Clinical Features CN_CNMF METHLYATION_CNMF RPPA_CNMF RPPA_CHIERARCHICAL MRNASEQ_CNMF MRNASEQ_CHIERARCHICAL MIRSEQ_CNMF MIRSEQ_CHIERARCHICAL nMutated (%) nWild-Type Chi-square test_P Chi-square test_Q Chi-square test_P Chi-square test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q NOTCH1 57 (19%) 249 0.18312 1 0.00074638 0.537 0.078598 1 0.36179 1 0.00042781 0.309 2.5388e-06 0.00185 4.5308e-06 0.0033 0.083695 1 CDKN2A 65 (21%) 241 0.0033673 1 0.0030617 1 0.39488 1 0.45884 1 0.20091 1 0.20586 1 0.48428 1 0.12417 1 HRAS 10 (3%) 296 6.9316e-05 0.0503 0.061224 1 0.42365 1 0.69044 1 0.003386 1 0.0010975 0.787 0.14226 1 1 1 NFE2L2 17 (6%) 289 0.68816 1 0.0002966 0.215 0.82126 1 0.82839 1 1 1 0.46393 1 0.49212 1 0.14569 1 PIK3CA 64 (21%) 242 0.048649 1 0.055398 1 0.37244 1 0.85599 1 0.11863 1 0.39808 1 0.099342 1 0.60595 1 TP53 214 (70%) 92 7.1718e-11 5.25e-08 3.1376e-18 2.3e-15 1 1 0.60784 1 0.011311 1 0.001427 1 0.1325 1 0.0014783 1 CASP8 27 (9%) 279 0.0010205 0.733 7.2174e-06 0.00524 1 1 0.77797 1 2.999e-07 0.000219 5.2752e-07 0.000385 0.019862 1 0.40376 1 FAT1 72 (24%) 234 0.32533 1 0.22666 1 0.30053 1 0.48684 1 0.15214 1 0.2878 1 0.29365 1 0.17216 1 JUB 18 (6%) 288 0.16051 1 0.079858 1 0.40721 1 0.080556 1 0.30529 1 0.22128 1 0.32549 1 1 1 MLL2 56 (18%) 250 0.0028631 1 0.047117 1 0.17392 1 0.31098 1 0.05323 1 0.0079522 1 0.12217 1 0.0037318 1 FBXW7 15 (5%) 291 0.77704 1 0.13419 1 0.052716 1 0.47828 1 0.88141 1 0.63644 1 1 1 1 1 NSD1 33 (11%) 273 0.36067 1 3.0433e-23 2.23e-20 0.16769 1 0.22445 1 0.00041073 0.297 6.406e-06 0.00466 0.021185 1 0.03411 1 BAGE2 11 (4%) 295 0.52238 1 0.099878 1 0.573 1 0.21029 1 0.25251 1 0.2914 1 0.33897 1 0.13931 1 POTEC 15 (5%) 291 0.16717 1 0.036389 1 0.6386 1 0.90713 1 0.16984 1 0.25422 1 0.59978 1 0.16876 1 ZNF750 13 (4%) 293 0.89749 1 0.15861 1 0.32507 1 0.24832 1 0.11882 1 0.12797 1 0.87981 1 1 1 EP300 25 (8%) 281 0.43347 1 0.15087 1 0.93892 1 0.30184 1 0.0095454 1 0.0046706 1 0.24864 1 0.85551 1 POM121L12 14 (5%) 292 0.19547 1 0.30441 1 0.10474 1 0.10909 1 0.65763 1 0.65691 1 0.48072 1 0.20731 1 RHOA 4 (1%) 302 0.11404 1 0.54046 1 0.2312 1 0.42419 1 0.24544 1 0.14075 1 0.23703 1 0.39517 1 B2M 7 (2%) 299 0.54747 1 0.061816 1 NA NA NA NA 0.51513 1 0.51674 1 0.57133 1 0.76671 1 RAC1 9 (3%) 297 0.83024 1 0.58476 1 1 1 0.37859 1 0.19472 1 0.1923 1 0.32391 1 0.49735 1 ZNF804B 21 (7%) 285 0.48247 1 0.48729 1 0.93939 1 0.91505 1 0.81207 1 0.74561 1 0.95949 1 0.75892 1 KCNT2 17 (6%) 289 0.14765 1 0.23504 1 0.72685 1 0.47828 1 0.049998 1 0.12118 1 0.05791 1 0.011662 1 RASA1 14 (5%) 292 0.30613 1 0.23951 1 0.48535 1 0.78591 1 0.35652 1 0.27144 1 0.27207 1 0.042474 1 PRIM2 9 (3%) 297 0.21437 1 0.30452 1 1 1 0.50005 1 0.40008 1 0.39492 1 0.53044 1 0.49735 1 CDH10 23 (8%) 283 0.17052 1 0.5313 1 0.59322 1 0.55753 1 0.074284 1 0.26547 1 0.24228 1 0.48306 1 CNTNAP5 15 (5%) 291 0.065465 1 0.11464 1 0.37006 1 1 1 0.010107 1 0.03537 1 0.016385 1 0.16876 1 POTEG 10 (3%) 296 0.095902 1 0.086947 1 0.028507 1 0.74073 1 0.15961 1 0.1427 1 0.79027 1 0.43603 1 ZNF99 22 (7%) 284 0.68692 1 0.12635 1 0.23255 1 0.43593 1 0.034327 1 0.011617 1 0.01305 1 0.0033196 1 OR2T12 11 (4%) 295 0.10583 1 0.12035 1 0.88406 1 0.69044 1 0.55168 1 0.50157 1 0.64002 1 0.6796 1 REG1A 8 (3%) 298 0.37534 1 0.10221 1 1 1 0.33935 1 0.057985 1 0.0013135 0.94 0.076546 1 0.051465 1 PABPC5 9 (3%) 297 0.69804 1 0.40719 1 0.84278 1 0.60177 1 0.088988 1 0.23749 1 0.32391 1 0.80998 1 IL32 4 (1%) 302 0.07807 1 0.0017661 1 NA NA NA NA 0.56087 1 1 1 0.47389 1 1 1 PRAMEF11 10 (3%) 296 0.42101 1 0.43786 1 1 1 0.87408 1 0.66869 1 0.60635 1 0.85323 1 1 1 EPHA2 14 (5%) 292 0.2958 1 0.0025554 1 0.6386 1 1 1 0.49923 1 0.57024 1 0.34793 1 0.18551 1 FCRL4 13 (4%) 293 0.078432 1 0.017864 1 0.52487 1 1 1 0.40452 1 0.10557 1 0.28115 1 0.72405 1 LCP1 12 (4%) 294 0.1333 1 0.00085124 0.612 0.55545 1 0.035921 1 0.87253 1 0.75835 1 1 1 0.24415 1 LRFN5 13 (4%) 293 0.017516 1 0.070039 1 0.52143 1 0.85464 1 0.27909 1 0.076526 1 0.03317 1 0.38661 1 MAPK1 4 (1%) 302 0.78668 1 0.92435 1 0.84162 1 1 1 0.69142 1 0.68627 1 0.82489 1 1 1 PEG3 23 (8%) 283 0.1015 1 0.022004 1 0.37102 1 0.089156 1 0.021699 1 0.053035 1 0.12389 1 0.29584 1 PRSS1 8 (3%) 298 0.78827 1 0.47771 1 0.84162 1 1 1 1 1 0.89031 1 1 1 1 1 DOK6 8 (3%) 298 0.23529 1 0.58219 1 0.44671 1 1 1 1 1 1 1 0.60524 1 0.78635 1 GABRB3 11 (4%) 295 0.55945 1 0.014716 1 0.46877 1 1 1 0.25251 1 0.19188 1 0.33897 1 0.6796 1 STEAP4 10 (3%) 296 0.18742 1 0.63586 1 0.65304 1 0.63327 1 0.081342 1 0.099651 1 0.068652 1 1 1 ASXL3 21 (7%) 285 0.71205 1 0.6317 1 0.40932 1 0.33115 1 0.95964 1 0.71364 1 1 1 0.35944 1 NTM 7 (2%) 299 0.9478 1 0.2397 1 0.12773 1 0.02259 1 0.18181 1 0.08768 1 0.14083 1 0.40543 1 FAM155A 11 (4%) 295 0.25296 1 0.058504 1 0.33234 1 0.077004 1 0.23251 1 0.17452 1 0.14616 1 0.27668 1 HLA-A 9 (3%) 297 0.58575 1 0.33457 1 0.43951 1 1 1 0.072015 1 0.03106 1 0.29552 1 0.3857 1 KRTAP1-5 3 (1%) 303 0.83806 1 0.80674 1 NA NA NA NA 0.78043 1 0.63019 1 0.052484 1 1 1 CTCF 11 (4%) 295 0.38621 1 0.40129 1 0.12127 1 0.61741 1 0.63562 1 0.6318 1 0.92855 1 1 1 BRWD3 16 (5%) 290 0.89121 1 0.53205 1 0.20508 1 1 1 0.25635 1 0.13614 1 0.31579 1 0.045577 1 CNPY3 3 (1%) 303 0.33566 1 0.48043 1 NA NA NA NA 0.50041 1 0.49872 1 0.37988 1 0.61044 1 FAM101A 4 (1%) 302 0.47688 1 0.37439 1 NA NA NA NA 0.69142 1 1 1 0.82489 1 0.69198 1 HLA-B 9 (3%) 297 0.25273 1 0.095674 1 0.087718 1 0.69044 1 0.0034112 1 0.0042541 1 0.070764 1 0.1602 1 PSG8 9 (3%) 297 0.16486 1 0.61808 1 0.70258 1 0.571 1 0.48293 1 0.48354 1 0.91768 1 0.3857 1 OR56A1 8 (3%) 298 0.3702 1 0.015766 1 0.75062 1 0.81233 1 0.35726 1 0.35167 1 0.20148 1 0.28695 1 OR2M2 8 (3%) 298 0.0067458 1 0.12587 1 NA NA NA NA 0.18139 1 0.011835 1 0.49779 1 0.094577 1 OR4M2 8 (3%) 298 0.79941 1 0.87958 1 0.33953 1 0.37859 1 0.64281 1 0.63923 1 0.40316 1 0.60254 1 CPXCR1 7 (2%) 299 0.62196 1 0.53599 1 0.20626 1 0.19159 1 0.34511 1 0.49754 1 0.72342 1 0.13149 1 EYA1 10 (3%) 296 0.10477 1 0.63586 1 0.19076 1 0.83091 1 0.027385 1 0.026268 1 0.91908 1 0.18664 1 LINGO2 10 (3%) 296 0.26777 1 0.81951 1 0.0035853 1 1 1 0.014981 1 0.014411 1 0.089367 1 0.1167 1 SEMA5A 19 (6%) 287 0.00073601 0.531 0.0031799 1 1 1 1 1 0.0066098 1 0.023377 1 0.37879 1 0.063516 1 TGFBR2 10 (3%) 296 0.35267 1 0.20104 1 0.9031 1 1 1 0.3133 1 0.78514 1 0.66629 1 1 1 PLSCR1 5 (2%) 301 0.0056959 1 0.23001 1 0.80202 1 1 1 0.52389 1 0.52618 1 0.73734 1 0.49419 1 LIN28B 6 (2%) 300 0.40937 1 0.9375 1 0.80202 1 1 1 0.73749 1 0.73858 1 0.51418 1 0.51518 1 AGTR1 8 (3%) 298 0.61608 1 0.40061 1 0.16905 1 0.10575 1 0.18139 1 0.19975 1 0.076546 1 0.60254 1 C6 12 (4%) 294 0.73428 1 0.59106 1 0.15722 1 1 1 0.076231 1 0.22204 1 0.53407 1 0.5823 1 MS4A14 9 (3%) 297 0.39686 1 0.41799 1 0.058438 1 1 1 0.40008 1 0.48354 1 0.26782 1 0.49735 1 HIST1H4E 5 (2%) 301 0.73198 1 0.7312 1 0.15599 1 0.74073 1 0.86583 1 0.38575 1 0.19273 1 0.22398 1 LBP 7 (2%) 299 0.75979 1 0.83672 1 NA NA NA NA 0.77455 1 0.77062 1 1 1 0.56505 1 RGS17 5 (2%) 301 0.60336 1 0.81016 1 NA NA NA NA 0.1573 1 0.15513 1 0.19273 1 0.22398 1 LILRB1 12 (4%) 294 0.30206 1 0.16556 1 0.65304 1 0.81233 1 0.86125 1 0.92866 1 0.75419 1 0.42299 1 MAGEL2 12 (4%) 294 0.20931 1 0.005664 1 0.46877 1 0.35219 1 0.53756 1 0.34126 1 0.65921 1 0.5823 1 OR8D4 6 (2%) 300 0.99215 1 0.11929 1 0.51018 1 0.42046 1 0.38709 1 1 1 0.44449 1 0.7475 1 HIST1H1B 7 (2%) 299 0.42857 1 0.35579 1 0.44671 1 0.81233 1 0.80235 1 0.71677 1 0.72342 1 0.13149 1 C3ORF59 8 (3%) 298 0.14203 1 0.47552 1 0.16905 1 0.006873 1 1 1 1 1 0.81975 1 1 1 C8ORF34 7 (2%) 299 0.84688 1 0.089198 1 0.17687 1 0.42046 1 0.80235 1 1 1 0.42908 1 0.56505 1 OR8J1 9 (3%) 297 0.22373 1 0.31895 1 0.12773 1 0.02259 1 0.2447 1 0.26514 1 0.26782 1 0.20672 1 RAB32 3 (1%) 303 0.45336 1 0.82511 1 0.61326 1 0.10575 1 0.11415 1 0.11555 1 0.49245 1 0.34248 1 TMEM195 8 (3%) 298 0.71292 1 0.44781 1 0.53082 1 0.571 1 0.82063 1 0.90483 1 1 1 1 1 PCDH11X 21 (7%) 285 0.76354 1 0.71046 1 0.40086 1 0.057201 1 0.34612 1 0.37747 1 0.88182 1 0.75892 1 SLITRK4 12 (4%) 294 0.46833 1 0.17829 1 0.58737 1 0.59594 1 0.092015 1 0.089615 1 0.27302 1 0.20026 1 FRG2B 6 (2%) 300 0.76015 1 0.69185 1 1 1 0.6636 1 0.29107 1 0.28901 1 0.094292 1 0.7475 1 OR2L13 7 (2%) 299 0.45223 1 0.10127 1 0.84278 1 1 1 0.34511 1 0.49754 1 0.72342 1 0.13149 1 CUL3 10 (3%) 296 0.42307 1 0.12422 1 0.9031 1 0.51771 1 0.40329 1 0.85167 1 0.85323 1 0.52027 1 FOSL2 7 (2%) 299 0.17833 1 0.61146 1 0.84278 1 1 1 0.34511 1 0.71677 1 0.086909 1 0.56505 1 GPR158 12 (4%) 294 0.63539 1 0.13094 1 0.46877 1 0.85464 1 0.53756 1 0.5313 1 0.75419 1 0.5823 1 PTPRT 19 (6%) 287 0.20243 1 0.092527 1 1 1 0.74918 1 0.099629 1 0.69254 1 0.5005 1 0.19874 1 POTEH 7 (2%) 299 0.21122 1 0.54991 1 0.10186 1 0.60177 1 0.12311 1 0.10312 1 0.64663 1 0.76671 1 OR5D13 7 (2%) 299 0.59121 1 0.15964 1 0.68517 1 1 1 1 1 1 1 1 1 0.76671 1 PRB1 7 (2%) 299 0.55381 1 0.17704 1 0.61326 1 0.6636 1 0.88966 1 0.63923 1 0.14083 1 0.18606 1 NEUROD6 7 (2%) 299 0.66756 1 0.86226 1 NA NA NA NA 0.50177 1 0.56324 1 1 1 1 1 DPP10 16 (5%) 290 0.16058 1 0.11984 1 0.78329 1 0.21029 1 0.16984 1 0.057442 1 0.015381 1 0.045577 1 DPPA4 7 (2%) 299 0.010845 1 0.0035004 1 0.57524 1 0.11946 1 0.12311 1 0.04607 1 0.72342 1 0.76671 1 EPDR1 6 (2%) 300 0.58415 1 0.79866 1 0.27746 1 0.60177 1 0.32685 1 0.67497 1 0.7737 1 0.7475 1