PEACHi
GeneSet Signal Transduction (Pathways_-_Reactome.gmt.txt) is enriched in the following clusters
Cluster log(P) Qvalue Observed in Background Observed in Cluster Expected in Cluster
AllGenesAssociatedWithProgression -2.7 0.02528 549.0 428.0 399.99
Gene expression pattern
Figure: Temporal expression patterns were grouped into clusters with differential expression profiles at three phases of the viral life cycle, namely reverse transcription, integration, and late phase. Boxplots on the left show the distribution of the normalized regression weights for each viral phase used in clustering. Expression change pattern of each gene over time is plotted for mock and HIV samples (dotted orange lines) along with the cluster median (bold red line).
List of genes
Ensembl ID Name Cluster
ENSG00000108270 AATF o--b
ENSG00000159842 ABR oo+
ENSG00000114739 ACVR2B +-o
ENSG00000137845 ADAM10 NonAssociatedWithProgression
ENSG00000151694 ADAM17 +-o
ENSG00000138031 ADCY3 o-o
ENSG00000121281 ADCY7 -+o
ENSG00000148926 ADM +oo
ENSG00000128165 ADM2 NonAssociatedWithProgression
ENSG00000128271 ADORA2A o--a
ENSG00000170425 ADORA2B +-o
ENSG00000173020 ADRBK1 o--b
ENSG00000170776 AKAP13 o-o
ENSG00000142208 AKT1 ---
ENSG00000204673 AKT1S1 ---
ENSG00000105221 AKT2 o--a
ENSG00000117020 AKT3 o++b
ENSG00000160593 AMICA1 NonAssociatedWithProgression
ENSG00000126016 AMOT NonAssociatedWithProgression
ENSG00000135046 ANXA1 o+-
ENSG00000196961 AP2A1 ---
ENSG00000006125 AP2B1 ---
ENSG00000161203 AP2M1 ---
ENSG00000042753 AP2S1 o--b
ENSG00000077420 APBB1IP NonAssociatedWithProgression
ENSG00000134982 APC NonAssociatedWithProgression
ENSG00000117362 APH1A o--a
ENSG00000138613 APH1B o++b
ENSG00000142192 APP o++b
ENSG00000186635 ARAP1 ---
ENSG00000047365 ARAP2 o++b
ENSG00000175220 ARHGAP1 NonAssociatedWithProgression
ENSG00000198826 ARHGAP11A oo-
ENSG00000165322 ARHGAP12 o++b
ENSG00000075884 ARHGAP15 -+o
ENSG00000140750 ARHGAP17 o+o
ENSG00000213390 ARHGAP19 o-o
ENSG00000163219 ARHGAP25 NonAssociatedWithProgression
ENSG00000145819 ARHGAP26 o++a
ENSG00000186517 ARHGAP30 o--a
ENSG00000089820 ARHGAP4 ---
ENSG00000100852 ARHGAP5 o++b
ENSG00000123329 ARHGAP9 o+-
ENSG00000141522 ARHGDIA ---
ENSG00000111348 ARHGDIB o--b
ENSG00000076928 ARHGEF1 o--b
ENSG00000132694 ARHGEF11 -+o
ENSG00000104880 ARHGEF18 o-o
ENSG00000116584 ARHGEF2 o--b
ENSG00000240771 ARHGEF25 o-+
ENSG00000163947 ARHGEF3 NonAssociatedWithProgression
ENSG00000129675 ARHGEF6 ---
ENSG00000102606 ARHGEF7 NonAssociatedWithProgression
ENSG00000131089 ARHGEF9 o--b
ENSG00000141480 ARRB2 ---
ENSG00000123268 ATF1 o--b
ENSG00000174437 ATP2A2 -o-
ENSG00000074370 ATP2A3 o--b
ENSG00000033627 ATP6V0A1 ---
ENSG00000185344 ATP6V0A2 o-o
ENSG00000117410 ATP6V0B o--a
ENSG00000185883 ATP6V0C o--b
ENSG00000159720 ATP6V0D1 o--a
ENSG00000113732 ATP6V0E1 o--b
ENSG00000171130 ATP6V0E2 o--a
ENSG00000114573 ATP6V1A NonAssociatedWithProgression
ENSG00000147416 ATP6V1B2 o-o
ENSG00000155097 ATP6V1C1 o++b
ENSG00000143882 ATP6V1C2 ---
ENSG00000100554 ATP6V1D NonAssociatedWithProgression
ENSG00000131100 ATP6V1E1 NonAssociatedWithProgression
ENSG00000128524 ATP6V1F o--a
ENSG00000136888 ATP6V1G1 o+-
ENSG00000213760 ATP6V1G2 o++b
ENSG00000047249 ATP6V1H o+o
ENSG00000103126 AXIN1 +-o
ENSG00000086062 B4GALT1 ---
ENSG00000153094 BCL2L11 NonAssociatedWithProgression
ENSG00000107779 BMPR1A o++b
ENSG00000204217 BMPR2 NonAssociatedWithProgression
ENSG00000157764 BRAF oo-
ENSG00000172270 BSG ---
ENSG00000166167 BTRC --o
ENSG00000106804 C5 NonAssociatedWithProgression
ENSG00000135932 CAB39 +o+
ENSG00000102547 CAB39L -+o
ENSG00000198668 CALM1 NonAssociatedWithProgression
ENSG00000152495 CAMK4 +-o
ENSG00000106144 CASP2 o--a
ENSG00000164305 CASP3 o++b
ENSG00000110395 CBL o--b
ENSG00000112237 CCNC o--a
ENSG00000126353 CCR7 +o+
ENSG00000173585 CCR9 +o+
ENSG00000196352 CD55 o+o
ENSG00000105401 CDC37 ---
ENSG00000070831 CDC42 +oo
ENSG00000170312 CDK1 o-+
ENSG00000164885 CDK5 ---
ENSG00000132964 CDK8 o+o
ENSG00000124762 CDKN1A oo-
ENSG00000111276 CDKN1B +o+
ENSG00000149554 CHEK1 o+o
ENSG00000128656 CHN1 -+o
ENSG00000106069 CHN2 o++b
ENSG00000213341 CHUK NonAssociatedWithProgression
ENSG00000122705 CLTA +-o
ENSG00000141367 CLTC -o-
ENSG00000188153 COL4A5 -oo
ENSG00000142156 COL6A1 NonAssociatedWithProgression
ENSG00000092758 COL9A3 NonAssociatedWithProgression
ENSG00000118260 CREB1 o+-
ENSG00000005339 CREBBP NonAssociatedWithProgression
ENSG00000167193 CRK o+o
ENSG00000099942 CRKL o--b
ENSG00000103653 CSK o--b
ENSG00000113712 CSNK1A1 o+o
ENSG00000168036 CTNNB1 o--b
ENSG00000055130 CUL1 o++a
ENSG00000166266 CUL5 o--b
ENSG00000163734 CXCL3 NonAssociatedWithProgression
ENSG00000121966 CXCR4 o--b
ENSG00000164535 DAGLB ---
ENSG00000035499 DEPDC1B NonAssociatedWithProgression
ENSG00000065357 DGKA NonAssociatedWithProgression
ENSG00000077044 DGKD NonAssociatedWithProgression
ENSG00000058866 DGKG NonAssociatedWithProgression
ENSG00000145214 DGKQ ---
ENSG00000149091 DGKZ --o
ENSG00000100246 DNAL4 o-o
ENSG00000106976 DNM1 --o
ENSG00000079805 DNM2 o--a
ENSG00000197959 DNM3 o++b
ENSG00000115325 DOK1 o--a
ENSG00000135144 DTX1 o--b
ENSG00000091073 DTX2 ---
ENSG00000108861 DUSP3 o-+
ENSG00000120875 DUSP4 ---
ENSG00000139318 DUSP6 NonAssociatedWithProgression
ENSG00000164086 DUSP7 o--a
ENSG00000004975 DVL2 NonAssociatedWithProgression
ENSG00000114346 ECT2 NonAssociatedWithProgression
ENSG00000103319 EEF2K o++a
ENSG00000092847 EIF2C1 -+o
ENSG00000123908 EIF2C2 o--b
ENSG00000126070 EIF2C3 o+o
ENSG00000134698 EIF2C4 +o+
ENSG00000063046 EIF4B o--a
ENSG00000187840 EIF4EBP1 o--b
ENSG00000114867 EIF4G1 ---
ENSG00000126767 ELK1 ---
ENSG00000100393 EP300 o++b
ENSG00000063245 EPN1 ---
ENSG00000085832 EPS15 +-o
ENSG00000127527 EPS15L1 ---
ENSG00000112851 ERBB2IP NonAssociatedWithProgression
ENSG00000031003 FAM13B NonAssociatedWithProgression
ENSG00000109670 FBXW7 o+-
ENSG00000151422 FER o++b
ENSG00000182511 FES NonAssociatedWithProgression
ENSG00000102302 FGD1 NonAssociatedWithProgression
ENSG00000146192 FGD2 -+o
ENSG00000127084 FGD3 o--a
ENSG00000077782 FGFR1 o++a
ENSG00000037280 FLT4 NonAssociatedWithProgression
ENSG00000115414 FN1 o++a
ENSG00000118689 FOXO3 NonAssociatedWithProgression
ENSG00000184481 FOXO4 --o
ENSG00000166225 FRS2 NonAssociatedWithProgression
ENSG00000140564 FURIN o++a
ENSG00000010810 FYN +oo
ENSG00000157240 FZD1 -oo
ENSG00000180340 FZD2 o--b
ENSG00000104290 FZD3 o++a
ENSG00000155760 FZD7 o++a
ENSG00000138757 G3BP2 NonAssociatedWithProgression
ENSG00000033327 GAB2 +o+
ENSG00000203879 GDI1 o-o
ENSG00000057608 GDI2 o--b
ENSG00000089639 GMIP --o
ENSG00000088256 GNA11 ---
ENSG00000146535 GNA12 NonAssociatedWithProgression
ENSG00000120063 GNA13 NonAssociatedWithProgression
ENSG00000060558 GNA15 o--b
ENSG00000114353 GNAI2 --o
ENSG00000065135 GNAI3 NonAssociatedWithProgression
ENSG00000156052 GNAQ oo+
ENSG00000087460 GNAS NonAssociatedWithProgression
ENSG00000128266 GNAZ NonAssociatedWithProgression
ENSG00000078369 GNB1 o--a
ENSG00000172354 GNB2 ---
ENSG00000114450 GNB4 -+o
ENSG00000069966 GNB5 -o-
ENSG00000242616 GNG10 o++b
ENSG00000186469 GNG2 o++b
ENSG00000168243 GNG4 o--a
ENSG00000174021 GNG5 o+o
ENSG00000147437 GNRH1 o+o
ENSG00000144230 GPR17 o-+
ENSG00000183134 GPR44 ---
ENSG00000140030 GPR65 o++b
ENSG00000154016 GRAP o--a
ENSG00000100351 GRAP2 ---
ENSG00000106070 GRB10 oo-
ENSG00000177885 GRB2 NonAssociatedWithProgression
ENSG00000198873 GRK5 +oo
ENSG00000196277 GRM7 NonAssociatedWithProgression
ENSG00000105723 GSK3A ---
ENSG00000082701 GSK3B -o-
ENSG00000113070 HBEGF o++a
ENSG00000116478 HDAC1 ---
ENSG00000100429 HDAC10 o--b
ENSG00000163517 HDAC11 -oo
ENSG00000196591 HDAC2 NonAssociatedWithProgression
ENSG00000171720 HDAC3 ---
ENSG00000068024 HDAC4 o--b
ENSG00000094631 HDAC6 o--a
ENSG00000061273 HDAC7 o--b
ENSG00000147099 HDAC8 oo-
ENSG00000013583 HEBP1 o-+
ENSG00000114315 HES1 NonAssociatedWithProgression
ENSG00000197921 HES5 o--a
ENSG00000164683 HEY1 +o+
ENSG00000185359 HGS o--b
ENSG00000100644 HIF1A NonAssociatedWithProgression
ENSG00000180448 HMHA1 ---
ENSG00000174775 HRAS o--b
ENSG00000080824 HSP90AA1 NonAssociatedWithProgression
ENSG00000108622 ICAM2 NonAssociatedWithProgression
ENSG00000104365 IKBKB o++a
ENSG00000204084 INPP5B NonAssociatedWithProgression
ENSG00000171105 INSR +o+
ENSG00000184216 IRAK1 o--a
ENSG00000169047 IRS1 o--b
ENSG00000185950 IRS2 NonAssociatedWithProgression
ENSG00000078747 ITCH o++b
ENSG00000143127 ITGA10 NonAssociatedWithProgression
ENSG00000115232 ITGA4 o--b
ENSG00000091409 ITGA6 NonAssociatedWithProgression
ENSG00000135424 ITGA7 NonAssociatedWithProgression
ENSG00000083457 ITGAE o++a
ENSG00000005844 ITGAL NonAssociatedWithProgression
ENSG00000138448 ITGAV o++b
ENSG00000150093 ITGB1 NonAssociatedWithProgression
ENSG00000160255 ITGB2 o--a
ENSG00000142856 ITGB3BP -+o
ENSG00000132470 ITGB4 ---
ENSG00000150995 ITPR1 o++b
ENSG00000096433 ITPR3 o-o
ENSG00000205726 ITSN1 -+o
ENSG00000096968 JAK2 o++a
ENSG00000154721 JAM2 o++a
ENSG00000166086 JAM3 o-o
ENSG00000108773 KAT2A o--a
ENSG00000114166 KAT2B NonAssociatedWithProgression
ENSG00000134313 KIDINS220 -+o
ENSG00000133703 KRAS o+o
ENSG00000150457 LATS2 o++a
ENSG00000182866 LCK o-o
ENSG00000064547 LPAR2 ---
ENSG00000144749 LRIG1 -+o
ENSG00000213903 LTB4R ---
ENSG00000179222 MAGED1 NonAssociatedWithProgression
ENSG00000161021 MAML1 o--b
ENSG00000013619 MAMLD1 oo+
ENSG00000169032 MAP2K1 NonAssociatedWithProgression
ENSG00000126934 MAP2K2 o--a
ENSG00000137764 MAP2K5 o--a
ENSG00000100030 MAPK1 NonAssociatedWithProgression
ENSG00000112062 MAPK14 o++b
ENSG00000102882 MAPK3 o--b
ENSG00000166484 MAPK7 o-o
ENSG00000107643 MAPK8 o+o
ENSG00000119487 MAPKAP1 o--a
ENSG00000162889 MAPKAPK2 o--a
ENSG00000114738 MAPKAPK3 -oo
ENSG00000126217 MCF2L o++a
ENSG00000135679 MDM2 -o-
ENSG00000068305 MEF2A NonAssociatedWithProgression
ENSG00000100060 MFNG o--a
ENSG00000101752 MIB1 NonAssociatedWithProgression
ENSG00000197530 MIB2 ---
ENSG00000079277 MKNK1 oo+
ENSG00000167965 MLST8 o--a
ENSG00000155363 MOV10 ---
ENSG00000198793 MTOR NonAssociatedWithProgression
ENSG00000136997 MYC o--b
ENSG00000172936 MYD88 +o+
ENSG00000066933 MYO9A NonAssociatedWithProgression
ENSG00000099331 MYO9B oo+
ENSG00000158092 NCK1 o+-
ENSG00000071051 NCK2 o--b
ENSG00000141027 NCOR1 NonAssociatedWithProgression
ENSG00000196498 NCOR2 ---
ENSG00000162736 NCSTN o--b
ENSG00000069869 NEDD4 -+o
ENSG00000173848 NET1 oo-
ENSG00000109320 NFKB1 o++a
ENSG00000100906 NFKBIA o-o
ENSG00000166681 NGFRAP1 NonAssociatedWithProgression
ENSG00000197696 NMB o--a
ENSG00000183691 NOG +-o
ENSG00000148400 NOTCH1 o+o
ENSG00000134250 NOTCH2 o-o
ENSG00000074181 NOTCH3 o--b
ENSG00000139574 NPFF NonAssociatedWithProgression
ENSG00000131697 NPHP4 ---
ENSG00000183971 NPW ---
ENSG00000213281 NRAS o--b
ENSG00000122126 OCRL o++a
ENSG00000054277 OPN3 NonAssociatedWithProgression
ENSG00000112038 OPRM1 ---
ENSG00000198965 OR10R2 ---
ENSG00000180914 OXTR -oo
ENSG00000099139 PCSK5 o++a
ENSG00000112541 PDE10A o++b
ENSG00000123360 PDE1B o-+
ENSG00000065989 PDE4A ---
ENSG00000205268 PDE7A ---
ENSG00000073417 PDE8A o++a
ENSG00000140992 PDPK1 -o-
ENSG00000081913 PHLPP1 NonAssociatedWithProgression
ENSG00000078142 PIK3C3 o+o
ENSG00000121879 PIK3CA +-o
ENSG00000051382 PIK3CB -o-
ENSG00000105851 PIK3CG o++b
ENSG00000145675 PIK3R1 o--a
ENSG00000105647 PIK3R2 o--a
ENSG00000117461 PIK3R3 NonAssociatedWithProgression
ENSG00000196455 PIK3R4 NonAssociatedWithProgression
ENSG00000182621 PLCB1 -+o
ENSG00000137841 PLCB2 o-+
ENSG00000090924 PLEKHG2 o--a
ENSG00000122194 PLG o+o
ENSG00000164050 PLXNB1 o+-
ENSG00000101346 POFUT1 -oo
ENSG00000163389 POGLUT1 o++a
ENSG00000100614 PPM1A o--a
ENSG00000172531 PPP1CA o--a
ENSG00000113575 PPP2CA o--b
ENSG00000104695 PPP2CB +o+
ENSG00000105568 PPP2R1A o--b
ENSG00000137713 PPP2R1B o-+
ENSG00000066027 PPP2R5A o--b
ENSG00000068971 PPP2R5B NonAssociatedWithProgression
ENSG00000078304 PPP2R5C NonAssociatedWithProgression
ENSG00000112640 PPP2R5D o--a
ENSG00000154001 PPP2R5E o-o
ENSG00000138814 PPP3CA o++b
ENSG00000107758 PPP3CB o+-
ENSG00000120910 PPP3CC NonAssociatedWithProgression
ENSG00000221823 PPP3R1 +oo
ENSG00000110851 PRDM4 o--a
ENSG00000132356 PRKAA1 -o-
ENSG00000162409 PRKAA2 o++a
ENSG00000111725 PRKAB1 ---
ENSG00000131791 PRKAB2 NonAssociatedWithProgression
ENSG00000072062 PRKACA ---
ENSG00000142875 PRKACB o--b
ENSG00000181929 PRKAG1 ---
ENSG00000108946 PRKAR1A o+-
ENSG00000188191 PRKAR1B NonAssociatedWithProgression
ENSG00000154229 PRKCA oo+
ENSG00000163932 PRKCD NonAssociatedWithProgression
ENSG00000027075 PRKCH oo+
ENSG00000163558 PRKCI -+o
ENSG00000065675 PRKCQ o+o
ENSG00000172179 PRL o++a
ENSG00000080815 PSEN1 o-o
ENSG00000205155 PSENEN NonAssociatedWithProgression
ENSG00000129084 PSMA1 o--a
ENSG00000106588 PSMA2 o+o
ENSG00000100567 PSMA3 o+o
ENSG00000041357 PSMA4 -+o
ENSG00000143106 PSMA5 o--a
ENSG00000100902 PSMA6 NonAssociatedWithProgression
ENSG00000101182 PSMA7 -+o
ENSG00000008018 PSMB1 o-o
ENSG00000126067 PSMB2 oo-
ENSG00000108294 PSMB3 -+o
ENSG00000159377 PSMB4 NonAssociatedWithProgression
ENSG00000100804 PSMB5 o--b
ENSG00000142507 PSMB6 o-o
ENSG00000136930 PSMB7 NonAssociatedWithProgression
ENSG00000204264 PSMB8 o--b
ENSG00000240065 PSMB9 o-o
ENSG00000100764 PSMC1 NonAssociatedWithProgression
ENSG00000161057 PSMC2 o+o
ENSG00000165916 PSMC3 o-o
ENSG00000013275 PSMC4 NonAssociatedWithProgression
ENSG00000087191 PSMC5 -+o
ENSG00000100519 PSMC6 o+o
ENSG00000173692 PSMD1 NonAssociatedWithProgression
ENSG00000101843 PSMD10 o+o
ENSG00000108671 PSMD11 NonAssociatedWithProgression
ENSG00000197170 PSMD12 oo-
ENSG00000185627 PSMD13 o--b
ENSG00000115233 PSMD14 o+o
ENSG00000175166 PSMD2 ---
ENSG00000108344 PSMD3 ---
ENSG00000159352 PSMD4 NonAssociatedWithProgression
ENSG00000095261 PSMD5 o++b
ENSG00000163636 PSMD6 o+o
ENSG00000099341 PSMD8 o--b
ENSG00000110801 PSMD9 o--b
ENSG00000100911 PSME2 NonAssociatedWithProgression
ENSG00000131467 PSME3 o-o
ENSG00000068878 PSME4 o--b
ENSG00000125818 PSMF1 o-+
ENSG00000185920 PTCH1 o++b
ENSG00000117425 PTCH2 -+o
ENSG00000171862 PTEN NonAssociatedWithProgression
ENSG00000171522 PTGER4 o++b
ENSG00000196396 PTPN1 +oo
ENSG00000179295 PTPN11 NonAssociatedWithProgression
ENSG00000175582 RAB6A o++b
ENSG00000136238 RAC1 NonAssociatedWithProgression
ENSG00000128340 RAC2 o--b
ENSG00000169750 RAC3 ---
ENSG00000161800 RACGAP1 o-+
ENSG00000132155 RAF1 NonAssociatedWithProgression
ENSG00000006451 RALA o-+
ENSG00000017797 RALBP1 --o
ENSG00000160271 RALGDS o--a
ENSG00000116473 RAP1A NonAssociatedWithProgression
ENSG00000127314 RAP1B NonAssociatedWithProgression
ENSG00000107263 RAPGEF1 NonAssociatedWithProgression
ENSG00000145715 RASA1 NonAssociatedWithProgression
ENSG00000172575 RASGRP1 -+o
ENSG00000068831 RASGRP2 o--a
ENSG00000168214 RBPJ o--b
ENSG00000100387 RBX1 o--a
ENSG00000173039 RELA o--a
ENSG00000169733 RFNG o--a
ENSG00000090104 RGS1 o++b
ENSG00000148908 RGS10 o++b
ENSG00000169220 RGS14 o--b
ENSG00000171700 RGS19 -+o
ENSG00000116741 RGS2 NonAssociatedWithProgression
ENSG00000182732 RGS6 o++a
ENSG00000108370 RGS9 NonAssociatedWithProgression
ENSG00000106615 RHEB NonAssociatedWithProgression
ENSG00000067560 RHOA o-o
ENSG00000143878 RHOB +-o
ENSG00000008853 RHOBTB2 NonAssociatedWithProgression
ENSG00000155366 RHOC --o
ENSG00000139725 RHOF --o
ENSG00000177105 RHOG o--a
ENSG00000168421 RHOH o--b
ENSG00000119729 RHOQ o+o
ENSG00000126858 RHOT1 NonAssociatedWithProgression
ENSG00000140983 RHOT2 o--b
ENSG00000116574 RHOU o-o
ENSG00000104140 RHOV ---
ENSG00000164327 RICTOR o--b
ENSG00000104312 RIPK2 o++b
ENSG00000143622 RIT1 o+o
ENSG00000181852 RNF41 o-o
ENSG00000067900 ROCK1 o+o
ENSG00000134318 ROCK2 +o+
ENSG00000143947 RPS27A o+o
ENSG00000137154 RPS6 o--a
ENSG00000117676 RPS6KA1 --o
ENSG00000177189 RPS6KA3 NonAssociatedWithProgression
ENSG00000100784 RPS6KA5 NonAssociatedWithProgression
ENSG00000108443 RPS6KB1 NonAssociatedWithProgression
ENSG00000175634 RPS6KB2 -o-
ENSG00000141564 RPTOR o--a
ENSG00000115310 RTN4 +oo
ENSG00000213694 S1PR3 NonAssociatedWithProgression
ENSG00000151748 SAV1 o++a
ENSG00000178188 SH2B1 ---
ENSG00000160999 SH2B2 ---
ENSG00000111252 SH2B3 o-+
ENSG00000147010 SH3KBP1 +o+
ENSG00000160691 SHC1 o--a
ENSG00000157933 SKI ---
ENSG00000113558 SKP1 ---
ENSG00000170365 SMAD1 o++a
ENSG00000175387 SMAD2 NonAssociatedWithProgression
ENSG00000166949 SMAD3 NonAssociatedWithProgression
ENSG00000141646 SMAD4 o--b
ENSG00000100603 SNW1 NonAssociatedWithProgression
ENSG00000185338 SOCS1 o--a
ENSG00000115904 SOS1 -+o
ENSG00000100485 SOS2 NonAssociatedWithProgression
ENSG00000164056 SPRY1 +o+
ENSG00000136158 SPRY2 o+o
ENSG00000161011 SQSTM1 ---
ENSG00000196935 SRGAP1 o++a
ENSG00000163486 SRGAP2 NonAssociatedWithProgression
ENSG00000126091 ST3GAL3 --o
ENSG00000110080 ST3GAL4 o-o
ENSG00000064225 ST3GAL6 o++a
ENSG00000136738 STAM NonAssociatedWithProgression
ENSG00000115145 STAM2 o+o
ENSG00000115415 STAT1 oo+
ENSG00000168610 STAT3 o--b
ENSG00000126561 STAT5A o-o
ENSG00000173757 STAT5B ---
ENSG00000166888 STAT6 o--b
ENSG00000118046 STK11 o--a
ENSG00000104375 STK3 oo+
ENSG00000101109 STK4 NonAssociatedWithProgression
ENSG00000125695 STRADA ---
ENSG00000103266 STUB1 ---
ENSG00000055208 TAB2 o--b
ENSG00000164691 TAGAP +oo
ENSG00000101849 TBL1X +-o
ENSG00000177565 TBL1XR1 o-o
ENSG00000135605 TEC -+o
ENSG00000105329 TGFB1 o--a
ENSG00000163513 TGFBR2 +o+
ENSG00000156299 TIAM1 +o+
ENSG00000119139 TJP2 o++b
ENSG00000196781 TLE1 o--a
ENSG00000065717 TLE2 ---
ENSG00000140332 TLE3 ---
ENSG00000106829 TLE4 NonAssociatedWithProgression
ENSG00000137076 TLN1 NonAssociatedWithProgression
ENSG00000086598 TMED2 +o+
ENSG00000090905 TNRC6A +-o
ENSG00000100354 TNRC6B o+o
ENSG00000141510 TP53 o--a
ENSG00000175104 TRAF6 NonAssociatedWithProgression
ENSG00000101255 TRIB3 +-o
ENSG00000125733 TRIP10 NonAssociatedWithProgression
ENSG00000165699 TSC1 NonAssociatedWithProgression
ENSG00000103197 TSC2 ---
ENSG00000165409 TSHR -o-
ENSG00000221983 UBA52 o--a
ENSG00000170315 UBB ---
ENSG00000072401 UBE2D1 NonAssociatedWithProgression
ENSG00000109332 UBE2D3 NonAssociatedWithProgression
ENSG00000138592 USP8 o+-
ENSG00000141968 VAV1 o--a
ENSG00000160293 VAV2 oo+
ENSG00000112715 VEGFA +-o
ENSG00000173511 VEGFB o--b
ENSG00000106018 VIPR2 o--b
ENSG00000108379 WNT3 o+o
ENSG00000186153 WWOX NonAssociatedWithProgression
ENSG00000123124 WWP1 -o-
ENSG00000018408 WWTR1 NonAssociatedWithProgression
ENSG00000176105 YES1 +-o
ENSG00000166913 YWHAB o--b
ENSG00000108953 YWHAE NonAssociatedWithProgression
ENSG00000039319 ZFYVE16 +o+
ENSG00000157077 ZFYVE9 oo+