rank hgnc_symbol p.value p.adjust 1 EGFR 0 0 2 IDH1 0 0 3 NF1 0 0 4 PIK3R1 0 0 5 PTEN 0 0 6 RB1 0 0 7 TP53 0 0 8 FKBP9 4.00E-05 0.01936 9 PIK3CA 0.00014 0.06762 10 GSTM5 3.00E-04 0.1446 11 CHEK2 0.00043 0.20683 12 ZNF708 0.00048 0.2304 13 ERBB2 0.00086 0.41194 14 IFITM3 0.00353 1 15 GYPA 0.00535 1 16 PRAME 0.00683 1 17 PIK3C2G 0.01016 1 18 RHPN2 0.01187 1 19 PIK3CG 0.01307 1 20 DCN 0.01414 1 21 BCL11A 0.0174 1 22 LUM 0.01909 1 23 ZNF431 0.03116 1 24 ITGB3 0.03117 1 25 TNFRSF10A 0.03407 1 26 PI15 0.0418 1 27 CYP27B1 0.04375 1 28 ING4 0.04707 1 29 LGALS3BP 0.04777 1 30 TEK 0.05146 1 31 EYA1 0.0594 1 32 KLF6 0.06239 1 33 PDGFRA 0.06356 1 34 LDHA 0.06385 1 35 DES 0.07181 1 36 DDR2 0.07635 1 37 FGFR1 0.08015 1 38 FGFR3 0.08278 1 39 NMBR 0.08434 1 40 SHH 0.09101 1 41 EPHA7 0.09468 1 42 CCK 0.09739 1 43 CHEK1 0.10118 1 44 MOBP 0.10324 1 45 LAMP1 0.10692 1 46 CHRNA3 0.10792 1 47 MAPK9 0.11403 1 48 FLI1 0.11488 1 49 PRSS1 0.11752 1 50 HSPA8 0.12067 1 51 SFT2D1 0.12802 1 52 DSG2 0.13024 1 53 PRNP 0.13175 1 54 MSI1 0.1318 1 55 ALDH1A3 0.14158 1 56 COL6A2 0.14261 1 57 CDKN2C 0.14313 1 58 MSH6 0.14472 1 59 EPHA3 0.1505 1 60 CXCL3 0.151 1 61 IFNA21 0.156 1 62 DDIT3 0.15923 1 63 MTAP 0.16782 1 64 KRAS 0.17061 1 65 CDKN2A 0.1714 1 66 MMD2 0.17342 1 67 SOX11 0.17643 1 68 GYPC 0.17978 1 69 ID3 0.18457 1 70 GBAS 0.18652 1 71 ROR2 0.18662 1 72 RNASE4 0.18725 1 73 PRKCZ 0.18786 1 74 ANKMY2 0.19232 1 75 ZNF384 0.19247 1 76 RCSD1 0.19612 1 77 IL31 0.19671 1 78 RGS4 0.20102 1 79 AZGP1P1 0.20506 1 80 AZGP1 0.20506 1 81 CALCA 0.20601 1 82 SFRP1 0.2091 1 83 CLOCK 0.21079 1 84 TMBIM4 0.2114 1 85 MARK1 0.21792 1 86 OR5P2 0.22344 1 87 RAP2A 0.22611 1 88 DBC1 0.22941 1 89 ADAMTS20 0.2303 1 90 MAGEA1 0.23763 1 91 DTX3 0.23777 1 92 MET 0.24056 1 93 MLH1 0.24206 1 94 MARK4 0.24347 1 95 ATP6V1E1 0.24526 1 96 TCF12 0.24543 1 97 GNAI1 0.2473 1 98 IL1RL1 0.24827 1 99 PIM1 0.25678 1 100 ITGB2 0.25724 1 101 NTRK3 0.26258 1 102 MDM4 0.26499 1 103 FBXL18 0.26551 1 104 GDF15 0.26687 1 105 TNK2 0.26775 1 106 SPN 0.26905 1 107 LTF 0.26941 1 108 ZNF85 0.2714 1 109 CDC123 0.27312 1 110 AOC3 0.27572 1 111 SYP 0.27583 1 112 GATA6 0.27634 1 113 BCR 0.27792 1 114 HSP90AA2 0.27878 1 115 HSP90AA1 0.27878 1 116 RNF38 0.27939 1 117 COL1A1 0.28028 1 118 C9orf11 0.28081 1 119 KIT 0.28488 1 120 FBXW7 0.28621 1 121 BAMBI 0.28872 1 122 MSH2 0.28936 1 123 CHAT 0.29045 1 124 TIMP2 0.2905 1 125 FLT1 0.29176 1 126 ST6GAL1 0.29278 1 127 TUSC3 0.29431 1 128 CTDSP2 0.29519 1 129 CSF3R 0.30362 1 130 TFAP2C 0.3057 1 131 BCAS1 0.30611 1 132 MDM2 0.30649 1 133 FRZB 0.30984 1 134 0.31113 1 135 DDR1 0.31113 1 136 PIK3C2A 0.31272 1 137 CAST 0.31659 1 138 GRM1 0.3228 1 139 ISL1 0.32434 1 140 SPARC 0.32617 1 141 ADAM15 0.32678 1 142 ETNK2 0.32975 1 143 ANXA1 0.33053 1 144 SPDEF 0.33202 1 145 SERPINA3 0.33211 1 146 CTSH 0.33301 1 147 LRRC4C 0.33485 1 148 KLK8 0.33511 1 149 TNFRSF25 0.33527 1 150 USF1 0.33803 1 151 C9orf66 0.34095 1 152 ESR2 0.34232 1 153 NDUFA10 0.34653 1 154 TRIP6 0.34989 1 155 INHBE 0.35143 1 156 BTK 0.35894 1 157 IRAK3 0.36364 1 158 C10orf54 0.36466 1 159 WNT2 0.36506 1 160 PAX5 0.36509 1 161 SPRED3 0.36613 1 162 FURIN 0.36625 1 163 NME7 0.36649 1 164 SOCS1 0.36989 1 165 TNFRSF11B 0.37375 1 166 PLAG1 0.37622 1 167 BCAS3 0.37711 1 168 C18orf25 0.37723 1 169 TNFRSF1B 0.37961 1 170 KCNJ16 0.38024 1 171 SLC16A1 0.38317 1 172 PDPK1 0.3846 1 173 ADAMTSL3 0.38477 1 174 0.38728 1 175 KPNA2 0.38728 1 176 SERPINA6 0.38761 1 177 ELAVL2 0.38828 1 178 FGFR4 0.38856 1 179 PDK2 0.39158 1 180 CYP3A4 0.39867 1 181 LAX1 0.39942 1 182 PRSS23 0.40035 1 183 CHL1 0.4009 1 184 BCAR1 0.40628 1 185 SEMA3B 0.40784 1 186 GLTSCR2 0.40978 1 187 UNG 0.40987 1 188 PRF1 0.41047 1 189 CD46 0.41245 1 190 MAPK13 0.4127 1 191 HCK 0.41336 1 192 LEMD3 0.41388 1 193 RADIL 0.41457 1 194 C9orf72 0.4156 1 195 UPF2 0.41729 1 196 SLC2A2 0.41922 1 197 ABCC4 0.41973 1 198 HTR2A 0.42695 1 199 WT1 0.42748 1 200 DOCK1 0.42863 1 201 STYK1 0.42961 1 202 DMRT3 0.43101 1 203 WISP1 0.43597 1 204 PAPPA2 0.43663 1 205 CRLF1 0.43772 1 206 CYP1B1 0.44105 1 207 EPHA8 0.44248 1 208 CNTFR 0.44515 1 209 PPP2R5D 0.44995 1 210 CCT2 0.45134 1 211 MBD6 0.4525 1 212 PTPN11 0.45269 1 213 STAT1 0.45327 1 214 HIPK2 0.45622 1 215 A2M 0.45792 1 216 THBS1 0.45807 1 217 TPBG 0.46028 1 218 BCL2L13 0.46123 1 219 CHRNA1 0.46346 1 220 HGF 0.46371 1 221 ST7 0.46471 1 222 ICA1 0.46622 1 223 ABI1 0.46741 1 224 PTCH1 0.46813 1 225 ILK 0.47039 1 226 KIF6 0.47103 1 227 MAN1A1 0.47305 1 228 PRKDC 0.47666 1 229 MAG 0.47682 1 230 C20orf160 0.47765 1 231 RPS6KA3 0.4779 1 232 GPR176 0.48028 1 233 GPR78 0.48068 1 234 GDF10 0.48739 1 235 PDGFRB 0.48819 1 236 TGFBR2 0.49103 1 237 GATA3 0.49206 1 238 EPHB4 0.4921 1 239 SMAD4 0.49288 1 240 CSNK1E 0.49432 1 241 PRKCD 0.49612 1 242 PLD4 0.49733 1 243 CAPN3 0.49835 1 244 ANXA7 0.50007 1 245 ONECUT2 0.50017 1 246 RPN1 0.5003 1 247 FLT3 0.50058 1 248 HPN 0.50302 1 249 MYLK2 0.5032 1 250 NPTX2 0.50943 1 251 F13A1 0.50981 1 252 MYST4 0.51083 1 253 KCNV2 0.51208 1 254 DLL3 0.51503 1 255 KSR2 0.52024 1 256 APBB1IP 0.52195 1 257 NBN 0.53181 1 258 HELB 0.53276 1 259 MMP15 0.53678 1 260 MYCN 0.53695 1 261 CSF1R 0.54042 1 262 MAGEC3 0.54432 1 263 PAPSS2 0.54804 1 264 ZNF493 0.5516 1 265 COL1A2 0.55634 1 266 KCNG1 0.55653 1 267 KLF4 0.55748 1 268 PRKD2 0.55795 1 269 NEFL 0.5588 1 270 BAI3 0.56838 1 271 DSG1 0.57108 1 272 TAOK3 0.5753 1 273 ADSSL1 0.57544 1 274 TBK1 0.57961 1 275 TNC 0.58192 1 276 ITPR3 0.58433 1 277 GRM5 0.58645 1 278 AIFM1 0.58692 1 279 POU2F1 0.58792 1 280 LYN 0.58828 1 281 SLC25A13 0.58922 1 282 FGFR2 0.59032 1 283 TERT 0.59075 1 284 LRRN2 0.59271 1 285 TAF1 0.59336 1 286 NOS3 0.59592 1 287 PRKCA 0.59663 1 288 SLC45A1 0.59744 1 289 PAK7 0.59941 1 290 CAND1 0.60272 1 291 DOCK8 0.60275 1 292 PROX1 0.60816 1 293 GARNL3 0.60821 1 294 RINT1 0.60886 1 295 CDH1 0.60946 1 296 PTK2B 0.61622 1 297 NRXN3 0.61722 1 298 RTN1 0.61888 1 299 CDKL5 0.62207 1 300 GLI1 0.62344 1 301 EPHA6 0.62387 1 302 ZC3H11A 0.62809 1 303 KIF3B 0.63039 1 304 CTNNB1 0.63119 1 305 NTRK2 0.63534 1 306 PMS2 0.63761 1 307 TAS1R1 0.64293 1 308 ATHL1 0.64573 1 309 EXOC1 0.65134 1 310 EPHB1 0.65138 1 311 OSMR 0.65639 1 312 RUNX1T1 0.65654 1 313 AVIL 0.65678 1 314 NELL2 0.66371 1 315 SULF1 0.66383 1 316 NRAP 0.66467 1 317 VLDLR 0.66573 1 318 TRIM24 0.66647 1 319 FOXO3 0.66719 1 320 KLHL21 0.66763 1 321 FRAP1 0.67173 1 322 MADD 0.6767 1 323 CYLD 0.67848 1 324 TOP1 0.67917 1 325 KDR 0.68312 1 326 MAPK7 0.68565 1 327 CAMTA1 0.6885 1 328 NTRK1 0.68868 1 329 SNX13 0.68947 1 330 BRCA2 0.69176 1 331 ITGAL 0.69266 1 332 COL3A1 0.69697 1 333 TRIM3 0.69824 1 334 ARNT 0.6986 1 335 GAS6 0.69911 1 336 FN1 0.70464 1 337 TSC2 0.71001 1 338 IQSEC3 0.71105 1 339 LATS2 0.71148 1 340 VAV2 0.71436 1 341 DHTKD1 0.71594 1 342 ROS1 0.7179 1 343 MAPK8IP2 0.71825 1 344 CBL 0.7184 1 345 RET 0.72031 1 346 KIAA0415 0.72074 1 347 ADAM12 0.7262 1 348 DSP 0.72983 1 349 EPHA4 0.73484 1 350 SRGAP1 0.73506 1 351 AXL 0.74457 1 352 FBLN1 0.74507 1 353 MAPK8IP3 0.75885 1 354 ATP1A2 0.76833 1 355 SLC12A6 0.77071 1 356 TRIM33 0.7748 1 357 PGR 0.77657 1 358 IRS1 0.77715 1 359 MYO3A 0.78025 1 360 SLIT2 0.78074 1 361 JAG1 0.78511 1 362 KTN1 0.78639 1 363 EPHA2 0.78741 1 364 STK36 0.78976 1 365 0.79149 1 366 GNAS 0.79149 1 367 TSC1 0.7922 1 368 INSR 0.79834 1 369 EPHB6 0.79964 1 370 ANK1 0.8035 1 371 RTEL1 0.81285 1 372 TNFRSF6B 0.81285 1 373 ANK2 0.81478 1 374 DGKD 0.83826 1 375 EP300 0.84011 1 376 MAP2 0.84636 1 377 ERBB3 0.84725 1 378 GRLF1 0.85019 1 379 PML 0.85238 1 380 MAP3K6 0.85928 1 381 ATM 0.86225 1 382 PIK3C2B 0.86447 1 383 IQGAP1 0.87233 1 384 DGKZ 0.87611 1 385 ZFP106 0.88088 1 386 MAPKBP1 0.88713 1 387 MN1 0.88996 1 388 COL11A1 0.89638 1 389 PHLPP 0.89787 1 390 ABCA13 0.8992 1 391 CHD5 0.90473 1 392 RELN 0.90599 1 393 COL5A1 0.90937 1 394 KALRN 0.90949 1 395 GLI3 0.91061 1 396 TRPM3 0.91472 1 397 RERE 0.91685 1 398 COL4A1 0.91982 1 399 DST 0.92425 1 400 PTPRZ1 0.92647 1 401 ABCA1 0.93868 1 402 CENPF 0.93884 1 403 NOTCH1 0.94642 1 404 ATR 0.94745 1 405 EP400 0.94976 1 406 KIAA1632 0.95719 1 407 APC 0.95981 1 408 DMBT1 0.96541 1 409 TRRAP 0.96707 1 410 PDZD2 0.97094 1 411 CSMD3 0.97136 1 412 SYNE1 0.97162 1 413 ASPM 0.97701 1 414 MLL3 0.98608 1 415 COL6A3 0.98817 1 416 CDH23 0.99037 1 417 RYR3 0.99341 1 418 ABCA3 1 1 419 ADM 1 1 420 ALK 1 1 421 BMPR1A 1 1 422 BRCA1 1 1 423 TNFRSF8 1 1 424 CHI3L2 1 1 425 CLIC1 1 1 426 1 1 427 1 1 428 CCR5 1 1 429 CYP2E1 1 1 430 DAPK3 1 1 431 DCX 1 1 432 EIF4E 1 1 433 EPO 1 1 434 ERN1 1 1 435 ESR1 1 1 436 ETS1 1 1 437 GABRB3 1 1 438 GCLC 1 1 439 GML 1 1 440 GRIA2 1 1 441 GRN 1 1 442 HOXA9 1 1 443 HP 1 1 444 HPR 1 1 445 IGF1R 1 1 446 LCK 1 1 447 SMAD2 1 1 448 MAOB 1 1 449 MME 1 1 450 MOS 1 1 451 MUSK 1 1 452 MYC 1 1 453 MYO1E 1 1 454 NUMA1 1 1 455 SERPINE1 1 1 456 PIK3CD 1 1 457 PKN1 1 1 458 MAPK8 1 1 459 MAPK10 1 1 460 PSMD13 1 1 461 SRPK2 1 1 462 VAV1 1 1 463 NUP214 1 1 464 NCOA4 1 1 465 CUL4A 1 1 466 NUMB 1 1 467 PRPF4B 1 1 468 MAP3K14 1 1 469 TRIP11 1 1 470 DEPDC5 1 1 471 HS3ST3A1 1 1 472 DPYSL4 1 1 473 RIPK3 1 1 474 STMN2 1 1 475 RPH3A 1 1 476 TRIM32 1 1 477 C22orf24 1 1 478 CHIC2 1 1 479 RIPK4 1 1 480 STK32B 1 1 481 MKL1 1 1 482 PCDH20 1 1 483 AKAP2 1 1 484 PALM2 1 1 485 SLC26A10 1 1 486 CMTM3 1 1 487 ASZ1 1 1 488 NEK10 1 1 489 ASXL1 1 1 490 DPY19L2 1 1 491 ANXA8 1 1