGIN2 HEP3B +OSMR HEP3B +OTX1 HEP3B +OVGP1 HEP3B +OXCT1 JHH7 +OXTR HEP3B +P2RX3 JHH7 +P2RX5 JHH6 +P2RX6 HEP3B +P2RY2 JHH6 +P2RY6 JHH6,SNU +P3H2 HEP3B +P3H3 SNU +PABPC5 SNU +PADI1 SNU +PADI2 SNU +PAGE1 HEP3B,HUH +PAIP2B JHH6 +PAK1 SNU +PAK3 SNU +PALD1 HEP3B +PALM JHH7,SNU +PALMD JHH7,SNU +PAMR1 SNU +PANX2 SNU +PAPLN HEP3B,SNU +PAPPA SNU +PAQR5 SNU +PARP10 HEP3B +PARP14 HEP3B +PARP9 HEP3B +PARVG HEP3B +PAX8-AS1 SNU +PBLD HUH,JHH7 +PBXIP1 HEP3B,JHH7 +PCAT14 HEP3B +PCBD1 SNU +PCDH1 JHH6,JHH7 +PCDH7 JHH6 +PCDH9 SNU +PCDHA8 HEP3B +PCDHAC2 SNU +PCDHB13 HEP3B +PCDHB14 HEP3B +PCDHB17P HEP3B +PCDHB5 HEP3B +PCDHB6 HEP3B +PCDHB8 HEP3B +PCDHGA1 HEP3B +PCDHGB1 HEP3B +PCSK1N JHH6,SNU +PCSK6 HEP3B +PCSK9 SNU +PCYOX1L SNU +PDE1A HEP3B +PDE4A SNU +PDE4B HEP3B,SNU +PDE4DIPP2 HEP3B +PDE6A HEP3B +PDGFB HEP3B,SNU +PDGFRB HEP3B,SNU +PDIA5 HEP3B +PDLIM2 JHH7 +PDP1 JHH6 +PDPN SNU +PDZD2 JHH6 +PDZD7 HEP3B +PDZK1 JHH7 +PDZRN3 SNU +PEAR1 JHH6 +PECAM1 HEP3B +PFKP HEP3B +PGGHG SNU +PGLYRP2 HEP3B +PHEX HEP3B,JHH7 +PHF19 HEP3B +PHYHIPL HEP3B +PI16 HEP3B +PI3 JHH7 +PIANP SNU +PID1 SNU +PIGZ SNU +PIK3C2G HUH +PIK3CG JHH6 +PIK3IP1 HEP3B +PIK3R6 SNU +PIM1 JHH7 +PINK1 JHH7 +PITPNM3 HEP3B +PIWIL2 HEP3B +PKD1L2 HEP3B +PKDCC HEP3B,SNU +PKHD1 HEP3B +PKIA SNU +PKIB JHH7 +PKN3 HEP3B +PKP3 HUH +PLA1A HEP3B +PLA2R1 HEP3B +PLAAT4 HEP3B +PLAC8 HEP3B +PLAG1 JHH6 +PLAU HEP3B +PLCD3 JHH7 +PLCE1 HEP3B,SNU +PLCE1-AS1 HEP3B +PLEKHA7 SNU +PLEKHG4B HEP3B +PLEKHO1 HEP3B,JHH6 +PLIN2 SNU +PLPP2 JHH6,SNU +PLXDC2 HEP3B +PLXNA2 HEP3B +PLXNB1 SNU +PLXNB3 HEP3B +PNMA8A SNU +PODN HEP3B +PODXL JHH6,SNU +PODXL2 SNU +POLR3K HEP3B +PON1 HEP3B,HUH +POU2F2 HEP3B +POU6F2 HEP3B +POU6F2-AS2 HEP3B +PPARGC1B SNU +PPFIA3 HUH +PPFIBP2 JHH6,JHH7 +PPL JHH6 +PPP1R14A SNU +PPP1R1C SNU +PPP1R26 SNU +PPP1R9A JHH6 +PPP2R2B SNU +PPP2R2C SNU +PPP2R5B JHH7 +PRAME SNU +PRDM11 SNU +PRDM16 HEP3B +PRG4 HEP3B +PRKAR2B SNU +PRKCQ-AS1 HUH +PRKD1 SNU +PRLR JHH6 +PRODH JHH7 +PROM1 JHH6,JHH7 +PROS1 HEP3B +PRR16 SNU +PRR5L SNU +PRRG4 JHH7,SNU +PRRT1B HUH +PRSS12 SNU +PRSS35 JHH7,SNU +PRSS8 HEP3B +PRTG HEP3B +PRXL2A SNU +PSG3 SNU +PSG8 SNU +PSTPIP2 JHH7 +PTCHD4 HEP3B +PTER SNU +PTGDS HEP3B +PTGER2 JHH7 +PTGFRN SNU +PTGR1 JHH7 +PTGS2 HEP3B +PTHLH HEP3B +PTPN3 SNU +PTPRH HUH +PTPRM SNU +PTPRU HUH +PTX3 JHH6,SNU +PURPL SNU +PWWP2B SNU +PXDN SNU +PYGO1 HEP3B +PYROXD2 HEP3B +QSOX1 HEP3B +RAB11FIP4 SNU +RAB17 JHH7,SNU +RAB36 HEP3B +RAB38 JHH6 +RAB3IL1 JHH6 +RAB6B HEP3B +RAB7B HEP3B +RAB9B SNU +RAC3 HEP3B +RADX HEP3B +RAMP1 SNU +RAP1GAP HEP3B,SNU +RAP1GAP2 SNU +RAPGEF3 HEP3B +RARB SNU +RASAL1 HUH +RASGRF2 SNU +RASGRP3 HEP3B +RASSF2 SNU +RASSF6 JHH7,SNU +RAVER2 JHH6 +RBMS2 JHH7 +RBMS3 HEP3B +RBP7 HEP3B +RBPMS SNU +RCAN1 JHH7 +RCAN2 HEP3B +REEP6 HUH,JHH7 +RELN HEP3B,HUH +RENBP HEP3B +REPS2 JHH6 +RERGL HEP3B +RESF1 HEP3B +RETREG1 HEP3B,JHH7 +RFLNA HEP3B +RFLNB HEP3B +RFTN2 HEP3B +RGL1 SNU +RGMB-AS1 SNU +RGS17 SNU +RGS19 SNU +RGS20 SNU +RGS5 HEP3B +RGS9 SNU +RHBG JHH7 +RHPN1 SNU +RIMKLB JHH7 +RIMS3 SNU +RIN2 HEP3B,JHH7 +RNF144A HEP3B +RNF144B HEP3B +RNF157 SNU +RNF43 HEP3B +ROBO1 JHH6 +ROBO4 SNU +ROR1 HEP3B +RORA SNU +ROS1 HEP3B,SNU +RP1 HEP3B,HUH,JHH6,JHH7,SNU +RP1-140K8.5 JHH6 +RP1-152L7.5 HEP3B +RP1-27K12.2 JHH6 +RP11-1055B8.1 HEP3B +RP11-109P6.2 SNU +RP11-1143G9.5 HEP3B,JHH7 +RP11-1150C11.2 SNU +RP11-1152H15.1 SNU +RP11-116D2.1 HEP3B +RP11-11N9.4 SNU +RP11-121P12.1 HEP3B +RP11-134L10.1 HEP3B +RP11-142C4.6 HEP3B +RP11-146I2.1 SNU +RP11-150O12.3 HEP3B +RP11-156K13.1 HEP3B +RP11-159D12.2 HEP3B +RP11-161I6.2 JHH7 +RP11-190A12.10 SNU +RP11-190J1.3 HEP3B +RP11-1E6.1 SNU +RP11-20J15.3 SNU +RP11-234A1.1 JHH7 +RP11-244B22.10 SNU +RP11-244B22.11 SNU +RP11-262P8.1 JHH7 +RP11-284F21.10 HUH,SNU +RP11-299G20.5 HEP3B +RP11-299H22.3 HUH +RP11-2G1.1 SNU +RP11-301G19.1 HEP3B,SNU +RP11-314B1.2 SNU +RP11-317N12.1 HEP3B +RP11-318G21.4 HUH +RP11-329B9.4 HEP3B +RP11-33E12.2 HEP3B +RP11-34A14.3 HEP3B +RP11-359H3.6 HEP3B +RP11-360F5.3 HEP3B +RP11-378A13.1 HEP3B +RP11-379C1.2 SNU +RP11-395N3.2 SNU +RP11-396D16.1 SNU +RP11-397G17.1 HEP3B +RP11-400K9.4 SNU +RP11-402P6.15 HEP3B,HUH +RP11-402P6.9 HUH +RP11-404P21.3 HEP3B +RP11-412N9.1 SNU +RP11-412P11.1 SNU +RP11-419K12.2 SNU +RP11-422P15.5 JHH7 +RP11-438F14.11 SNU +RP11-449D8.5 JHH7 +RP11-467L13.7 SNU +RP11-469A15.2 HEP3B +RP11-47I22.3 JHH6 +RP11-527D7.1 SNU +RP11-538D16.2 SNU +RP11-54O7.1 HUH +RP11-566E18.1 HEP3B +RP11-566H8.3 SNU +RP11-566K19.6 HUH +RP11-568N6.1 HEP3B +RP11-572C21.1 SNU +RP11-574H6.1 SNU +RP11-576O3.1 HEP3B +RP11-588H23.3 SNU +RP11-609L3.2 HEP3B +RP11-649A16.1 HEP3B +RP11-654O1.1 JHH6 +RP11-66B24.7 SNU +RP11-708B6.2 SNU +RP11-731J8.2 SNU +RP11-736K20.5 JHH7 +RP11-78C3.1 SNU +RP11-804C24.1 HEP3B +RP11-805L22.3 SNU +RP11-807C20.3 SNU +RP11-817J15.3 HEP3B +RP11-848P1.9 HEP3B +RP11-875H7.5 SNU +RP11-889D3.1 SNU +RP11-909N17.2 HEP3B +RP13-143G15.4 SNU +RP3-413H6.3 SNU +RP4-607I7.1 SNU +RP4-621F18.2 HEP3B +RP4-665J23.4 SNU +RP4-794I6.4 HEP3B +RP5-1063M23.4 JHH6 +RP5-1120P11.3 SNU +RP5-849H19.3 HEP3B +RPL13P12 JHH7 +RPL18AP3 JHH7 +RPL21P16 JHH7,SNU +RPL37P15 HEP3B +RPL39L SNU +RPL39P3 SNU +RPL3P4 JHH7,SNU +RPRM SNU +RPS15P4 SNU +RPS6KA5 SNU +RRAGD SNU +RRM1 HEP3B +RTL5 HUH +RUBCNL HEP3B +RUNX2 HEP3B +RUNX3 JHH6,SNU +RUNX3-AS1 SNU +RUSC2 HEP3B +RYR2 HEP3B +S100A1 HEP3B,JHH7 +S100A10 HEP3B,JHH7 +S100A11 HEP3B +S100A14 HEP3B +S100A4 JHH6,SNU +S100A6 HEP3B,SNU +S100A9 HEP3B +S1PR3 HEP3B +SALL1 HEP3B,SNU +SALL4 HEP3B +SAMD12 HUH,SNU +SAMD15 HEP3B +SAMD3 SNU +SAMD9 HEP3B,JHH7 +SAP30L-AS1 HEP3B +SAPCD2 HEP3B +SBK2 SNU +SCAMP5 SNU +SCARA3 SNU +SCARF2 SNU +SCAT8 SNU +SCD JHH7,SNU +SCD5 JHH7 +SCEL HEP3B +SCG2 SNU +SCIN HEP3B +SCML2 HEP3B +SCN1B SNU +SCN7A HEP3B +SCN9A JHH6 +SCNN1A SNU +SCUBE1 HEP3B +SCUBE3 HEP3B +SDC2 SNU +SDC3 SNU +SDSL HUH +SEC14L2 HEP3B +SEL1L3 SNU +SELENOM HEP3B +SELENOP SNU +SEMA3C JHH7 +SEMA3E HEP3B,JHH6 +SEMA3F HEP3B +SEMA3G HUH +SEMA5A HEP3B,SNU +SEMA6B JHH6,SNU +SEPTIN8 JHH6 +SERPINA1 HEP3B,SNU +SERPINA11 HEP3B +SERPINA6 JHH7 +SERPINA9 SNU +SERPINB7 SNU +SERPINE1 HEP3B +SERPINE2 HEP3B +SETMAR SNU +SEZ6L2 SNU +SFI1 HEP3B +SFN JHH6 +SFRP4 SNU +SFXN3 HEP3B +SGK1 HEP3B,JHH7 +SGSH JHH6 +SH2D5 HUH +SH3BGRL2 SNU +SH3GL3 SNU +SH3PXD2B SNU +SH3RF2 SNU +SH3TC2 JHH6,SNU +SHANK2 JHH6,SNU +SHANK3 JHH6 +SHC1 HEP3B +SHC2 JHH7 +SHC3 SNU +SHD HUH +SHISA4 HEP3B +SHISAL1 JHH6 +SHOC1 SNU +SHROOM2 SNU +SHROOM3 JHH6 +SIL1 HEP3B +SIM2 SNU +SIMC1 SNU +SIPA1L2 SNU +SIRPB1 SNU +SIRPG-AS1 SNU +SIX1 HEP3B +SKA1 HEP3B +SKAP2 JHH6 +SLAIN1 SNU +SLC12A7 SNU +SLC13A2 HEP3B +SLC13A5 HUH +SLC15A1 HEP3B +SLC15A2 HEP3B +SLC16A12 SNU +SLC16A4 HEP3B,JHH7 +SLC16A6 SNU +SLC16A7 JHH6,SNU +SLC16A9 HEP3B,SNU +SLC17A4 HUH +SLC18A3 SNU +SLC19A3 HEP3B +SLC1A1 HEP3B,JHH7 +SLC1A3 JHH7,SNU +SLC1A7 HEP3B +SLC22A18 JHH7 +SLC22A23 SNU +SLC22A31 HEP3B +SLC22A9 HEP3B +SLC23A1 JHH7 +SLC25A12 HEP3B +SLC25A18 HEP3B,JHH6 +SLC26A11 JHH6 +SLC26A2 HEP3B +SLC26A3 JHH7 +SLC27A2 SNU +SLC29A2 SNU +SLC29A3 SNU +SLC29A4 HEP3B,HUH,SNU +SLC2A1 HEP3B,JHH6,SNU +SLC2A12 HEP3B,SNU +SLC2A13 JHH6,SNU +SLC2A2 SNU +SLC2A3 HEP3B +SLC2A6 SNU +SLC30A3 HUH +SLC35C1 HEP3B +SLC37A2 SNU +SLC38A11 HEP3B +SLC38A3 HEP3B,JHH7 +SLC38A4 HEP3B,SNU +SLC44A2 SNU +SLC48A1 HEP3B +SLC4A11 HEP3B +SLC4A8 SNU +SLC5A12 HEP3B +SLC5A4-AS1 HEP3B +SLC5A9 JHH7 +SLC66A1L HEP3B +SLC6A11 HEP3B +SLC6A14 JHH7 +SLC6A15 HEP3B,SNU +SLC6A16 SNU +SLC6A19 HEP3B +SLC7A11 SNU +SLC7A14 SNU +SLC7A2 JHH6 +SLC7A7 JHH7 +SLC7A8 JHH7 +SLC9A3R2 SNU +SLCO3A1 SNU +SLFN5 HEP3B +SLITRK1 SNU +SLITRK4 SNU +SLPI HEP3B,JHH7 +SMAD9 HUH +SMARCD3 JHH7,SNU +SMIM10 SNU +SMIM31 HEP3B +SMIM32 HEP3B +SMO JHH6,JHH7,SNU +SMOC1 SNU +SMYD3 SNU +SNAP91 HEP3B +SNCA SNU +SNCB SNU +SNRNP25 HEP3B +SNRPN HUH +SNTG2-AS1 SNU +SNX24 HEP3B +SOBP SNU +SOD3 HEP3B,JHH6,JHH7 +SORBS2 SNU +SORCS1 SNU +SORCS2 JHH6 +SORL1 JHH6 +SOST HUH +SOWAHA JHH7 +SOWAHB HUH +SOWAHD SNU +SOX11 SNU +SOX18 HEP3B +SOX2 HEP3B +SOX6 HUH +SP140 SNU +SP5 HEP3B +SP6 SNU +SP8 HEP3B +SPAG17 HEP3B +SPANXB1 SNU +SPANXD SNU +SPANXN3 SNU +SPARC HEP3B +SPECC1 HUH,JHH6 +SPECC1-DT HUH +SPEF2 SNU +SPHK1 JHH7 +SPNS2 SNU +SPOCK2 HEP3B +SPOCK3 JHH6 +SPON1 HEP3B +SPP1 JHH6 +SPRED3 HEP3B +SPRY1 SNU +SPRY4 HEP3B +SPSB1 HEP3B +SPTBN2 SNU +SPTBN5 HEP3B +SPTLC3 SNU +SPTSSB HEP3B +SPX JHH7 +SQOR HEP3B +SRA1 HEP3B +SRARP HEP3B +SRC SNU +SRGAP3 HEP3B +SRPX HEP3B,JHH7,SNU +SRPX2 JHH7 +SRRM3 HEP3B +SSBP2 HUH +SSC5D SNU +SSTR2 SNU +SSX1 SNU +ST20-AS1 HEP3B +ST3GAL5 JHH7 +ST6GALNAC1 JHH7 +ST6GALNAC5 JHH6 +ST8SIA2 SNU +STAC2 SNU +STAC3 HEP3B +STARD13 HEP3B +STARD4-AS1 SNU +STAT1 HEP3B +STAT4 HEP3B +STC1 SNU +STK31 SNU +STK32B SNU +STMN3 HEP3B +STOM JHH6 +STOX1 HEP3B +STS SNU +SULF2 HUH +SULT1A1 HEP3B +SULT1C4 JHH7 +SULT1E1 JHH7 +SULT2A1 HEP3B +SUSD2 HEP3B,HUH,JHH7 +SUSD4 HEP3B +SUSD5 SNU +SV2A JHH6 +SVIP HEP3B +SYBU HEP3B,SNU +SYN3 HEP3B +SYNC JHH6 +SYNPO HEP3B +SYNPO2 HEP3B +SYNPO2L HEP3B +SYPL2 HEP3B +SYT1 HEP3B,SNU +SYT11 SNU +SYT12 HEP3B +SYT14 SNU +SYT7 HEP3B +SYTL1 HEP3B +TACC1 HEP3B +TACSTD2 HEP3B +TAF4B JHH7 +TAFA4 HEP3B +TAGLN JHH6,JHH7,SNU +TANC2 HEP3B +TBC1D10C HEP3B 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+TMEM40 JHH6 +TMEM45A HEP3B,SNU +TMEM54 SNU +TMEM59L HEP3B,SNU +TMEM63C HEP3B +TMEM71 JHH6 +TMEM98 SNU +TMOD2 JHH6 +TMPRSS15 SNU +TMPRSS6 JHH7 +TMPRSS9 HEP3B +TMSB4X HEP3B +TMTC1 SNU +TNFAIP2 HEP3B +TNFRSF11B HEP3B,SNU +TNFRSF19 HEP3B,JHH6,SNU +TNFRSF21 HEP3B +TNFRSF8 JHH7 +TNFRSF9 HEP3B,SNU +TNFSF10 JHH7 +TNFSF14 HEP3B +TNFSF15 SNU +TNFSF4 JHH7 +TNIK SNU +TNNT1 JHH6,SNU +TNS1 HEP3B,JHH6,JHH7 +TNXB JHH6 +TOM1L2 JHH7 +TOX3 HEP3B +TP53I11 HUH,SNU +TP53INP1 JHH7 +TP53INP2 JHH7 +TP53TG1 HEP3B +TP73 SNU +TP73-AS1 SNU +TPBG HEP3B,SNU +TPD52L1 JHH6 +TPM1 HEP3B +TPPP3 HEP3B +TPTEP1 SNU +TRABD2B HEP3B +TRAC SNU +TRHDE-AS1 HEP3B +TRIB3 HUH +TRIM46 HEP3B +TRIM55 HEP3B +TRIM58 HUH +TRIM6 JHH7 +TRIM9 HEP3B +TRIP6 JHH7 +TRNP1 SNU +TRPA1 SNU +TRPC4 HEP3B,SNU +TRPM4 SNU +TRPV2 HEP3B +TSHZ1 HEP3B +TSLP HEP3B,SNU +TSPAN12 HEP3B +TSPAN13 SNU +TSPAN15 SNU +TSPAN18 HUH,JHH7 +TSPAN5 HEP3B +TSPEAR-AS2 HUH +TSPO SNU +TSPOAP1 SNU +TSPY2 HUH +TTLL7 HEP3B +TTN HEP3B,SNU +TTR HEP3B,JHH7 +TTYH1 HEP3B +TTYH2 SNU +TUB HUH,JHH6,JHH7,SNU +TUBA1A JHH6 +TUBAP13 SNU +TUBB2B JHH7,SNU +TUBB4A SNU +TUSC1 SNU +TUSC3 JHH7 +TYMP SNU +UBA7 HEP3B +UBASH3B JHH6 +UCA1 SNU +UCHL1 SNU +UGCG HEP3B +UGT1A1 HEP3B,SNU +UGT1A6 SNU +UGT2A3 HEP3B,JHH7 +UGT2B15 HUH +UGT3A1 HEP3B +UNC5D SNU +UPK1A HEP3B +UPK1A-AS1 HEP3B +UPK1B HEP3B +UPK3A HEP3B +UPK3B HEP3B +UPP1 SNU +UROC1 HEP3B +USP2 HEP3B,SNU +UST JHH7 +UTS2R HEP3B +VAC14-AS1 SNU +VAT1L SNU +VAV2 SNU +VAV3 HEP3B +VCAM1 JHH6,SNU +VEGFA SNU +VEGFC SNU +VEPH1 HEP3B +VGLL3 HEP3B,SNU +VNN2 HEP3B,SNU +VNN3 HEP3B +VSIG10L HEP3B +VSIR JHH7 +VSTM4 SNU +VSX1 HUH +VWA1 SNU +VWCE HEP3B,HUH +WASF3 SNU +WEE1 HEP3B +WFDC21P HEP3B,JHH7 +WLS SNU +WNT2B HEP3B,SNU +WNT5A SNU +WNT7B SNU +WTAPP1 SNU +WWC1 HEP3B +XDH JHH7,SNU +XIRP2 SNU +XIST HUH +XK HEP3B,SNU +XKR6 SNU +XKRX SNU +XYLT1 SNU +YPEL2 HEP3B +YPEL5 JHH7 +ZBED2 SNU +ZBED6CL HUH +ZBTB16 HEP3B +ZBTB18 JHH6 +ZBTB46 SNU +ZC3H12D JHH7 +ZC3H6 HUH +ZEB2 SNU +ZFP92 SNU +ZFPM2-AS1 SNU +ZFYVE28 SNU +ZIC5 SNU +ZIK1 HEP3B +ZMIZ1-AS1 SNU +ZNF114 HEP3B,HUH +ZNF117 SNU +ZNF185 JHH6 +ZNF215 JHH7 +ZNF22 HEP3B +ZNF257 HEP3B +ZNF295-AS1 SNU +ZNF334 HEP3B +ZNF385D SNU +ZNF423 SNU +ZNF462 JHH7 +ZNF469 SNU +ZNF486 HEP3B +ZNF492 HEP3B +ZNF503 SNU +ZNF551 HEP3B +ZNF560 HEP3B +ZNF577 HEP3B +ZNF595 HUH +ZNF600 JHH7 +ZNF618 SNU +ZNF649 HEP3B +ZNF69 HEP3B,JHH6 +ZNF697 JHH6 +ZNF703 HEP3B +ZNF704 HEP3B +ZNF716 JHH6 +ZNF726P1 HEP3B +ZNF727 JHH6 +ZNF804A HEP3B,SNU +ZNF818P HEP3B +ZNF835 HEP3B +ZNF853 HEP3B,JHH7 +ZNF876P HEP3B +ZNF883 HEP3B +ZNF90 HEP3B +ZP4 SNU +ZPLD1 SNU +ZSCAN30 HUH +ZSWIM5 HEP3B,JHH6 +ZYX JHH7
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/upset.R Sat Dec 17 16:53:08 2022 +0000 @@ -0,0 +1,45 @@ +library(tidyverse) +library(ggupset) + +args <- commandArgs(trailingOnly = TRUE) +n_int <- as.integer(args[1]) +x_lab <- as.character(args[2]) +y_lab <- as.character(args[3]) +width <- as.integer(args[4]) +height <- as.integer(args[5]) +files <- tail(args, -5) + +# gene, (list of matching conditions) +data <- list() +for (idx in seq_along(files)) { + k <- files[idx] + data[k] <- read_tsv(k, col_names = c("genes")) +} + +all_genes <- c() +for (gene_list in data){ + for (gene in gene_list){ + all_genes <- append(all_genes, gene) + } +} +all_genes <- unique(sort(all_genes)) + +trans <- tibble(gene = character(), files = character()) +for (gene_idx in seq_along(all_genes)) { + gene <- all_genes[gene_idx] + files <- names(data)[grep(gene, data)] + files <- paste(files, sep = ",", collapse = ",") + trans <- trans %>% add_row(gene = gene, files = files) +} + +write_tsv(trans, "upset.tsv") +trans$f <- str_split(trans$files, ",") + +pl <- trans %>% ggplot(aes(x = f)) + geom_bar() + + scale_x_upset(n_intersections = n_int, order_by = "freq") + + xlab(x_lab) + ylab(y_lab) +ggsave("upset-freq.png", width = width, height = height, units = "px") +pl <- trans %>% ggplot(aes(x = f)) + geom_bar() + + scale_x_upset(n_intersections = n_int, order_by = "degree") + + xlab(x_lab) + ylab(y_lab) +ggsave("upset-degree.png", width = width, height = height, units = "px")