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 0.488 1 0.00074638 0.536 0.018664 1 0.27863 1 0.00042781 0.308 2.5388e-06 0.00185 7.7268e-05 0.056 0.57201 1 CDKN2A 65 (21%) 241 0.045098 1 0.0030617 1 0.034863 1 0.58275 1 0.20091 1 0.20586 1 0.35352 1 0.11529 1 HRAS 10 (3%) 296 1.3339e-05 0.00968 0.061224 1 0.16801 1 0.5987 1 0.003386 1 0.0010975 0.785 0.10872 1 0.50396 1 NFE2L2 17 (6%) 289 0.90925 1 0.0002966 0.215 0.12543 1 0.76487 1 1 1 0.46393 1 0.22251 1 0.11007 1 PIK3CA 64 (21%) 242 0.012321 1 0.055398 1 0.094762 1 0.92753 1 0.11863 1 0.39808 1 0.023442 1 0.15187 1 TP53 214 (70%) 92 1.8429e-16 1.35e-13 3.1376e-18 2.3e-15 0.11042 1 0.77572 1 0.011311 1 0.001427 1 0.042613 1 0.000589 0.424 CASP8 27 (9%) 279 0.00032614 0.236 7.2174e-06 0.00525 0.69899 1 0.73884 1 2.999e-07 0.000219 5.2752e-07 0.000385 0.32875 1 0.28613 1 FAT1 72 (24%) 234 0.30766 1 0.22666 1 0.79449 1 0.48676 1 0.15214 1 0.2878 1 0.8202 1 0.25204 1 JUB 18 (6%) 288 0.2635 1 0.079858 1 0.064612 1 0.081604 1 0.30529 1 0.22128 1 0.37988 1 1 1 MLL2 56 (18%) 250 0.11813 1 0.047117 1 0.68729 1 0.5209 1 0.05323 1 0.0079522 1 0.070698 1 0.0065137 1 FBXW7 15 (5%) 291 0.21031 1 0.13419 1 0.091967 1 0.30302 1 0.88141 1 0.63644 1 0.94533 1 0.86757 1 NSD1 33 (11%) 273 0.37677 1 3.0433e-23 2.23e-20 0.24387 1 0.73048 1 0.00041073 0.297 6.406e-06 0.00466 0.013268 1 0.033875 1 BAGE2 11 (4%) 295 0.27864 1 0.099878 1 0.41437 1 0.085722 1 0.25251 1 0.2914 1 0.17838 1 0.10107 1 POTEC 15 (5%) 291 0.07188 1 0.036389 1 0.8467 1 1 1 0.16984 1 0.25422 1 0.53479 1 0.21009 1 ZNF750 13 (4%) 293 0.72102 1 0.15861 1 0.94567 1 0.35321 1 0.11882 1 0.12797 1 0.63201 1 1 1 EP300 25 (8%) 281 0.034544 1 0.15087 1 0.76939 1 0.26447 1 0.0095454 1 0.0046706 1 0.33792 1 0.52586 1 POM121L12 14 (5%) 292 0.057769 1 0.30441 1 0.11616 1 0.15118 1 0.65763 1 0.65691 1 0.47993 1 0.45371 1 RHOA 4 (1%) 302 0.082572 1 0.54046 1 0.37867 1 0.44449 1 0.24544 1 0.14075 1 0.23982 1 0.2544 1 B2M 7 (2%) 299 0.76697 1 0.061816 1 NA NA NA NA 0.51513 1 0.51674 1 0.14103 1 0.76683 1 RAC1 9 (3%) 297 0.37417 1 0.58476 1 1 1 0.51895 1 0.19472 1 0.1923 1 0.26838 1 0.30055 1 ZNF804B 21 (7%) 285 0.82524 1 0.48729 1 0.62634 1 0.51362 1 0.81207 1 0.74561 1 0.91979 1 0.90447 1 KCNT2 17 (6%) 289 0.19749 1 0.23504 1 0.70191 1 0.56227 1 0.049998 1 0.12118 1 0.051958 1 0.038821 1 RASA1 14 (5%) 292 0.061668 1 0.23951 1 1 1 0.40235 1 0.35652 1 0.27144 1 0.31299 1 0.030125 1 PRIM2 9 (3%) 297 0.080712 1 0.30452 1 0.82183 1 0.40376 1 0.40008 1 0.39492 1 0.26838 1 0.30055 1 CDH10 23 (8%) 283 0.32605 1 0.5313 1 0.32875 1 0.69459 1 0.074284 1 0.26547 1 0.20703 1 0.69352 1 CNTNAP5 15 (5%) 291 0.044911 1 0.11464 1 0.55292 1 1 1 0.010107 1 0.03537 1 0.01008 1 0.30047 1 POTEG 10 (3%) 296 0.0014828 1 0.086947 1 0.22852 1 0.75361 1 0.15961 1 0.1427 1 0.72814 1 0.50396 1 ZNF99 22 (7%) 284 0.2294 1 0.12635 1 0.32221 1 0.40235 1 0.034327 1 0.011617 1 0.0060636 1 0.006534 1 OR2T12 11 (4%) 295 0.023574 1 0.12035 1 0.51167 1 0.5987 1 0.55168 1 0.50157 1 0.59287 1 0.67164 1 REG1A 8 (3%) 298 0.16831 1 0.10221 1 0.49632 1 0.36016 1 0.057985 1 0.0013135 0.938 0.056864 1 0.061716 1 PABPC5 9 (3%) 297 0.20683 1 0.40719 1 0.69228 1 0.77857 1 0.088988 1 0.23749 1 0.26838 1 1 1 IL32 4 (1%) 302 0.11613 1 0.0017661 1 NA NA NA NA 0.56087 1 1 1 0.56332 1 0.67991 1 PRAMEF11 10 (3%) 296 0.093171 1 0.43786 1 0.96337 1 0.77741 1 0.66869 1 0.60635 1 0.55085 1 1 1 EPHA2 14 (5%) 292 0.01271 1 0.0025554 1 0.81071 1 0.90612 1 0.49923 1 0.57024 1 0.77361 1 0.071019 1 FCRL4 13 (4%) 293 0.11999 1 0.017864 1 0.78846 1 1 1 0.40452 1 0.10557 1 0.46039 1 0.84708 1 LCP1 12 (4%) 294 0.46342 1 0.00085124 0.61 0.66661 1 0.04358 1 0.87253 1 0.75835 1 0.4979 1 0.84244 1 LRFN5 13 (4%) 293 0.0010447 0.748 0.070039 1 0.7661 1 0.8654 1 0.27909 1 0.076526 1 0.019557 1 0.42381 1 MAPK1 4 (1%) 302 0.72508 1 0.92435 1 0.56865 1 1 1 0.69142 1 0.68627 1 0.69099 1 0.13226 1 PEG3 23 (8%) 283 0.17193 1 0.022004 1 0.082694 1 0.10264 1 0.021699 1 0.053035 1 0.25337 1 0.24099 1 PRSS1 8 (3%) 298 0.01404 1 0.47771 1 0.05885 1 1 1 1 1 0.89031 1 0.82011 1 0.20473 1 DOK6 8 (3%) 298 0.37509 1 0.58219 1 0.70542 1 1 1 1 1 1 1 0.66637 1 1 1 GABRB3 11 (4%) 295 0.22152 1 0.014716 1 0.14801 1 0.54076 1 0.25251 1 0.19188 1 0.59287 1 0.67164 1 STEAP4 10 (3%) 296 0.17392 1 0.63586 1 0.17512 1 0.65586 1 0.081342 1 0.099651 1 0.089308 1 1 1 ASXL3 21 (7%) 285 0.61806 1 0.6317 1 0.22479 1 0.35562 1 0.95964 1 0.71364 1 0.50058 1 0.38288 1 NTM 7 (2%) 299 0.23807 1 0.2397 1 0.094882 1 0.023833 1 0.18181 1 0.08768 1 0.10394 1 0.089299 1 FAM155A 11 (4%) 295 0.15095 1 0.058504 1 0.010639 1 0.069434 1 0.23251 1 0.17452 1 0.11929 1 0.066659 1 HLA-A 9 (3%) 297 0.52845 1 0.33457 1 1 1 1 1 0.072015 1 0.03106 1 0.63296 1 0.6125 1 KRTAP1-5 3 (1%) 303 0.82581 1 0.80674 1 NA NA NA NA 0.78043 1 0.63019 1 0.024495 1 1 1 CTCF 11 (4%) 295 0.55064 1 0.40129 1 0.39328 1 0.54076 1 0.63562 1 0.6318 1 0.8604 1 0.3656 1 BRWD3 16 (5%) 290 0.88007 1 0.53205 1 0.53716 1 1 1 0.25635 1 0.13614 1 0.5836 1 0.23406 1 CNPY3 3 (1%) 303 0.59793 1 0.48043 1 NA NA NA NA 0.50041 1 0.49872 1 0.4951 1 0.59855 1 FAM101A 4 (1%) 302 0.58072 1 0.37439 1 NA NA NA NA 0.69142 1 1 1 0.070687 1 1 1 HLA-B 9 (3%) 297 0.19357 1 0.095674 1 0.95199 1 0.5987 1 0.0034112 1 0.0042541 1 0.36069 1 0.30055 1 PSG8 9 (3%) 297 0.22082 1 0.61808 1 1 1 0.70994 1 0.48293 1 0.48354 1 0.91776 1 0.36174 1 OR56A1 8 (3%) 298 0.55831 1 0.015766 1 0.89435 1 0.82166 1 0.35726 1 0.35167 1 0.20057 1 0.34129 1 OR2M2 8 (3%) 298 0.0050049 1 0.12587 1 NA NA NA NA 0.18139 1 0.011835 1 0.6049 1 0.11561 1 OR4M2 8 (3%) 298 0.37331 1 0.87958 1 0.74607 1 0.51895 1 0.64281 1 0.63923 1 0.6049 1 0.77641 1 CPXCR1 7 (2%) 299 0.76697 1 0.53599 1 0.20206 1 0.20931 1 0.34511 1 0.49754 1 0.49984 1 0.3992 1 EYA1 10 (3%) 296 0.21492 1 0.63586 1 0.79013 1 0.84343 1 0.027385 1 0.026268 1 0.72814 1 0.21483 1 LINGO2 10 (3%) 296 0.31606 1 0.81951 1 0.28388 1 1 1 0.014981 1 0.014411 1 0.17243 1 0.13833 1 SEMA5A 19 (6%) 287 0.00073685 0.53 0.0031799 1 0.93559 1 1 1 0.0066098 1 0.023377 1 0.29907 1 0.035076 1 TGFBR2 10 (3%) 296 0.4597 1 0.20104 1 0.46896 1 1 1 0.3133 1 0.78514 1 0.79049 1 1 1 PLSCR1 5 (2%) 301 0.14124 1 0.23001 1 1 1 1 1 0.52389 1 0.52618 1 0.15468 1 0.46252 1 LIN28B 6 (2%) 300 0.63383 1 0.9375 1 0.51348 1 1 1 0.73749 1 0.73858 1 0.51453 1 0.13922 1 AGTR1 8 (3%) 298 0.3983 1 0.40061 1 0.17308 1 0.10825 1 0.18139 1 0.19975 1 0.056864 1 0.77641 1 C6 12 (4%) 294 0.58018 1 0.59106 1 0.061955 1 1 1 0.076231 1 0.22204 1 0.53487 1 1 1 MS4A14 9 (3%) 297 0.23776 1 0.41799 1 0.58815 1 1 1 0.40008 1 0.48354 1 0.48609 1 1 1 HIST1H4E 5 (2%) 301 0.65806 1 0.7312 1 0.25523 1 0.75361 1 0.86583 1 0.38575 1 0.33258 1 0.27829 1 LBP 7 (2%) 299 0.42606 1 0.83672 1 NA NA NA NA 0.77455 1 0.77062 1 1 1 1 1 RGS17 5 (2%) 301 0.70581 1 0.81016 1 NA NA NA NA 0.1573 1 0.15513 1 0.15468 1 0.27829 1 LILRB1 12 (4%) 294 0.26868 1 0.16556 1 0.41899 1 0.82166 1 0.86125 1 0.92866 1 0.70435 1 0.46223 1 MAGEL2 12 (4%) 294 0.22844 1 0.005664 1 0.16968 1 0.44601 1 0.53756 1 0.34126 1 0.39667 1 0.573 1 OR8D4 6 (2%) 300 0.90164 1 0.11929 1 0.89435 1 0.438 1 0.38709 1 1 1 0.38552 1 0.73172 1 HIST1H1B 7 (2%) 299 0.62728 1 0.35579 1 0.70542 1 0.82166 1 0.80235 1 0.71677 1 0.18253 1 0.12535 1 C3ORF59 8 (3%) 298 0.45865 1 0.47552 1 0.17308 1 0.008625 1 1 1 1 1 0.90831 1 1 1 C8ORF34 7 (2%) 299 0.93095 1 0.089198 1 0.41899 1 0.061658 1 0.80235 1 1 1 0.34476 1 1 1 OR8J1 9 (3%) 297 0.1611 1 0.31895 1 0.034635 1 0.023833 1 0.2447 1 0.26514 1 0.29596 1 0.6125 1 RAB32 3 (1%) 303 0.079345 1 0.82511 1 0.8562 1 0.67201 1 0.11415 1 0.11555 1 0.38102 1 0.35015 1 TMEM195 8 (3%) 298 0.50818 1 0.44781 1 0.79013 1 0.70994 1 0.82063 1 0.90483 1 0.82011 1 1 1 PCDH11X 21 (7%) 285 0.42189 1 0.71046 1 0.69735 1 0.024771 1 0.34612 1 0.37747 1 0.78049 1 0.90447 1 SLITRK4 12 (4%) 294 0.14724 1 0.17829 1 0.46508 1 0.61334 1 0.092015 1 0.089615 1 0.19366 1 0.28295 1 FRG2B 6 (2%) 300 0.77267 1 0.69185 1 0.3245 1 0.67201 1 0.29107 1 0.28901 1 0.29093 1 0.73172 1 OR2L13 7 (2%) 299 0.23851 1 0.10127 1 0.0082072 1 1 1 0.34511 1 0.49754 1 0.49984 1 0.0043187 1 CUL3 10 (3%) 296 0.046335 1 0.12422 1 0.73733 1 0.6364 1 0.40329 1 0.85167 1 0.55085 1 0.40291 1 FOSL2 7 (2%) 299 0.39453 1 0.61146 1 0.64405 1 1 1 0.34511 1 0.71677 1 0.34476 1 0.28102 1 GPR158 12 (4%) 294 0.45424 1 0.13094 1 1 1 0.8654 1 0.53756 1 0.5313 1 0.93405 1 0.573 1 PTPRT 19 (6%) 287 0.7428 1 0.092527 1 0.57616 1 0.75208 1 0.099629 1 0.69254 1 0.47743 1 0.5007 1 POTEH 7 (2%) 299 0.89243 1 0.54991 1 0.15218 1 0.15533 1 0.12311 1 0.10312 1 0.57025 1 0.76683 1 OR5D13 7 (2%) 299 0.75632 1 0.15964 1 1 1 1 1 1 1 1 1 1 1 0.76683 1 PRB1 7 (2%) 299 0.49966 1 0.17704 1 0.75664 1 0.67201 1 0.88966 1 0.63923 1 0.10394 1 1 1 NEUROD6 7 (2%) 299 0.89243 1 0.86226 1 NA NA NA NA 0.50177 1 0.56324 1 1 1 1 1 DPP10 16 (5%) 290 0.061299 1 0.11984 1 0.1154 1 0.26044 1 0.16984 1 0.057442 1 0.0128 1 0.073082 1 DPPA4 7 (2%) 299 0.062472 1 0.0035004 1 0.44232 1 0.084534 1 0.12311 1 0.04607 1 0.49984 1 0.76683 1 EPDR1 6 (2%) 300 0.77267 1 0.79866 1 0.56135 1 0.77857 1 0.32685 1 0.67497 1 0.88087 1 1 1