Clinical Features Time to Death AGE GENDER DISTANT.METASTASIS LYMPH.NODE.METASTASIS TUMOR.STAGECODE NEOPLASM.DISEASESTAGE nMutated (%) nWild-Type logrank test_P logrank test_Q t-test_P t-test_Q Fisher's exact test_P Fisher's exact test_Q Chi-square test_P Chi-square test_Q Chi-square test_P Chi-square test_Q t-test_P t-test_Q Chi-square test_P Chi-square test_Q TP53 25 (17%) 121 0.4886 1 0.081574 1 1 1 0.6514 1 0.29498 1 NA NA 0.31533 1 BRAF 73 (50%) 73 0.19479 1 0.047207 1 1 1 0.38882 1 0.6843 1 NA NA 0.85242 1 C15ORF23 10 (7%) 136 0.45209 1 0.67243 1 0.74061 1 0.97655 1 0.68993 1 NA NA 0.42619 1 CDKN2A 22 (15%) 124 0.71283 1 0.65382 1 1 1 0.89795 1 0.47355 1 NA NA 0.72898 1 NRAS 45 (31%) 101 0.73038 1 0.1963 1 0.85654 1 0.57507 1 0.92848 1 NA NA 0.29067 1 OXA1L 4 (3%) 142 0.88462 1 0.79277 1 0.64362 1 0.99534 1 0.73782 1 NA NA 0.50131 1 STK19 9 (6%) 137 0.33187 1 0.51643 1 0.31268 1 0.98144 1 0.85421 1 NA NA 0.91264 1 PTEN 11 (8%) 135 0.99883 1 0.60079 1 0.33996 1 0.0001797 0.133 0.72047 1 NA NA 0.018472 1 RAC1 11 (8%) 135 0.048031 1 0.49655 1 1 1 0.97655 1 0.91603 1 NA NA 0.38434 1 ACSM2B 28 (19%) 118 0.16443 1 0.96841 1 0.0025074 1 0.82705 1 0.57432 1 NA NA 0.66479 1 CADM2 16 (11%) 130 0.7171 1 0.73552 1 1 1 0.92701 1 0.35789 1 NA NA 0.33733 1 OR51S1 16 (11%) 130 0.44538 1 0.49469 1 1 1 0.94384 1 0.46529 1 NA NA 0.1604 1 LCE1B 10 (7%) 136 0.39227 1 0.68414 1 0.51278 1 0.97655 1 0.35142 1 NA NA 0.63729 1 IDH1 7 (5%) 139 0.79858 1 0.010376 1 0.4321 1 0.98577 1 0.92264 1 NA NA 0.54359 1 TAF1A 8 (5%) 138 0.29057 1 0.62183 1 0.71169 1 0.0035526 1 0.9321 1 NA NA 0.86408 1 NAP1L2 14 (10%) 132 0.36233 1 0.076989 1 0.3999 1 0.95146 1 0.60383 1 NA NA 0.44714 1 MUC7 11 (8%) 135 0.46626 1 0.00018466 0.136 0.52884 1 0.9651 1 0.79452 1 NA NA 0.66789 1 PPP6C 14 (10%) 132 0.032674 1 0.57843 1 1 1 0.40407 1 0.13502 1 NA NA 0.47393 1 FRG2B 10 (7%) 136 0.52488 1 0.020493 1 0.51278 1 0.9711 1 0.85198 1 NA NA 0.59886 1 USP29 25 (17%) 121 0.052734 1 0.075101 1 0.26367 1 0.87614 1 0.67698 1 NA NA 0.41178 1 PRB4 16 (11%) 130 0.12471 1 0.23354 1 0.28353 1 0.44864 1 0.75893 1 NA NA 0.90748 1 HIST1H2AA 7 (5%) 139 0.8797 1 0.96081 1 1 1 0.98577 1 0.93186 1 NA NA 0.71832 1 RPTN 23 (16%) 123 0.63889 1 0.33722 1 0.8165 1 0.89795 1 0.48166 1 NA NA 0.17103 1 ZNF479 13 (9%) 133 0.30696 1 0.17462 1 0.56902 1 0.35537 1 0.69213 1 NA NA 0.7824 1 C8A 19 (13%) 127 0.047679 1 0.029101 1 0.12894 1 0.063657 1 0.74713 1 NA NA 0.5757 1 FUT9 16 (11%) 130 0.98604 1 0.024076 1 1 1 0.93568 1 0.76 1 NA NA 0.5891 1 ZNF679 15 (10%) 131 0.69571 1 0.41198 1 0.78253 1 0.94384 1 0.71324 1 NA NA 0.48674 1 NRK 18 (12%) 128 0.36428 1 0.74056 1 0.79712 1 0.92701 1 0.70886 1 NA NA 0.62234 1 CDH9 26 (18%) 120 0.43091 1 0.42665 1 1 1 0.82705 1 0.43436 1 NA NA 0.072348 1 PRAMEF11 13 (9%) 133 0.10812 1 0.14349 1 0.56902 1 0.95855 1 0.2382 1 NA NA 0.73832 1 DDX3X 15 (10%) 131 0.58405 1 0.41609 1 0.16239 1 0.00044074 0.324 0.93926 1 NA NA 0.74358 1 GRXCR1 15 (10%) 131 0.59181 1 0.018565 1 0.78253 1 0.95146 1 0.79516 1 NA NA 0.32502 1 PRB2 21 (14%) 125 0.57605 1 0.010714 1 0.053219 1 0.90813 1 0.65877 1 NA NA 0.33524 1 ELF5 4 (3%) 142 0.42239 1 0.52341 1 1 1 0.99737 1 0.25509 1 NA NA 0.95005 1 IL32 6 (4%) 140 0.067377 1 0.4639 1 0.67855 1 0.98953 1 0.86766 1 NA NA 0.0053288 1 LUZP2 13 (9%) 133 0.88682 1 0.88955 1 0.56902 1 0.9651 1 0.73626 1 NA NA 0.014877 1 PDE1A 23 (16%) 123 0.32551 1 0.13929 1 0.8165 1 0.88728 1 0.21213 1 NA NA 0.52267 1 RBM11 10 (7%) 136 0.66862 1 0.26222 1 0.74061 1 0.24794 1 0.7314 1 NA NA 0.56682 1 GLRB 16 (11%) 130 0.33878 1 0.10625 1 1 1 0.93568 1 0.75451 1 NA NA 0.73459 1 PRB1 12 (8%) 134 0.36674 1 0.51811 1 0.12737 1 0.9711 1 0.51713 1 NA NA 0.39743 1 KIAA1257 7 (5%) 139 0.093381 1 0.026572 1 0.24708 1 0.99534 1 0.67562 1 NA NA 0.98161 1 USP17L2 13 (9%) 133 0.6677 1 0.99094 1 0.25085 1 0.95855 1 0.86044 1 NA NA 0.2388 1 SPAG16 13 (9%) 133 0.15118 1 0.53173 1 0.25085 1 0.9651 1 0.81395 1 NA NA 0.64248 1 OR4M2 17 (12%) 129 0.85124 1 0.079461 1 1 1 0.52506 1 0.96478 1 NA NA 0.31635 1 GFRAL 20 (14%) 126 0.50568 1 0.594 1 0.80734 1 0.92701 1 0.48111 1 NA NA 0.5387 1 UNC119B 3 (2%) 143 0.87331 1 0.37905 1 1 1 0.99737 1 0.98406 1 NA NA 0.63756 1 PHGDH 5 (3%) 141 0.69982 1 0.99091 1 0.15673 1 0.99737 1 0.98406 1 NA NA NA NA STXBP5L 31 (21%) 115 0.10198 1 0.62988 1 0.68403 1 0.81371 1 0.96291 1 NA NA 0.43465 1 TRAT1 10 (7%) 136 0.015337 1 0.66714 1 0.51278 1 0.97655 1 0.74149 1 NA NA 0.79276 1 ZNF844 4 (3%) 142 0.4152 1 0.019116 1 0.64362 1 0.99534 1 0.46477 1 NA NA 0.79995 1 TTN 114 (78%) 32 0.56617 1 0.79768 1 0.069483 1 0.22533 1 0.1555 1 NA NA 0.14482 1 DSG3 34 (23%) 112 0.56485 1 0.11039 1 0.4251 1 0.24425 1 0.64179 1 NA NA 0.37604 1 GML 8 (5%) 138 0.96743 1 0.10775 1 0.14971 1 0.98577 1 0.54261 1 NA NA 0.94404 1 HHLA2 9 (6%) 137 0.67159 1 0.3116 1 1 1 0.98144 1 0.20589 1 NA NA 0.81845 1 LILRB4 22 (15%) 124 0.41906 1 0.45618 1 0.81776 1 0.18795 1 0.68568 1 NA NA 0.24609 1 SLC38A4 16 (11%) 130 0.74768 1 0.31199 1 0.10417 1 0.94384 1 0.87413 1 NA NA 0.95483 1 OR2L3 12 (8%) 134 0.22041 1 0.72537 1 1 1 0.0077585 1 0.83407 1 NA NA 0.39357 1 HBD 8 (5%) 138 0.090105 1 0.60404 1 0.71169 1 0.98144 1 0.81741 1 NA NA 0.27289 1 TBC1D3B 3 (2%) 143 0.0028326 1 0.39778 1 1 1 NA NA NA NA NA NA NA NA TCEB3C 22 (15%) 124 0.39459 1 0.21771 1 0.1018 1 0.87614 1 0.41825 1 NA NA 0.41143 1 CYLC2 16 (11%) 130 0.59993 1 0.08864 1 0.594 1 0.95146 1 0.042722 1 NA NA 0.45424 1 HBG2 6 (4%) 140 0.61916 1 0.23873 1 1 1 0.98953 1 0.95276 1 NA NA 0.76235 1 LOC649330 16 (11%) 130 0.31208 1 0.019545 1 0.594 1 0.95146 1 0.78847 1 NA NA 0.79327 1 PARM1 11 (8%) 135 0.0094477 1 0.19704 1 1 1 0.97655 1 0.022293 1 NA NA 0.25299 1 CCK 5 (3%) 141 0.1242 1 0.70594 1 0.64864 1 0.99534 1 0.0056554 1 NA NA 0.54513 1 ZFP106 5 (3%) 141 0.80845 1 0.0042405 1 0.15673 1 0.99272 1 0.64722 1 NA NA 0.20683 1 UGT2B15 14 (10%) 132 0.56809 1 0.64442 1 0.24876 1 0.35537 1 0.80971 1 NA NA 0.15605 1 DSG1 22 (15%) 124 0.13564 1 0.49981 1 1 1 0.88728 1 0.81082 1 NA NA 0.27341 1 ARL16 4 (3%) 142 0.33754 1 0.079686 1 1 1 0.99534 1 0.73782 1 NA NA 0.29653 1 VEGFC 14 (10%) 132 0.93767 1 0.81056 1 0.3999 1 0.95855 1 0.046669 1 NA NA 0.098871 1 PSG4 15 (10%) 131 0.94089 1 0.40902 1 1 1 0.95146 1 0.92113 1 NA NA 0.80825 1 DEFB119 6 (4%) 140 0.059106 1 0.41638 1 1 1 0.99534 1 0.90823 1 NA NA 0.82519 1 KLHL4 14 (10%) 132 0.13799 1 0.72734 1 0.3999 1 0.9651 1 0.78495 1 NA NA 0.65714 1 EIF3D 3 (2%) 143 0.038014 1 0.47357 1 0.28111 1 0.99737 1 0.89084 1 NA NA 0.57814 1 OR2W1 12 (8%) 134 0.70019 1 0.068732 1 0.53895 1 0.9651 1 0.22366 1 NA NA 0.86047 1 OR4N2 17 (12%) 129 0.85613 1 0.33564 1 0.016267 1 0.063657 1 0.93665 1 NA NA 0.74881 1 CCDC11 13 (9%) 133 0.76297 1 0.90887 1 1 1 0.95855 1 0.96962 1 NA NA 0.83492 1 LIN7A 8 (5%) 138 0.43743 1 0.70313 1 0.48275 1 0.98953 1 0.93039 1 NA NA 0.56654 1 RAPGEF5 6 (4%) 140 0.95659 1 0.46555 1 0.40444 1 0.99534 1 0.73782 1 NA NA 0.85782 1 CD2 14 (10%) 132 0.56414 1 0.32279 1 0.77919 1 0.010965 1 0.83779 1 NA NA 0.39687 1 C2ORF40 4 (3%) 142 0.74849 1 0.39245 1 0.64362 1 0.99737 1 0.94279 1 NA NA NA NA SGCZ 16 (11%) 130 0.11013 1 0.96506 1 1 1 0.9711 1 0.2653 1 NA NA 0.8589 1 SPANXN2 13 (9%) 133 0.011485 1 0.7943 1 0.76692 1 0.9711 1 0.20503 1 NA NA 0.39359 1 TLL1 31 (21%) 115 0.2817 1 0.20453 1 0.41489 1 0.72862 1 0.34014 1 NA NA 0.20477 1 C9ORF119 5 (3%) 141 0.9235 1 0.96769 1 0.15673 1 0.99272 1 0.034834 1 NA NA 0.70636 1 CCDC54 10 (7%) 136 0.45216 1 0.65298 1 0.31638 1 0.98144 1 0.965 1 NA NA 0.82004 1 DEFB118 6 (4%) 140 0.13493 1 0.46171 1 1 1 0.98953 1 0.96506 1 NA NA 0.63369 1 HTR3B 10 (7%) 136 0.03135 1 0.74478 1 0.31638 1 0.97655 1 0.87809 1 NA NA 0.69276 1 MARCH11 7 (5%) 139 0.32138 1 0.99742 1 0.70533 1 0.087478 1 0.93186 1 NA NA 0.46918 1 MKX 10 (7%) 136 0.46911 1 0.79769 1 0.74061 1 0.98577 1 0.93186 1 NA NA 0.013284 1 OR5H2 11 (8%) 135 0.40633 1 0.027053 1 0.75123 1 0.9651 1 0.31775 1 NA NA 0.42261 1 SIGLEC14 6 (4%) 140 0.89793 1 0.15374 1 0.08167 1 0.99272 1 0.94502 1 NA NA 0.15297 1 TUBB8 7 (5%) 139 0.88123 1 0.22013 1 0.70533 1 0.99272 1 0.96392 1 NA NA 0.69631 1 ZIM3 12 (8%) 134 0.043949 1 0.91602 1 0.36763 1 0.9711 1 0.62565 1 NA NA 0.52131 1 PRC1 7 (5%) 139 0.98221 1 0.90706 1 0.70533 1 0.98953 1 0.91295 1 NA NA 0.84204 1 MUM1L1 15 (10%) 131 0.48456 1 0.77509 1 1 1 0.93568 1 0.54667 1 NA NA 0.68101 1 TRIM58 12 (8%) 134 0.39069 1 0.002222 1 0.76561 1 0.9651 1 0.73888 1 NA NA 0.8259 1 ANKRD20A4 3 (2%) 143 0.57083 1 0.8649 1 0.28111 1 0.99737 1 0.94279 1 NA NA 0.62319 1 OR5J2 10 (7%) 136 0.79474 1 0.8862 1 0.18901 1 0.98144 1 0.9558 1 NA NA 0.79532 1 CLEC14A 14 (10%) 132 0.24538 1 0.83804 1 0.24876 1 0.9711 1 0.50996 1 NA NA 0.61708 1 FAM19A1 7 (5%) 139 0.35394 1 0.95019 1 1 1 0.98953 1 0.59987 1 NA NA 0.75068 1 GK2 19 (13%) 127 0.39008 1 0.98409 1 0.80426 1 0.91782 1 0.50348 1 NA NA 0.064511 1 LONRF2 11 (8%) 135 0.035006 1 0.90859 1 1 1 0.98577 1 0.19078 1 NA NA 0.67292 1 HAPLN1 7 (5%) 139 0.25893 1 0.17795 1 0.70533 1 0.00031604 0.233 0.93039 1 NA NA 0.19581 1 NAP1L4 5 (3%) 141 0.61313 1 0.36917 1 0.37885 1 0.99272 1 0.26964 1 NA NA 0.69273 1 CLCC1 7 (5%) 139 0.12232 1 0.57653 1 0.70533 1 0.98953 1 0.45669 1 NA NA 0.73963 1 OR52J3 9 (6%) 137 0.069949 1 0.41732 1 0.73676 1 0.98144 1 0.92286 1 NA NA 0.9347 1 TMCO5A 6 (4%) 140 0.38364 1 0.28992 1 0.40444 1 0.99272 1 0.96392 1 NA NA 0.27315 1 C4ORF22 8 (5%) 138 0.29398 1 0.65368 1 0.48275 1 0.98953 1 0.93488 1 NA NA 0.86828 1 MAP2K1 6 (4%) 140 0.19832 1 0.63598 1 0.20927 1 0.98953 1 0.0058502 1 NA NA 0.91499 1 OR7D2 13 (9%) 133 0.9483 1 0.47945 1 0.25085 1 0.95855 1 0.86044 1 NA NA 0.27355 1 CXCR2 9 (6%) 137 0.18068 1 0.34118 1 0.73676 1 0.98144 1 0.84127 1 NA NA 0.27161 1 RBM22 4 (3%) 142 0.57865 1 0.31901 1 0.15617 1 0.99534 1 0.96435 1 NA NA 0.78386 1 CX3CL1 3 (2%) 143 0.49541 1 0.94579 1 1 1 NA NA NA NA NA NA NA NA IGF2BP3 3 (2%) 143 0.91812 1 0.67791 1 1 1 NA NA NA NA NA NA NA NA KLRC3 4 (3%) 142 0.53244 1 0.69209 1 0.64362 1 0.99534 1 0.16909 1 NA NA 0.828 1 LRRIQ4 14 (10%) 132 0.4297 1 0.1352 1 0.3999 1 0.94384 1 0.89848 1 NA NA 0.62755 1 NR1H4 8 (5%) 138 0.36167 1 0.31501 1 0.48275 1 0.98577 1 0.19478 1 NA NA 0.51305 1 OR4A15 14 (10%) 132 0.97502 1 0.041628 1 0.080432 1 0.9651 1 0.13406 1 NA NA 0.36996 1 MAGEA4 7 (5%) 139 0.81886 1 0.56981 1 0.70533 1 0.046816 1 0.85323 1 NA NA 0.64193 1 DGAT2L6 8 (5%) 138 0.48737 1 0.43669 1 1 1 0.98144 1 0.40517 1 NA NA 0.55958 1 RGS18 7 (5%) 139 0.94375 1 0.32845 1 0.042831 1 0.98953 1 0.85323 1 NA NA 0.76302 1 TSGA13 6 (4%) 140 0.29973 1 0.87271 1 0.40444 1 0.99272 1 0.92057 1 NA NA 0.30808 1 OPN5 5 (3%) 141 0.32851 1 0.65632 1 0.64864 1 0.99534 1 0.84699 1 NA NA 0.75391 1 SPINK13 4 (3%) 142 0.19134 1 0.32608 1 1 1 0.99534 1 0.35921 1 NA NA 0.95606 1