Clinical Features CN_CNMF METHLYATION_CNMF RPPA_CNMF RPPA_CHIERARCHICAL MRNASEQ_CNMF MRNASEQ_CHIERARCHICAL MIRSEQ_CNMF MIRSEQ_CHIERARCHICAL nMutated (%) nWild-Type 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 Fisher's exact test_P Fisher's exact test_Q Chi-square test_P Chi-square test_Q NRAS 9 (29%) 22 0.70425 1 0.020719 1 1 1 1 1 0.6849 1 0.86613 1 0.70425 1 0.59353 1 TPTE 15 (48%) 16 0.28897 1 0.72239 1 1 1 0.28063 1 0.90057 1 0.10894 1 0.28897 1 0.57781 1 TP53 10 (32%) 21 0.053802 1 0.44136 1 0.36601 1 1 1 0.024851 1 0.058109 1 1 1 0.70448 1 GRXCR1 10 (32%) 21 0.70425 1 1 1 0.62139 1 0.53924 1 0.31177 1 0.16987 1 0.45779 1 0.61691 1 BRAF 9 (29%) 22 0.43315 1 0.69275 1 0.62139 1 0.53924 1 0.88656 1 0.82938 1 1 1 0.35587 1 TRAT1 7 (23%) 24 0.68508 1 1 1 1 1 1 1 0.22452 1 0.93963 1 0.037251 1 0.28611 1 ZNF585B 9 (29%) 22 1 1 0.69275 1 0.051979 1 0.25692 1 0.37159 1 0.060194 1 0.053802 1 0.19662 1 TPTE2 12 (39%) 19 0.14888 1 1 1 0.40503 1 0.60361 1 0.24282 1 0.012599 1 0.47255 1 0.60785 1 OR51S1 11 (35%) 20 0.45779 1 0.15349 1 0.34522 1 0.25692 1 0.042507 1 0.12102 1 1 1 0.46545 1 RAC1 5 (16%) 26 0.33259 1 0.63581 1 1 1 1 1 0.032723 1 0.023336 1 1 1 0.27284 1 CDKN2A 6 (19%) 25 0.17192 1 0.36967 1 1 1 1 1 0.027723 1 0.1378 1 1 1 0.020053 1 C7 14 (45%) 17 0.47949 1 0.14933 1 0.37071 1 0.59006 1 0.48475 1 0.15707 1 0.47949 1 0.366 1 C15ORF23 6 (19%) 25 0.17192 1 1 1 1 1 1 1 0.027723 1 0.0452 1 0.39439 1 0.92766 1 GLRB 9 (29%) 22 1 1 0.69275 1 0.31849 1 0.27047 1 0.88656 1 1 1 1 1 0.17095 1 FAM58A 5 (16%) 26 1 1 0.14835 1 0.20949 1 0.45285 1 0.3223 1 0.91101 1 1 1 0.045974 1 EPHA6 15 (48%) 16 0.15561 1 0.15561 1 1 1 0.093168 1 0.01547 1 0.013544 1 1 1 0.091465 1 NAP1L2 9 (29%) 22 0.25241 1 0.4564 1 1 1 1 1 0.6849 1 0.10712 1 0.70425 1 0.83782 1 OR4K5 10 (32%) 21 1 1 1 1 0.65702 1 0.58893 1 0.44313 1 0.95227 1 1 1 0.20861 1 SLC9A11 13 (42%) 18 1 1 0.066864 1 0.37071 1 0.59006 1 0.72916 1 0.6546 1 0.28516 1 0.95807 1 ADAMTS20 18 (58%) 13 1 1 0.48088 1 1 1 1 1 0.38573 1 0.88675 1 0.47255 1 0.60515 1 SLC38A4 13 (42%) 18 0.14888 1 0.0039794 1 0.40503 1 1 1 0.065531 1 0.45764 1 1 1 0.17188 1 OR2T2 8 (26%) 23 0.68508 1 1 1 1 1 0.27047 1 0.6058 1 0.94633 1 0.68508 1 0.89862 1 PRB2 11 (35%) 20 0.45779 1 0.47747 1 1 1 1 1 0.16087 1 0.29958 1 1 1 0.59353 1 COL21A1 12 (39%) 19 0.71599 1 0.28831 1 0.051979 1 0.25692 1 0.21761 1 0.64319 1 0.47255 1 0.33541 1 OR4N2 10 (32%) 21 0.70425 1 0.12061 1 1 1 0.58893 1 0.44313 1 0.91051 1 1 1 0.30412 1 PROX1 7 (23%) 24 1 1 0.19755 1 0.62139 1 1 1 0.48463 1 0.18533 1 0.21997 1 0.60974 1 ANGPT1 10 (32%) 21 1 1 1 1 1 1 1 1 0.31177 1 0.20922 1 0.25241 1 0.22251 1 C8A 11 (35%) 20 0.13505 1 1 1 0.34522 1 1 1 0.18247 1 0.84479 1 0.71599 1 0.67644 1 SERPINB11 7 (23%) 24 0.21997 1 0.67055 1 1 1 1 1 0.41837 1 0.83565 1 1 1 0.53978 1 C18ORF34 11 (35%) 20 0.45779 1 1 1 0.65702 1 1 1 0.18247 1 0.48694 1 0.71599 1 0.051795 1 FRG2B 7 (23%) 24 1 1 0.41169 1 1 1 1 1 0.87116 1 0.93963 1 1 1 0.75571 1 LPPR1 5 (16%) 26 1 1 0.14835 1 0.62139 1 1 1 0.59551 1 1 1 1 1 0.79818 1 THEMIS 10 (32%) 21 1 1 0.28022 1 1 1 1 1 0.55542 1 0.87074 1 1 1 0.45527 1 SNAP91 10 (32%) 21 0.70425 1 0.44136 1 0.34522 1 1 1 0.79375 1 0.83733 1 0.25241 1 0.48039 1 SLC27A6 8 (26%) 23 1 1 0.23991 1 0.36601 1 1 1 0.45119 1 0.2067 1 0.11339 1 0.48652 1 CXORF22 11 (35%) 20 0.065893 1 0.70738 1 1 1 1 1 0.033602 1 0.0073121 1 0.45779 1 0.11752 1 NOBOX 8 (26%) 23 0.43315 1 0.698 1 0.34522 1 1 1 0.6058 1 0.77272 1 0.015499 1 0.26841 1 MUC7 8 (26%) 23 0.68508 1 1 1 1 1 1 1 0.20069 1 0.77272 1 1 1 0.81001 1 GIMAP7 6 (19%) 25 1 1 1 1 1 1 1 1 0.28025 1 0.81176 1 1 1 0.43579 1 SYT17 6 (19%) 25 0.39439 1 0.020887 1 1 1 1 1 0.18792 1 0.60241 1 0.0067977 1 0.47024 1 ASB15 9 (29%) 22 0.70425 1 0.23295 1 0.36601 1 1 1 1 1 0.54436 1 1 1 0.47884 1 OR4A15 8 (26%) 23 0.68508 1 1 1 1 1 0.27047 1 0.26253 1 0.33247 1 1 1 0.5472 1 PROL1 9 (29%) 22 1 1 0.23295 1 1 1 1 1 0.88656 1 0.9055 1 0.43315 1 0.065344 1 DSG3 16 (52%) 15 1 1 0.72239 1 1 1 1 1 1 1 0.89181 1 1 1 0.85331 1 OPRK1 9 (29%) 22 1 1 1 1 0.36601 1 0.27273 1 0.14581 1 0.096618 1 0.70425 1 0.19662 1 PCSK5 13 (42%) 18 0.72239 1 0.71684 1 1 1 1 1 0.72916 1 0.88675 1 0.72239 1 0.90513 1 OR52A1 8 (26%) 23 0.68508 1 1 1 0.27273 1 1 1 0.45119 1 0.89602 1 0.68508 1 0.61129 1 ACSM2B 10 (32%) 21 1 1 0.44136 1 1 1 0.58893 1 1 1 0.83733 1 0.70425 1 0.30412 1 NOL4 11 (35%) 20 0.45779 1 0.47747 1 0.40503 1 0.60361 1 0.065932 1 0.29958 1 0.065893 1 0.35587 1 OXA1L 4 (13%) 27 1 1 0.30412 1 1 1 1 1 0.81541 1 0.81313 1 0.33259 1 0.36704 1 PPFIA2 12 (39%) 19 1 1 0.7241 1 1 1 1 1 0.89629 1 0.95625 1 0.71599 1 0.93286 1 IL1F8 6 (19%) 25 1 1 0.067112 1 1 1 0.45285 1 1 1 0.086462 1 0.017674 1 0.16903 1 UGT2A1 7 (23%) 24 1 1 0.41169 1 0.27273 1 1 1 1 1 0.60565 1 1 1 0.75571 1 SYT13 4 (13%) 27 1 1 1 1 0.52569 1 1 1 0.048022 1 0.18039 1 0.59956 1 0.079096 1 ASAH2 6 (19%) 25 0.082932 1 1 1 1 1 1 1 0.44483 1 0.86652 1 0.082932 1 0.54387 1 ZNF679 7 (23%) 24 0.21997 1 1 1 1 1 1 1 0.64476 1 0.60565 1 0.21997 1 0.75571 1 C10ORF54 6 (19%) 25 0.17192 1 0.66382 1 1 1 1 1 0.15095 1 0.16507 1 1 1 0.18546 1 C10ORF120 7 (23%) 24 0.39439 1 0.67055 1 0.62139 1 1 1 0.10245 1 0.018712 1 0.21997 1 0.60974 1 CHSY1 5 (16%) 26 0.17192 1 1 1 1 1 1 1 0.17845 1 0.59214 1 0.17192 1 0.40059 1 CSF2RA 6 (19%) 25 0.39439 1 0.66382 1 0.14208 1 0.19368 1 0.86195 1 0.63663 1 1 1 0.78596 1 KCND2 10 (32%) 21 1 1 1 1 0.36601 1 1 1 0.31177 1 0.61808 1 0.70425 1 0.64586 1 SPEF2 12 (39%) 19 0.27337 1 1 1 1 1 1 1 0.081648 1 0.73694 1 0.71599 1 0.04222 1 RPGRIP1 8 (26%) 23 1 1 0.41248 1 0.62139 1 1 1 0.6058 1 0.73694 1 0.43315 1 0.71119 1 OR2L3 4 (13%) 27 0.59956 1 0.30412 1 0.52569 1 1 1 0.53014 1 0.74448 1 1 1 0.72732 1 CCDC54 6 (19%) 25 0.17192 1 0.66382 1 0.62139 1 0.53924 1 0.23095 1 0.41131 1 1 1 0.28964 1 KLHL14 7 (23%) 24 0.39439 1 1 1 1 1 0.27047 1 0.48463 1 0.60565 1 1 1 0.68244 1 ZFX 7 (23%) 24 1 1 1 1 1 1 1 1 0.7552 1 0.93963 1 0.68508 1 0.85981 1 KLHL13 10 (32%) 21 1 1 0.067989 1 1 1 1 1 0.79375 1 1 1 0.70425 1 0.13073 1 NSUN7 5 (16%) 26 1 1 1 1 1 1 0.45285 1 1 1 1 1 1 1 0.47843 1 VEGFC 6 (19%) 25 1 1 0.18477 1 1 1 0.53924 1 0.52013 1 0.41131 1 0.082932 1 0.20326 1 TMEM202 5 (16%) 26 0.17192 1 0.63581 1 0.62139 1 0.19368 1 0.82909 1 0.68113 1 0.65394 1 0.65708 1 ERC2 15 (48%) 16 0.15561 1 0.15561 1 0.018625 1 0.28063 1 0.084534 1 0.21359 1 0.28897 1 0.26275 1 GRM3 12 (39%) 19 0.71599 1 0.28831 1 0.17596 1 0.12727 1 0.081648 1 0.11071 1 0.14888 1 0.11429 1 CDH12 9 (29%) 22 0.25241 1 0.13166 1 1 1 0.27273 1 0.88656 1 0.20135 1 0.25241 1 0.40207 1 SIRPB1 7 (23%) 24 1 1 0.67055 1 0.12433 1 0.53924 1 0.48463 1 0.32544 1 0.68508 1 0.57431 1