Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2929 shorter survival N=1326 longer survival N=1603 AGE Spearman correlation test N=4218 older N=2062 younger N=2156 PRIMARY SITE OF DISEASE ANOVA test N=17488 GENDER t test N=8361 male N=3797 female N=4564 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=1127 higher score N=603 lower score N=524 HISTOLOGICAL TYPE ANOVA test N=17230 PATHOLOGY T Spearman correlation test N=6063 higher pT N=3246 lower pT N=2817 PATHOLOGY N Spearman correlation test N=11 higher pN N=3 lower pN N=8 PATHOLOGICSPREAD(M) ANOVA test N=32 TUMOR STAGE Spearman correlation test N=7375 higher stage N=3977 lower stage N=3398 RADIATIONS RADIATION REGIMENINDICATION t test N=5965 yes N=2978 no N=2987 NEOADJUVANT THERAPY t test N=7746 yes N=3927 no N=3819