Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=3027 shorter survival N=1360 longer survival N=1667 AGE Spearman correlation test N=3544 older N=1692 younger N=1852 PRIMARY SITE OF DISEASE ANOVA test N=17276 GENDER t test N=9002 male N=4105 female N=4897 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=274 higher score N=164 lower score N=110 HISTOLOGICAL TYPE ANOVA test N=16527 PATHOLOGY T Spearman correlation test N=5428 higher pT N=2925 lower pT N=2503 PATHOLOGY N Spearman correlation test N=12 higher pN N=4 lower pN N=8 PATHOLOGICSPREAD(M) ANOVA test N=33 TUMOR STAGE Spearman correlation test N=7068 higher stage N=3772 lower stage N=3296 RADIATIONS RADIATION REGIMENINDICATION t test N=5808 yes N=2873 no N=2935 NEOADJUVANT THERAPY t test N=7886 yes N=4017 no N=3869