Clinical Features Time to Death AGE GENDER 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 BRAF 69 (50%) 70 0.12268 1 0.050311 1 1 1 NRAS 43 (31%) 96 0.79986 1 0.16393 1 0.84998 1 CDKN2A 21 (15%) 118 0.63774 1 0.53204 1 1 1 TP53 25 (18%) 114 0.46437 1 0.098492 1 0.81928 1 PTEN 9 (6%) 130 0.85684 1 0.7977 1 0.72457 1 ACSM2B 28 (20%) 111 0.14555 1 0.95248 1 0.0076412 1 LCE1B 9 (6%) 130 0.5864 1 0.67111 1 0.72457 1 CADM2 15 (11%) 124 0.79161 1 0.88795 1 1 1 NAP1L2 12 (9%) 127 0.68871 1 0.07326 1 0.75894 1 RAC1 11 (8%) 128 0.04286 1 0.53698 1 1 1 MUC7 11 (8%) 128 0.49479 1 0.00021091 0.0941 0.74604 1 OR51S1 16 (12%) 123 0.41481 1 0.54011 1 1 1 FUT9 16 (12%) 123 0.95443 1 0.027831 1 1 1 PPP6C 13 (9%) 126 0.038488 1 0.76653 1 0.76805 1 USP29 25 (18%) 114 0.045635 1 0.091961 1 0.36704 1 RPTN 22 (16%) 117 0.54493 1 0.37292 1 0.80994 1 TAF1A 8 (6%) 131 0.27479 1 0.57656 1 0.46475 1 CDH9 25 (18%) 114 0.3328 1 0.46891 1 1 1 GRXCR1 14 (10%) 125 0.40459 1 0.018754 1 0.57333 1 HIST1H2AA 7 (5%) 132 0.90114 1 0.99018 1 0.70724 1 ZNF679 14 (10%) 125 0.95234 1 0.43443 1 0.57333 1 C8A 17 (12%) 122 0.0045404 1 0.0042949 1 0.029861 1 RBM11 10 (7%) 129 0.68982 1 0.28751 1 0.74576 1 ZNF479 12 (9%) 127 0.36035 1 0.089551 1 0.75894 1 GFRAL 20 (14%) 119 0.47307 1 0.64275 1 1 1 DDX3X 15 (11%) 124 0.61316 1 0.46724 1 0.25582 1 OR4M2 16 (12%) 123 0.64964 1 0.085877 1 1 1 FRG2B 10 (7%) 129 0.50265 1 0.022844 1 0.49758 1 PDE1A 23 (17%) 116 0.30864 1 0.16214 1 1 1 PRB2 21 (15%) 118 0.54752 1 0.012861 1 0.086666 1 LUZP2 12 (9%) 127 0.65142 1 0.90812 1 0.75894 1 NRK 18 (13%) 121 0.33956 1 0.82137 1 0.8003 1 PARM1 11 (8%) 128 0.0085136 1 0.21446 1 1 1 SLC38A4 16 (12%) 123 0.7855 1 0.3521 1 0.16782 1 PRAMEF11 12 (9%) 127 0.18731 1 0.15073 1 0.75894 1 USP17L2 13 (9%) 126 0.64 1 0.92783 1 0.37308 1 PRB1 12 (9%) 127 0.3303 1 0.554 1 0.21011 1 CYLC2 16 (12%) 123 0.61631 1 0.10355 1 0.78516 1 DSG3 33 (24%) 106 0.64941 1 0.13408 1 0.41618 1 VEGFC 11 (8%) 128 0.94284 1 0.41432 1 1 1 IL32 5 (4%) 134 0.026289 1 0.4844 1 1 1 LILRB4 21 (15%) 118 0.23969 1 0.38457 1 0.80971 1 GLRB 15 (11%) 124 0.47763 1 0.11353 1 1 1 STXBP5L 29 (21%) 110 0.12011 1 0.53794 1 0.52335 1 GML 8 (6%) 131 0.93224 1 0.11687 1 0.25775 1 TLL1 30 (22%) 109 0.37261 1 0.23518 1 0.5216 1 DEFB118 6 (4%) 133 0.14069 1 0.43489 1 1 1 GK2 17 (12%) 122 0.1988 1 0.96751 1 1 1 OR5J2 10 (7%) 129 0.82353 1 0.94244 1 0.17097 1 LIN7A 8 (6%) 131 0.41162 1 0.73555 1 0.7102 1 MUM1L1 13 (9%) 126 0.35696 1 0.54982 1 0.76805 1 MARCH11 7 (5%) 132 0.33572 1 0.95426 1 1 1 PSG4 15 (11%) 124 0.96949 1 0.46186 1 0.78283 1 ZIM3 12 (9%) 127 0.046827 1 0.9678 1 0.53514 1 CLEC14A 14 (10%) 125 0.26167 1 0.90545 1 0.25535 1 OR5H2 11 (8%) 128 0.42069 1 0.032039 1 0.53177 1 TCEB3C 20 (14%) 119 0.50792 1 0.14797 1 0.042891 1 PRB4 16 (12%) 123 0.13748 1 0.2629 1 0.41163 1 KLHL4 14 (10%) 125 0.14693 1 0.666 1 0.3808 1 OR52J3 8 (6%) 131 0.14857 1 0.42464 1 1 1 HBD 8 (6%) 131 0.083258 1 0.63162 1 0.46475 1 FAM19A1 7 (5%) 132 0.33835 1 0.97844 1 0.70724 1 LRRIQ4 14 (10%) 125 0.44931 1 0.15192 1 0.3808 1 SPINK13 4 (3%) 135 0.18212 1 0.341 1 1 1 SNAP91 17 (12%) 122 0.91313 1 0.068689 1 0.28945 1 LONRF2 10 (7%) 129 0.075122 1 0.88844 1 0.74576 1 CLCC1 7 (5%) 132 0.12707 1 0.5403 1 1 1 KIAA1257 7 (5%) 132 0.082432 1 0.029329 1 0.42261 1 SIGLEC14 6 (4%) 133 0.87198 1 0.16453 1 0.085377 1 SPANXN2 12 (9%) 127 0.028334 1 0.77553 1 0.53514 1 DEFB112 5 (4%) 134 0.30705 1 0.28225 1 1 1 CD2 14 (10%) 125 0.59165 1 0.35703 1 0.77091 1 HTR3B 9 (6%) 130 0.055799 1 0.88868 1 0.15443 1 KIR2DL1 9 (6%) 130 0.41211 1 0.35449 1 0.72457 1 OR4N2 17 (12%) 122 0.83248 1 0.37263 1 0.029861 1 ST18 27 (19%) 112 0.79123 1 0.3873 1 0.82482 1 TUBB8 7 (5%) 132 0.89773 1 0.20233 1 1 1 C2ORF40 4 (3%) 135 0.73238 1 0.41377 1 0.62418 1 PRR23B 9 (6%) 130 0.37434 1 0.42148 1 0.72457 1 TFEC 12 (9%) 127 0.19878 1 0.032941 1 0.75894 1 SGCZ 15 (11%) 124 0.079346 1 0.86786 1 1 1 TRAT1 9 (6%) 130 0.04 1 0.6807 1 0.72457 1 TRIM58 12 (9%) 127 0.41548 1 0.0026796 1 1 1 ANXA10 9 (6%) 130 0.34593 1 0.24815 1 0.48565 1 ZNF844 4 (3%) 135 0.42611 1 0.019847 1 0.62418 1 SLC14A1 10 (7%) 129 0.69286 1 0.12865 1 0.013576 1 C9 11 (8%) 128 0.4617 1 0.89724 1 0.53177 1 DSG1 21 (15%) 118 0.10481 1 0.39651 1 1 1 CCDC11 13 (9%) 126 0.78341 1 0.96249 1 1 1 MKX 10 (7%) 129 0.47634 1 0.83701 1 0.74576 1 OR7D2 13 (9%) 126 0.92535 1 0.52191 1 0.37308 1 STARD6 5 (4%) 134 0.84821 1 0.044599 1 1 1 SPATA8 5 (4%) 134 0.57613 1 0.0871 1 0.35624 1 GRXCR2 11 (8%) 128 0.38036 1 0.7562 1 1 1 OR4A15 14 (10%) 125 0.98338 1 0.04846 1 0.082676 1 C4ORF22 8 (6%) 131 0.28106 1 0.61441 1 0.7102 1 CCDC54 10 (7%) 129 0.46766 1 0.6985 1 0.32482 1 CRISP2 8 (6%) 131 0.9551 1 0.094335 1 0.46475 1 MOG 6 (4%) 133 0.86555 1 0.065899 1 0.41441 1 NMS 7 (5%) 132 0.94823 1 0.16944 1 0.70724 1 DEFB115 5 (4%) 134 0.9348 1 0.51482 1 0.15797 1 UGT2A3 12 (9%) 127 0.99866 1 0.47553 1 0.53514 1 ZNF98 12 (9%) 127 0.15958 1 0.82614 1 0.75894 1 ADH1C 22 (16%) 117 0.62751 1 0.24248 1 0.80994 1 HBG2 6 (4%) 133 0.62626 1 0.25375 1 1 1 HHLA2 9 (6%) 130 0.64926 1 0.3326 1 1 1 IDH1 7 (5%) 132 0.80241 1 0.011598 1 0.26061 1 OR2L3 10 (7%) 129 0.47658 1 0.70255 1 0.74576 1 OR4F6 10 (7%) 129 0.16567 1 0.31386 1 0.32482 1 B2M 4 (3%) 135 0.68469 1 0.38817 1 0.29643 1 ARID2 20 (14%) 119 0.2205 1 0.15081 1 0.31878 1 LOC649330 16 (12%) 123 0.28764 1 0.022614 1 0.78516 1 OR5AC2 14 (10%) 125 0.91643 1 0.76366 1 0.57333 1 OR5H14 7 (5%) 132 0.35721 1 0.83029 1 0.047177 1 SPAG16 12 (9%) 127 0.2515 1 0.51098 1 0.21011 1 SPRY3 8 (6%) 131 0.27319 1 0.28917 1 1 1 STK31 22 (16%) 117 0.8245 1 0.71055 1 1 1 TACR3 13 (9%) 126 0.17841 1 0.95064 1 0.76805 1 SERPINB4 18 (13%) 121 0.96902 1 0.15263 1 0.069496 1 TSGA13 6 (4%) 133 0.30744 1 0.90764 1 0.41441 1 GIMAP7 11 (8%) 128 0.81583 1 0.082753 1 0.32798 1 SDR16C5 18 (13%) 121 0.60339 1 0.12062 1 0.44607 1 SPOCK3 16 (12%) 123 0.73921 1 0.56504 1 0.050696 1 TRHR 15 (11%) 124 0.15413 1 0.37742 1 1 1 CD96 10 (7%) 129 0.92007 1 0.45085 1 1 1 CLEC4E 10 (7%) 129 0.44731 1 0.24546 1 0.49758 1 TPTE 36 (26%) 103 0.70177 1 0.19878 1 0.69114 1 MCART6 7 (5%) 132 0.7626 1 0.077018 1 1 1 OR2W1 12 (9%) 127 0.72635 1 0.079936 1 0.35658 1 MORF4 10 (7%) 129 0.52675 1 0.8293 1 0.74576 1 RGS18 7 (5%) 132 0.98087 1 0.35017 1 0.047177 1 BAGE2 9 (6%) 130 0.80636 1 0.91647 1 0.72457 1 KIAA1644 4 (3%) 135 0.38773 1 0.24032 1 1 1 AGXT2 14 (10%) 125 0.20538 1 0.45168 1 1 1 CLDN4 7 (5%) 132 0.91395 1 0.053154 1 0.70724 1 CDH10 21 (15%) 118 0.02744 1 0.9897 1 0.80971 1 VWC2L 11 (8%) 128 0.77674 1 0.88368 1 1 1 ABRA 10 (7%) 129 0.073761 1 0.062017 1 0.32482 1 ARPP21 23 (17%) 116 0.1255 1 0.080916 1 0.15436 1 NR1H4 8 (6%) 131 0.37023 1 0.28727 1 0.7102 1 GZMA 8 (6%) 131 0.96448 1 0.37641 1 0.7102 1 DGAT2L6 8 (6%) 131 0.50405 1 0.45877 1 1 1 TMCO5A 6 (4%) 133 0.39229 1 0.27545 1 0.41441 1 KRT26 7 (5%) 132 6.8647e-06 0.00307 0.74108 1 1 1 CCNE2 7 (5%) 132 0.13626 1 0.72961 1 0.70724 1 CCK 5 (4%) 134 0.12792 1 0.74356 1 0.65202 1 ADAMTS20 35 (25%) 104 0.39135 1 0.12996 1 0.31228 1 MPP7 17 (12%) 122 0.86025 1 0.024869 1 0.59856 1 FAM155A 9 (6%) 130 0.19322 1 0.59491 1 0.28812 1