Supplementary Table 1. Cox regression results for costimulatory molecular-related genes gene HR z pvalue lower upper TNFRSF18 1.767973183 4.223505316 2.41E-05 1.357162564 2.303135423 LTBR 4.782327544 3.990428087 6.60E-05 2.217294385 10.31466859 TNFRSF19 1.787609554 3.948357071 7.87E-05 1.339814103 2.385068131 RELT 3.945629194 3.939419052 8.17E-05 1.993117204 7.8108752 PDCD1 1.351912711 3.820324569 0.000133276 1.158156585 1.578083656 CD27 1.413265216 3.817771756 0.000134662 1.183319407 1.687894713 LTB 1.417456239 3.7015416 0.000214294 1.17838007 1.705037483 TNFRSF1B 1.815705784 3.66909206 0.000243413 1.32028586 2.497025528 TNFRSF8 1.525067473 3.62816618 0.000285442 1.214157043 1.915593053 TNFSF13 0.319756528 -3.573797213 0.000351841 0.171099768 0.597570869 FASLG 1.352154295 3.508099962 0.000451319 1.142410834 1.600406073 TNFRSF11B 1.539225527 3.446715481 0.000567446 1.204462863 1.967030529 ICOS 1.395019949 3.438397721 0.000585168 1.153895103 1.68653169 TNFRSF21 2.141758709 3.430874769 0.000601638 1.386150762 3.309257906 LTA 1.541419161 3.365210853 0.000764852 1.198042064 1.983213362 TNFSF13B 1.433017602 3.301098579 0.00096307 1.157391206 1.77428292 TNFRSF9 1.329247953 3.292189935 0.000994104 1.122066815 1.574683519 TNFRSF4 1.532401733 3.129328401 0.001752064 1.172923985 2.002052223 CD40LG 1.515194703 3.112976795 0.001852106 1.166389368 1.968309256 TNFRSF1A 4.109266793 3.055304871 0.002248319 1.659729625 10.17399058 TNFRSF17 1.450977861 2.950487538 0.003172728 1.133109773 1.858016587 CD86 1.547615593 2.928099284 0.003410411 1.155339083 2.073083185 TNF 1.427883929 2.777752033 0.005473637 1.110561428 1.835875498 TNFSF14 1.566101978 2.752393442 0.00591614 1.137862482 2.155511273 TNFRSF12A 1.659752324 2.716471845 0.006598181 1.151541679 2.392251908 CTLA4 1.330891237 2.705246923 0.006825363 1.081933826 1.637134769 CD70 1.227159626 2.582537052 0.009807683 1.050585513 1.433410921 CD28 1.508383373 2.563926594 0.010349543 1.101667423 2.065251592 TNFRSF13B 1.40990894 2.537498606 0.011164781 1.081324101 1.838341732 TNFRSF11A 1.759735232 2.502020255 0.012348686 1.130252651 2.739801657 TNFSF12 0.509588045 -2.376160999 0.017493828 0.292227137 0.888623754 TNFSF10 1.35055109 2.321549702 0.020257195 1.047918085 1.740582849 TNFRSF13C 0.60895854 -2.172198481 0.029840695 0.389244327 0.952693406 TNFSF9 1.414822425 2.068945529 0.038551198 1.018446483 1.96546655 TNFSF11 1.879930236 1.929472677 0.053672209 0.990074236 3.569568384 CD80 1.350723627 1.812382731 0.069927079 0.975816253 1.869669942 TNFSF15 1.598230302 1.787829511 0.073803518 0.955857927 2.672301005 TNFRSF10C 1.178299318 1.751741805 0.079818215 0.980686379 1.415732197 FAS 1.285503304 1.721521314 0.085156268 0.965812015 1.711014895 TNFRSF14 1.708857039 1.714100806 0.086510214 0.926022843 3.153477694 TMIGD2 0.700196111 -1.70683191 0.0878533 0.465033953 1.054276987 EDA2R 1.420823577 1.64868659 0.099211859 0.935836376 2.157150211 TNFRSF6B 1.631975358 1.627427576 0.103646319 0.904764789 2.943686138 CD276 1.593641447 1.601475556 0.10927163 0.900938399 2.818941966 CD274 1.341609915 1.585921602 0.112757095 0.933037553 1.929094021 TNFSF18 1.744465996 1.268209723 0.204723066 0.73821594 4.122319017 TNFSF8 1.237100029 1.21005274 0.226258656 0.876462948 1.746127986 TNFRSF10A 1.172519236 1.169087458 0.242368396 0.897926925 1.53108379 ICOSLG 1.283400447 1.050591769 0.293446123 0.805756387 2.044186971 TNFRSF25 1.180638317 1.033722736 0.301265801 0.861750392 1.61752968 EDA 1.255969513 0.950899492 0.3416554 0.785175083 2.009054352 TNFSF4 1.192818168 0.924330002 0.355314527 0.82073887 1.733578408 TNFRSF10D 1.086392521 0.749696879 0.453437287 0.874792504 1.349175609 NGFR 1.046294322 0.597817539 0.549961686 0.902023869 1.213639513 CD40 0.92670326 -0.471171349 0.637518377 0.675183156 1.271919958 TNFRSF10B 0.888178119 -0.389264557 0.697080452 0.488872581 1.613631858 EDAR 1.316413786 0.386611045 0.69904418 0.32667839 5.304744093 HHLA2 1.085547332 0.169612445 0.865314935 0.420443765 2.802783887 VTCN1 1.019237063 0.084677733 0.932517599 0.655746465 1.584216229 PDCD1LG2 1.008975259 0.059179662 0.952809009 0.750519778 1.356434706