Clinical Features Time to Death AGE PRIMARY.SITE.OF.DISEASE 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 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 26 (16%) 135 0.68661 1 0.069992 1 0.22083 1 0.82765 1 0.59027 1 0.096394 1 NA NA 0.46438 1 BRAF 82 (51%) 79 0.25616 1 0.096304 1 0.126 1 0.74631 1 0.56792 1 0.83492 1 NA NA 0.63462 1 C15ORF23 11 (7%) 150 0.5792 1 0.66973 1 0.81862 1 0.74748 1 0.96985 1 0.48789 1 NA NA 0.67913 1 CDKN2A 27 (17%) 134 0.57088 1 0.99489 1 0.67053 1 1 1 0.82555 1 0.7464 1 NA NA 0.36564 1 NRAS 49 (30%) 112 0.6999 1 0.39373 1 0.45399 1 1 1 0.61802 1 0.90985 1 NA NA 0.59141 1 OXA1L 5 (3%) 156 0.69515 1 0.61261 1 0.65638 1 1 1 0.99232 1 0.00011977 0.0914 NA NA 0.47997 1 STK19 10 (6%) 151 0.41464 1 0.33549 1 1 1 0.49964 1 0.97548 1 0.96513 1 NA NA 0.7597 1 PTEN 13 (8%) 148 0.70296 1 0.23429 1 0.47259 1 0.55116 1 0.00028 0.213 0.83522 1 NA NA 0.032529 1 RAC1 12 (7%) 149 0.089782 1 0.41537 1 0.57889 1 1 1 0.96985 1 0.89535 1 NA NA 0.30331 1 IDH1 8 (5%) 153 0.69727 1 0.0048264 1 1 1 0.4659 1 0.98055 1 0.98087 1 NA NA 0.70329 1 ACSM2B 31 (19%) 130 0.35246 1 0.86125 1 0.087741 1 0.0018267 1 0.77132 1 0.35095 1 NA NA 0.82163 1 PPP6C 15 (9%) 146 0.0041157 1 0.64684 1 0.64583 1 1 1 0.40178 1 0.048106 1 NA NA 0.7553 1 LCE1B 9 (6%) 152 0.061943 1 0.74967 1 0.081719 1 0.72558 1 0.98055 1 0.9334 1 NA NA 0.67445 1 MUC7 11 (7%) 150 0.35953 1 0.00022313 0.17 0.81862 1 0.74748 1 0.96367 1 0.82822 1 NA NA 0.57643 1 OR51S1 17 (11%) 144 0.66768 1 0.42437 1 0.19695 1 1 1 0.93366 1 0.049636 1 NA NA 0.20077 1 NAP1L2 17 (11%) 144 0.28971 1 0.051774 1 0.072207 1 0.42634 1 0.92489 1 0.060549 1 NA NA 0.63527 1 PRB2 24 (15%) 137 0.52842 1 0.0038505 1 0.15819 1 0.037359 1 0.86246 1 0.41236 1 NA NA 0.28695 1 TAF1A 10 (6%) 151 0.10725 1 0.56977 1 0.89291 1 0.49964 1 0.17903 1 0.73304 1 NA NA 0.82341 1 HIST1H2AA 7 (4%) 154 0.73444 1 0.97517 1 0.04093 1 0.70763 1 0.98505 1 0.95535 1 NA NA 0.75089 1 FRG2B 10 (6%) 151 0.63895 1 0.022378 1 0.80828 1 0.49964 1 0.96985 1 0.91574 1 NA NA 0.56627 1 CDH9 27 (17%) 134 0.24544 1 0.38452 1 0.013227 1 1 1 0.8125 1 0.20433 1 NA NA 0.090407 1 PRAMEF11 15 (9%) 146 0.034658 1 0.084844 1 0.75056 1 0.78414 1 0.94194 1 0.051333 1 NA NA 0.85377 1 HBG2 7 (4%) 154 0.48616 1 0.15592 1 0.8542 1 1 1 0.98505 1 0.007215 1 NA NA 0.75772 1 DDX3X 16 (10%) 145 0.5702 1 0.53819 1 0.54045 1 0.17164 1 0.0045641 1 0.9912 1 NA NA 0.70414 1 PRB4 18 (11%) 143 0.055541 1 0.12316 1 0.30705 1 0.20518 1 0.43807 1 0.11958 1 NA NA 0.87411 1 GRXCR1 15 (9%) 146 0.17778 1 0.028638 1 0.51652 1 1 1 0.94194 1 0.78021 1 NA NA 0.31761 1 HHLA2 12 (7%) 149 0.72344 1 0.30143 1 0.13282 1 1 1 0.96367 1 0.024925 1 NA NA 0.9079 1 RBM11 11 (7%) 150 0.52627 1 0.19361 1 0.67279 1 0.74748 1 0.22685 1 0.03286 1 NA NA 0.36702 1 FUT9 17 (11%) 144 0.29143 1 0.035203 1 0.38946 1 0.60224 1 0.91563 1 0.15704 1 NA NA 0.25562 1 TTN 127 (79%) 34 0.18586 1 0.83739 1 1 1 0.16616 1 0.49625 1 0.35318 1 NA NA 0.37613 1 HBD 9 (6%) 152 0.088305 1 0.85624 1 0.37644 1 0.72558 1 0.97548 1 0.94547 1 NA NA 0.34935 1 KIAA1257 7 (4%) 154 0.22013 1 0.33313 1 0.53842 1 0.42422 1 0.99232 1 0.88489 1 NA NA 0.72925 1 USP17L2 16 (10%) 145 0.92994 1 0.66234 1 0.075878 1 0.17164 1 0.93366 1 0.1449 1 NA NA 0.11304 1 CADM2 18 (11%) 143 0.43177 1 0.94353 1 0.6219 1 1 1 0.90589 1 0.13561 1 NA NA 0.40869 1 GFRAL 24 (15%) 137 0.97142 1 0.82019 1 0.17695 1 0.8204 1 0.59027 1 0.12221 1 NA NA 0.0761 1 OR4N2 19 (12%) 142 0.82364 1 0.36286 1 0.18855 1 0.011247 1 0.076907 1 0.27664 1 NA NA 0.66258 1 UGT2B15 17 (11%) 144 0.64694 1 0.35961 1 0.77265 1 0.11187 1 0.11696 1 0.12559 1 NA NA 0.14005 1 UNC119B 3 (2%) 158 0.99895 1 0.37538 1 1 1 1 1 0.99721 1 0.99 1 NA NA 0.55453 1 RAPGEF5 8 (5%) 153 0.99683 1 0.35962 1 0.10035 1 0.25977 1 0.98898 1 0.00027873 0.212 NA NA 0.33083 1 C8A 21 (13%) 140 0.49681 1 0.10621 1 1 1 0.090577 1 0.091387 1 0.37987 1 NA NA 0.4257 1 ANKRD20A4 4 (2%) 157 0.44898 1 0.53122 1 0.77753 1 0.29745 1 0.99506 1 1.6179e-05 0.0124 NA NA 0.56372 1 ELF5 4 (2%) 157 0.56222 1 0.77507 1 0.60025 1 1 1 0.99721 1 0.27999 1 NA NA 0.96974 1 SPAG16 13 (8%) 148 0.50132 1 0.75288 1 0.84755 1 0.37667 1 0.96367 1 0.061495 1 NA NA 0.5822 1 PHGDH 8 (5%) 153 0.7756 1 0.69544 1 0.58799 1 0.027315 1 0.98898 1 0.0021668 1 NA NA 0.1427 1 COPG2 3 (2%) 158 0.45387 1 0.99708 1 0.72539 1 1 1 0.99721 1 0.99 1 NA NA 0.044186 1 GML 8 (5%) 153 0.89829 1 0.11374 1 1 1 0.25977 1 0.98505 1 0.74647 1 NA NA 0.96507 1 TBC1D3B 3 (2%) 158 0.0019848 1 0.40362 1 0.28548 1 1 1 NA NA NA NA NA NA NA NA TFEC 15 (9%) 146 0.3703 1 0.11087 1 1 1 1 1 0.94194 1 0.005615 1 NA NA 0.57062 1 TRAT1 11 (7%) 150 0.036877 1 0.54513 1 0.064794 1 0.53329 1 0.96985 1 0.021791 1 NA NA 0.8597 1 PRR23B 11 (7%) 150 0.20646 1 0.81349 1 0.082454 1 1 1 0.96985 1 0.041967 1 NA NA 0.90731 1 C9ORF119 5 (3%) 156 0.33311 1 0.33968 1 1 1 0.15912 1 0.99232 1 5.9054e-05 0.0451 NA NA 0.81709 1 LIN7A 9 (6%) 152 0.64689 1 0.58138 1 0.37644 1 0.48793 1 0.98505 1 0.0070851 1 NA NA 0.57598 1 PARM1 14 (9%) 147 0.28755 1 0.23382 1 0.28344 1 0.57652 1 0.94971 1 0.0021178 1 NA NA 0.16672 1 CCK 5 (3%) 156 0.11174 1 0.72453 1 0.65638 1 0.65302 1 0.99506 1 0.024047 1 NA NA 0.79506 1 TCEB3C 23 (14%) 138 0.33368 1 0.4723 1 0.8645 1 0.15989 1 0.86246 1 0.53269 1 NA NA 0.4576 1 DEFB118 7 (4%) 154 0.092402 1 0.64027 1 0.74233 1 1 1 0.98505 1 0.0094035 1 NA NA 0.76191 1 VEGFC 16 (10%) 145 0.92991 1 0.89868 1 0.39439 1 0.58924 1 0.94194 1 0.014239 1 NA NA 0.33106 1 MARCH11 8 (5%) 153 0.22614 1 0.78945 1 0.20838 1 0.71143 1 0.089504 1 0.015574 1 NA NA 0.28944 1 ZFP106 6 (4%) 155 0.52423 1 0.00061539 0.466 0.49122 1 0.086413 1 0.98898 1 0.80957 1 NA NA 0.38172 1 PDE1A 26 (16%) 135 0.66637 1 0.12962 1 0.018657 1 0.65731 1 0.83824 1 0.13649 1 NA NA 0.70849 1 OR4F6 12 (7%) 149 0.31925 1 0.20241 1 0.9159 1 0.53789 1 0.22685 1 0.086623 1 NA NA 0.58451 1 CD2 15 (9%) 146 0.3872 1 0.26137 1 0.040603 1 0.78414 1 0.089104 1 0.18156 1 NA NA 0.4395 1 EIF3D 3 (2%) 158 0.044383 1 0.48065 1 0.72539 1 0.29915 1 0.99721 1 0.97855 1 NA NA 0.62777 1 MKX 11 (7%) 150 0.37332 1 0.6837 1 0.059278 1 0.74748 1 0.98055 1 0.015574 1 NA NA 0.042226 1 ARL16 5 (3%) 156 0.2116 1 0.02708 1 0.059171 1 0.65302 1 0.99232 1 0.88489 1 NA NA 0.15676 1 OR2L3 13 (8%) 148 0.99891 1 0.92797 1 0.22151 1 1 1 0.018895 1 0.056978 1 NA NA 0.06989 1 DEFB119 6 (4%) 155 0.19042 1 0.1877 1 0.15485 1 1 1 0.99232 1 0.94331 1 NA NA 0.51298 1 KLHL4 16 (10%) 145 0.067786 1 0.90206 1 0.25235 1 0.58924 1 0.94971 1 0.12366 1 NA NA 0.59049 1 NR1H4 10 (6%) 151 0.38078 1 0.4483 1 1 1 0.32766 1 0.97548 1 0.0042017 1 NA NA 0.36341 1 IL32 7 (4%) 154 0.033469 1 0.70243 1 0.53842 1 0.70763 1 0.98505 1 0.83346 1 NA NA 0.0083185 1 DGAT2L6 9 (6%) 152 0.36839 1 0.34937 1 0.031164 1 1 1 0.97548 1 0.011288 1 NA NA 0.76212 1 OR8D4 9 (6%) 152 0.03503 1 0.62468 1 0.48242 1 1 1 0.98055 1 0.014006 1 NA NA 0.96707 1 GRXCR2 12 (7%) 149 0.26782 1 0.95101 1 0.055025 1 1 1 0.96985 1 0.034186 1 NA NA 0.68341 1 OR5H2 12 (7%) 149 0.29301 1 0.015806 1 1 1 0.76011 1 0.95696 1 0.022954 1 NA NA 0.51472 1 SIGLEC14 8 (5%) 153 0.72354 1 0.042029 1 0.1179 1 0.027315 1 0.98505 1 0.0094035 1 NA NA 0.42039 1 ZNF479 15 (9%) 146 0.31348 1 0.26742 1 0.8059 1 0.78414 1 0.36217 1 0.12528 1 NA NA 0.78463 1 C2 7 (4%) 154 0.48493 1 0.88266 1 0.74233 1 1 1 0.98898 1 0.00017194 0.131 NA NA 0.34948 1 GH2 10 (6%) 151 0.54715 1 0.48285 1 0.46625 1 0.74724 1 0.98055 1 0.0043173 1 NA NA 0.05332 1 GK2 21 (13%) 140 0.20552 1 0.72732 1 0.10452 1 1 1 0.8957 1 0.082853 1 NA NA 0.067863 1 C2ORF40 4 (2%) 157 0.8404 1 0.40361 1 0.063704 1 0.62431 1 0.99721 1 0.97855 1 NA NA NA NA CXCR2 11 (7%) 150 0.054602 1 0.675 1 0.60634 1 1 1 0.96367 1 0.047198 1 NA NA 0.26903 1 RPTN 27 (17%) 134 0.25218 1 0.16477 1 0.061959 1 0.51312 1 0.83824 1 0.08462 1 NA NA 0.045598 1 PRIM2 9 (6%) 152 0.27871 1 0.50008 1 0.29864 1 0.15648 1 0.13244 1 0.0067031 1 NA NA 0.023865 1 MUM1L1 17 (11%) 144 0.40015 1 0.67451 1 0.4979 1 1 1 0.91563 1 0.080213 1 NA NA 0.34863 1 TLL1 33 (20%) 128 0.94132 1 0.16852 1 0.2932 1 0.4262 1 0.67371 1 0.14587 1 NA NA 0.40491 1 PRC1 9 (6%) 152 0.63525 1 0.44485 1 0.55147 1 0.48793 1 0.98055 1 0.71715 1 NA NA 0.93064 1 GLRB 19 (12%) 142 0.6122 1 0.1891 1 0.03964 1 0.80092 1 0.8957 1 0.24078 1 NA NA 0.81835 1 AREG 6 (4%) 155 0.49148 1 0.29433 1 0.84018 1 0.6697 1 0.99232 1 0.00034179 0.259 NA NA 0.45376 1 SPINK13 6 (4%) 155 0.088625 1 0.16768 1 0.84018 1 0.41614 1 0.98898 1 3.8855e-05 0.0297 NA NA 0.81709 1 ACD 7 (4%) 154 0.91218 1 0.56283 1 0.028581 1 0.42422 1 0.98505 1 0.0044235 1 NA NA 0.38402 1 C2ORF39 8 (5%) 153 0.58256 1 0.22011 1 1 1 0.71143 1 0.053031 1 0.0070851 1 NA NA 0.57573 1 RERG 9 (6%) 152 0.66867 1 0.096072 1 0.48242 1 0.48793 1 0.98505 1 0.0015994 1 NA NA 0.43794 1 TUBB8 8 (5%) 153 0.69104 1 0.35164 1 1 1 0.71143 1 0.98898 1 0.0021668 1 NA NA 0.69272 1 AGXT2 16 (10%) 145 0.35322 1 0.38601 1 0.2162 1 1 1 0.94194 1 0.11328 1 NA NA 0.61088 1 C9 12 (7%) 149 0.70491 1 0.67903 1 0.8335 1 0.76011 1 0.96985 1 0.032075 1 NA NA 0.90125 1 CX3CL1 3 (2%) 158 0.42697 1 0.93811 1 0.46944 1 1 1 NA NA NA NA NA NA NA NA DEFB112 6 (4%) 155 0.2364 1 0.4618 1 0.033177 1 1 1 0.98898 1 0.0015674 1 NA NA 0.72685 1 FAM19A1 7 (4%) 154 0.43302 1 0.96406 1 1 1 0.70763 1 0.98898 1 0.75952 1 NA NA 0.81296 1 LONRF2 13 (8%) 148 0.018196 1 0.88523 1 0.55794 1 0.76977 1 0.97548 1 0.29734 1 NA NA 0.45789 1 NAP1L4 6 (4%) 155 0.32583 1 0.33969 1 0.84018 1 0.6697 1 0.98898 1 0.62797 1 NA NA 0.60622 1 OR5J2 11 (7%) 150 0.67266 1 0.75666 1 0.67279 1 0.21301 1 0.97548 1 0.99572 1 NA NA 0.83253 1 POM121 11 (7%) 150 0.25802 1 0.9838 1 0.33811 1 0.74748 1 0.96985 1 0.037068 1 NA NA 0.014933 1 RBM22 4 (2%) 157 0.73262 1 0.32678 1 0.60025 1 0.29745 1 0.99506 1 0.98549 1 NA NA 0.72116 1 SLC10A2 15 (9%) 146 0.4941 1 0.23833 1 0.15403 1 0.78414 1 0.94194 1 0.032034 1 NA NA 0.08253 1 C4ORF22 8 (5%) 153 0.69303 1 0.54476 1 0.28149 1 0.71143 1 0.98505 1 0.99342 1 NA NA 0.77078 1 CLEC14A 15 (9%) 146 0.18285 1 0.92602 1 1 1 0.25968 1 0.95696 1 0.030357 1 NA NA 0.42177 1 GNAI2 4 (2%) 157 0.13271 1 0.53112 1 0.44035 1 0.62431 1 0.99721 1 3.345e-09 2.57e-06 NA NA 0.57205 1 IGF2BP3 3 (2%) 158 0.85416 1 0.68747 1 0.46944 1 1 1 NA NA NA NA NA NA NA NA RBM46 11 (7%) 150 0.99844 1 0.13409 1 0.070331 1 0.53329 1 0.96367 1 0.065346 1 NA NA 0.82881 1 SERPINB4 21 (13%) 140 0.92834 1 0.20859 1 0.3776 1 0.027775 1 0.1211 1 0.3484 1 NA NA 0.90163 1 SORT1 5 (3%) 156 0.34028 1 0.5997 1 0.059171 1 0.65302 1 0.99232 1 0.6963 1 NA NA 0.14748 1