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 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 TP53 34 (15%) 191 0.16762 1 0.026897 1 0.35597 1 0.15873 1 0.18093 1 0.51201 1 0.28273 1 0.058384 1 BRAF 115 (51%) 110 9.5946e-08 9.84e-05 0.05716 1 0.017402 1 0.0073078 1 0.0074679 1 1.9368e-05 0.0199 0.19507 1 0.086399 1 C15ORF23 14 (6%) 211 0.10437 1 0.21493 1 0.83814 1 0.81515 1 0.78693 1 1 1 0.73082 1 0.71906 1 CDKN2A 31 (14%) 194 0.15341 1 0.27522 1 0.4169 1 0.77049 1 0.65159 1 0.3645 1 0.75334 1 0.81433 1 NRAS 65 (29%) 160 0.00052961 0.542 0.038322 1 0.089874 1 0.32086 1 0.89816 1 0.83933 1 0.86312 1 0.68209 1 OXA1L 6 (3%) 219 0.28761 1 0.58248 1 0.61661 1 0.47481 1 0.67924 1 0.22176 1 0.24049 1 0.24741 1 STK19 10 (4%) 215 0.92075 1 0.13301 1 0.23766 1 0.99927 1 0.78032 1 0.49105 1 0.60077 1 0.71839 1 PTEN 18 (8%) 207 0.67418 1 0.24327 1 0.14881 1 0.1352 1 0.95242 1 0.068821 1 0.81647 1 0.34559 1 RAC1 16 (7%) 209 0.76275 1 0.9456 1 0.94048 1 0.4504 1 0.46278 1 0.94217 1 0.40525 1 0.22393 1 ACSM2B 36 (16%) 189 0.45378 1 0.43622 1 0.81548 1 0.4015 1 0.44097 1 0.5699 1 0.15312 1 0.62138 1 CADM2 22 (10%) 203 0.66046 1 0.17467 1 0.15346 1 0.35266 1 0.81589 1 0.58279 1 0.34513 1 0.016989 1 OR51S1 26 (12%) 199 0.36561 1 0.64876 1 0.89774 1 0.11298 1 0.30636 1 0.79471 1 0.53586 1 0.79046 1 LCE1B 13 (6%) 212 0.15827 1 0.62646 1 0.22113 1 0.89236 1 0.51994 1 0.70652 1 1 1 1 1 IDH1 11 (5%) 214 0.36724 1 0.17994 1 0.10374 1 0.28059 1 0.43259 1 0.71473 1 0.21194 1 0.1066 1 TAF1A 14 (6%) 211 0.44865 1 0.69178 1 0.44606 1 0.054988 1 0.64722 1 0.24327 1 0.3817 1 0.71906 1 NAP1L2 21 (9%) 204 0.60081 1 0.73965 1 0.78954 1 0.80931 1 0.80903 1 1 1 0.67262 1 1 1 MUC7 19 (8%) 206 1 1 0.46799 1 0.14324 1 0.70607 1 0.50275 1 0.039319 1 0.092929 1 0.051133 1 PPP6C 17 (8%) 208 0.50806 1 0.37064 1 0.095201 1 0.77953 1 0.41344 1 0.54214 1 0.28707 1 0.1508 1 FRG2B 17 (8%) 208 1 1 0.77279 1 0.97516 1 0.99688 1 0.48745 1 0.94485 1 0.80998 1 0.32568 1 USP29 35 (16%) 190 0.91974 1 0.9455 1 0.88257 1 0.7195 1 0.91833 1 1 1 0.30617 1 0.74303 1 PRB4 18 (8%) 207 0.38497 1 0.64303 1 0.13661 1 0.19099 1 0.011914 1 0.19117 1 0.43942 1 0.39413 1 HIST1H2AA 10 (4%) 215 0.3627 1 0.71234 1 0.65519 1 0.72061 1 0.33485 1 0.91912 1 0.34324 1 0.2311 1 RPTN 38 (17%) 187 0.33216 1 0.16719 1 0.37959 1 0.36663 1 0.018224 1 0.40185 1 0.47063 1 0.47909 1 ZNF479 22 (10%) 203 0.72115 1 1 1 0.74139 1 0.11208 1 0.68056 1 0.5462 1 0.068501 1 0.48778 1 C8A 26 (12%) 199 0.70142 1 0.083537 1 0.30192 1 0.39362 1 0.09711 1 0.79471 1 0.28372 1 0.11524 1 FUT9 22 (10%) 203 0.28817 1 0.038679 1 0.48684 1 0.84998 1 0.51845 1 0.10933 1 0.1572 1 0.6101 1 ZNF679 18 (8%) 207 0.5583 1 0.78041 1 0.63207 1 0.67328 1 0.23451 1 0.40427 1 0.34743 1 0.41944 1 NRK 28 (12%) 197 0.90428 1 0.90374 1 0.63199 1 0.30302 1 0.28869 1 0.83608 1 0.7582 1 0.60823 1 CDH9 32 (14%) 193 0.88784 1 0.14053 1 0.25142 1 0.57663 1 0.8875 1 0.53851 1 0.0012329 1 0.28778 1 PRAMEF11 21 (9%) 204 0.80797 1 0.058473 1 0.93714 1 0.95985 1 0.18345 1 0.49764 1 0.87667 1 0.71064 1 DDX3X 18 (8%) 207 0.58555 1 0.95308 1 0.22927 1 0.17407 1 0.6761 1 0.95012 1 0.86025 1 0.21057 1 GRXCR1 18 (8%) 207 0.90877 1 0.067023 1 0.41596 1 0.94992 1 0.035061 1 1 1 0.67102 1 0.21057 1 PRB2 29 (13%) 196 0.55476 1 0.57207 1 0.77334 1 0.74067 1 0.0073617 1 0.071236 1 0.17136 1 0.11136 1 ELF5 7 (3%) 218 0.71075 1 1 1 0.93308 1 0.52135 1 0.34352 1 1 1 0.065289 1 0.068396 1 IL32 9 (4%) 216 0.39171 1 0.11426 1 0.68976 1 0.14866 1 0.57999 1 1 1 0.6257 1 1 1 LUZP2 19 (8%) 206 1 1 0.46799 1 0.20488 1 0.75752 1 1 1 0.67088 1 0.03773 1 0.46555 1 PDE1A 30 (13%) 195 0.49807 1 0.90905 1 0.52333 1 0.38376 1 0.037367 1 0.31009 1 0.55876 1 0.17748 1 RBM11 12 (5%) 213 0.18569 1 0.059947 1 0.79259 1 0.87229 1 0.57216 1 0.073787 1 0.30781 1 0.57054 1 GLRB 22 (10%) 203 0.25537 1 0.5125 1 0.053194 1 0.032994 1 0.46007 1 0.23196 1 0.41009 1 0.38715 1 PRB1 21 (9%) 204 0.50282 1 0.62274 1 0.12694 1 0.089679 1 0.29867 1 0.60227 1 0.47212 1 0.20845 1 KIAA1257 14 (6%) 211 0.42016 1 1 1 0.6373 1 0.77513 1 0.78693 1 0.76479 1 0.5331 1 0.4801 1 USP17L2 18 (8%) 207 0.261 1 0.11013 1 0.18531 1 0.26038 1 0.12729 1 0.44535 1 0.38302 1 0.67552 1 SPAG16 16 (7%) 209 0.48679 1 1 1 0.13249 1 0.28869 1 0.046956 1 0.043962 1 0.060357 1 0.10839 1 OR4M2 22 (10%) 203 1 1 0.95972 1 0.067813 1 0.4546 1 0.29838 1 0.70347 1 0.13168 1 0.3648 1 GFRAL 28 (12%) 197 0.34034 1 0.30492 1 0.681 1 0.76374 1 0.9048 1 0.83608 1 0.8731 1 0.95606 1 UNC119B 6 (3%) 219 0.44842 1 0.39786 1 0.21512 1 0.91489 1 0.59239 1 0.55105 1 1 1 0.46765 1 PHGDH 8 (4%) 217 0.66823 1 1 1 1 1 0.42468 1 0.90313 1 0.89366 1 0.73056 1 0.4251 1 STXBP5L 42 (19%) 183 0.37026 1 0.92963 1 0.83685 1 0.61675 1 0.095651 1 0.33294 1 0.46177 1 0.55913 1 TRAT1 12 (5%) 213 0.93195 1 0.36494 1 0.73237 1 0.6789 1 0.43259 1 1 1 0.21859 1 0.46647 1 ZNF844 9 (4%) 216 1 1 1 1 0.65519 1 0.91489 1 0.82067 1 0.72351 1 0.56366 1 0.78046 1 TTN 171 (76%) 54 0.40255 1 0.019848 1 0.41453 1 0.091227 1 0.12521 1 0.18085 1 0.1555 1 0.27635 1 COPG2 9 (4%) 216 0.31924 1 0.91442 1 0.28667 1 0.25113 1 0.69303 1 0.61777 1 0.90828 1 0.78046 1 DSG3 41 (18%) 184 0.53997 1 0.97578 1 0.78194 1 0.30194 1 0.59719 1 0.29861 1 0.34494 1 0.65384 1 GML 9 (4%) 216 0.17649 1 0.38693 1 0.94036 1 0.41776 1 0.83501 1 0.9034 1 0.18095 1 0.78046 1 HHLA2 14 (6%) 211 0.10437 1 0.4699 1 0.43389 1 0.0037974 1 1 1 0.10781 1 0.11138 1 0.65985 1 LILRB4 27 (12%) 198 0.21397 1 1 1 0.22443 1 0.66839 1 0.55576 1 0.18815 1 0.52829 1 0.54342 1 SLC38A4 25 (11%) 200 0.008452 1 0.77174 1 0.98339 1 0.9622 1 0.040251 1 0.72492 1 0.71263 1 0.70878 1 OR2L3 14 (6%) 211 0.60895 1 0.014789 1 0.7448 1 0.46765 1 0.73931 1 0.32019 1 0.77526 1 0.51676 1 HBD 9 (4%) 216 0.58016 1 1 1 0.83208 1 0.24089 1 0.053968 1 0.25287 1 0.50696 1 0.88851 1 TBC1D3B 5 (2%) 220 0.22606 1 0.74505 1 0.060642 1 0.25787 1 0.86023 1 1 1 0.85579 1 0.6451 1 TCEB3C 26 (12%) 199 0.52371 1 0.3127 1 0.34342 1 0.54305 1 0.24562 1 0.057231 1 0.69426 1 0.24164 1 CYLC2 19 (8%) 206 0.35359 1 0.56877 1 0.093435 1 0.12103 1 0.20709 1 0.12164 1 0.29667 1 0.33924 1 HBG2 7 (3%) 218 0.33997 1 0.55836 1 0.23446 1 0.33919 1 0.29841 1 1 1 0.22869 1 0.30165 1 LOC649330 22 (10%) 203 0.24474 1 0.47167 1 0.7912 1 0.75565 1 0.075586 1 0.76725 1 0.71435 1 0.4343 1 FIGLA 3 (1%) 222 0.63189 1 0.62791 1 NA NA NA NA 0.51236 1 0.43158 1 0.61247 1 0.69132 1 PARM1 17 (8%) 208 0.85564 1 1 1 0.72566 1 0.13108 1 0.77504 1 0.67355 1 0.19469 1 0.46039 1 CCK 6 (3%) 219 0.58397 1 0.66194 1 0.32162 1 0.072431 1 0.44688 1 0.87903 1 0.57707 1 0.71369 1 ZFP106 10 (4%) 215 0.84963 1 0.77653 1 0.26377 1 0.26395 1 0.51225 1 0.91912 1 0.55172 1 0.44895 1 UGT2B15 19 (8%) 206 0.33632 1 0.38239 1 0.76688 1 0.73423 1 0.43137 1 1 1 0.35736 1 0.46555 1 FGF16 7 (3%) 218 1 1 0.89714 1 0.0047925 1 0.014242 1 1 1 0.15438 1 0.092874 1 0.52788 1 NUDT4 5 (2%) 220 1 1 0.37488 1 0.36102 1 0.14505 1 1 1 0.83945 1 0.61201 1 0.50314 1 DSG1 37 (16%) 188 0.60359 1 0.52441 1 0.084114 1 0.057477 1 0.3334 1 0.77134 1 0.3148 1 0.54614 1 ARL16 7 (3%) 218 0.18005 1 0.34357 1 0.13983 1 0.6493 1 0.39542 1 1 1 1 1 1 1 VEGFC 16 (7%) 209 0.64913 1 0.1435 1 0.34852 1 0.025517 1 0.16538 1 0.3185 1 0.008206 1 0.040574 1 PSG4 23 (10%) 202 0.48903 1 0.96096 1 0.42552 1 0.38712 1 0.64869 1 0.71289 1 0.26751 1 0.11947 1 DEFB119 6 (3%) 219 1 1 0.77077 1 0.49345 1 0.88457 1 0.87633 1 0.87903 1 0.43719 1 1 1 KLHL4 20 (9%) 205 0.79937 1 0.53211 1 0.76225 1 0.86292 1 0.21321 1 0.20833 1 0.95494 1 0.48156 1 EIF3D 4 (2%) 221 0.83167 1 0.83668 1 0.24582 1 0.43577 1 1 1 0.36709 1 0.46935 1 0.43013 1 OR2W1 16 (7%) 209 0.15672 1 0.71898 1 0.24411 1 0.088793 1 0.63297 1 1 1 0.51458 1 1 1 OR4N2 21 (9%) 204 0.3404 1 0.14391 1 0.6395 1 0.36353 1 0.028167 1 0.2419 1 0.43021 1 0.055876 1 CCDC11 17 (8%) 208 0.90315 1 0.064408 1 0.26486 1 0.2116 1 0.080176 1 0.12627 1 0.02725 1 1 1 LIN7A 10 (4%) 215 0.92075 1 0.26747 1 0.55574 1 0.64788 1 0.17588 1 0.69334 1 0.022543 1 0.39545 1 RAPGEF5 11 (5%) 214 1 1 0.45923 1 0.60379 1 0.49445 1 0.31113 1 0.60664 1 0.2736 1 0.062857 1 CD2 16 (7%) 209 0.39511 1 0.57866 1 0.77572 1 0.51583 1 1 1 0.83935 1 0.67105 1 0.51413 1 C2ORF40 7 (3%) 218 0.23607 1 0.798 1 0.94036 1 0.7248 1 0.89446 1 0.7883 1 0.42868 1 0.62939 1 SGCZ 19 (8%) 206 0.62584 1 0.62524 1 0.86565 1 0.70019 1 0.27843 1 0.041916 1 0.95329 1 0.78358 1 SPANXN2 14 (6%) 211 0.28311 1 0.69178 1 0.58421 1 0.17084 1 0.30185 1 0.67444 1 0.60677 1 0.10633 1 TLL1 42 (19%) 183 0.97605 1 0.018293 1 0.6177 1 0.042055 1 0.083973 1 0.14856 1 0.82111 1 0.40342 1 C9ORF119 7 (3%) 218 1 1 0.1776 1 0.47567 1 0.56303 1 0.34352 1 0.15438 1 0.37851 1 0.52788 1 CCDC54 13 (6%) 212 0.081183 1 0.33374 1 0.29449 1 0.86254 1 0.10989 1 0.087466 1 0.087864 1 0.77161 1 DEFB118 8 (4%) 217 0.19663 1 0.31557 1 0.93308 1 0.26947 1 0.66684 1 0.72351 1 0.3802 1 0.66826 1 HTR3B 16 (7%) 209 0.016933 1 0.13495 1 0.026117 1 0.05977 1 0.00054137 0.554 0.020162 1 0.28344 1 0.22393 1 MARCH11 10 (4%) 215 0.84963 1 1 1 0.37779 1 0.72061 1 0.17588 1 0.16606 1 1 1 0.89111 1 MKX 14 (6%) 211 0.13948 1 0.20003 1 0.58305 1 0.97102 1 0.069111 1 0.38228 1 0.19647 1 0.20786 1 OR5H2 14 (6%) 211 0.78336 1 1 1 0.45805 1 0.51845 1 0.73931 1 0.67444 1 0.31817 1 0.20786 1 SIGLEC14 11 (5%) 214 0.36724 1 0.33836 1 0.035758 1 0.46418 1 0.58131 1 0.71473 1 0.62534 1 0.81049 1 TUBB8 12 (5%) 213 0.7037 1 0.86673 1 0.21413 1 0.13784 1 0.5419 1 0.30189 1 0.2841 1 0.25028 1 ZIM3 23 (10%) 202 0.19414 1 0.14008 1 0.67513 1 0.43126 1 0.20758 1 0.87883 1 0.64007 1 0.68986 1 PRC1 13 (6%) 212 0.9377 1 0.41954 1 0.056371 1 0.71626 1 0.27873 1 0.56006 1 0.29066 1 0.4582 1 MUM1L1 25 (11%) 200 0.55488 1 0.80154 1 0.73829 1 0.091809 1 0.59711 1 0.13291 1 0.58935 1 0.78123 1 TRIM58 15 (7%) 210 0.5613 1 0.89082 1 0.81512 1 0.86076 1 0.56189 1 0.68726 1 0.43213 1 0.86078 1 ANKRD20A4 4 (2%) 221 0.38535 1 0.45433 1 0.32162 1 0.13465 1 0.10642 1 0.80909 1 0.46935 1 1 1 OR5J2 13 (6%) 212 0.63308 1 0.55002 1 0.31161 1 0.4999 1 0.93767 1 1 1 0.10718 1 0.4582 1 CLEC14A 18 (8%) 207 0.04246 1 0.49542 1 0.1432 1 0.48327 1 0.13489 1 0.58707 1 0.43942 1 1 1 FAM19A1 8 (4%) 217 0.15606 1 0.38625 1 0.45835 1 0.11246 1 0.48544 1 1 1 0.90429 1 0.87651 1 GK2 28 (12%) 197 0.79191 1 0.60282 1 0.32804 1 0.1868 1 0.58678 1 0.58077 1 0.15158 1 0.80301 1 LONRF2 16 (7%) 209 0.89763 1 0.34259 1 0.94532 1 0.98763 1 0.94821 1 0.83935 1 0.48621 1 0.69082 1 HAPLN1 11 (5%) 214 1 1 0.095855 1 0.77155 1 0.88158 1 0.80027 1 1 1 0.85724 1 0.60751 1 NAP1L4 9 (4%) 216 0.020453 1 0.04602 1 0.035758 1 0.59993 1 0.63375 1 0.061095 1 0.6257 1 1 1 CLCC1 13 (6%) 212 0.9377 1 0.36086 1 0.53285 1 0.1437 1 0.14991 1 0.38833 1 0.019331 1 0.5419 1 OR52J3 13 (6%) 212 0.30101 1 0.27768 1 0.36701 1 0.46386 1 0.51994 1 0.60375 1 0.71688 1 0.27694 1 TMCO5A 8 (4%) 217 0.0088529 1 0.46957 1 0.16386 1 0.095561 1 0.023462 1 0.29067 1 0.90429 1 1 1 C4ORF22 11 (5%) 214 0.63313 1 0.92527 1 0.59267 1 0.28125 1 0.92584 1 0.85172 1 0.14999 1 0.27262 1 MAP2K1 11 (5%) 214 0.15694 1 0.065751 1 0.055753 1 0.12432 1 0.031624 1 0.047469 1 0.85724 1 0.43653 1 OR7D2 17 (8%) 208 0.5347 1 0.35045 1 0.77805 1 0.83786 1 0.029393 1 0.84749 1 0.45173 1 0.53279 1 CXCR2 11 (5%) 214 0.85951 1 0.49473 1 0.86642 1 0.95232 1 0.46482 1 0.77827 1 0.79014 1 0.81049 1 RBM22 7 (3%) 218 0.44156 1 0.1776 1 NA NA NA NA 0.34352 1 0.4615 1 1 1 0.52788 1 CX3CL1 4 (2%) 221 0.14298 1 0.13935 1 NA NA NA NA 1 1 0.55454 1 0.12399 1 0.43013 1 IGF2BP3 6 (3%) 219 0.87926 1 1 1 0.86833 1 0.64558 1 0.51613 1 1 1 0.24049 1 0.58923 1 KLRC3 10 (4%) 215 1 1 0.55826 1 0.51662 1 0.011316 1 0.61037 1 0.10082 1 0.29103 1 1 1 LRRIQ4 19 (8%) 206 0.19982 1 0.095723 1 0.11068 1 0.35677 1 0.71116 1 0.72947 1 0.079986 1 0.0024423 1 NR1H4 11 (5%) 214 0.26348 1 0.33836 1 0.37364 1 0.36239 1 0.80027 1 0.77827 1 1 1 0.43653 1 OR4A15 21 (9%) 204 0.43707 1 0.32096 1 1 1 0.20157 1 0.020321 1 0.339 1 0.64326 1 0.41946 1 MAGEA4 10 (4%) 215 0.39768 1 0.55826 1 0.01435 1 0.35295 1 0.14434 1 0.69334 1 0.41994 1 0.51178 1 DGAT2L6 10 (4%) 215 0.50849 1 0.71234 1 0.85315 1 0.11049 1 0.33485 1 0.69334 1 0.65367 1 0.39545 1 RGS18 8 (4%) 217 0.35006 1 0.89934 1 0.12159 1 0.40267 1 0.22618 1 0.72351 1 0.2176 1 0.77117 1 TSGA13 9 (4%) 216 0.52999 1 0.57919 1 0.11789 1 0.33261 1 0.57999 1 0.74538 1 0.76231 1 0.78046 1 OPN5 7 (3%) 218 0.20775 1 0.89714 1 1 1 0.34283 1 0.39542 1 0.59875 1 1 1 1 1 SPINK13 7 (3%) 218 0.29909 1 0.23271 1 0.89235 1 0.45681 1 0.56578 1 0.68342 1 0.32891 1 0.73929 1