Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2941 shorter survival N=1335 longer survival N=1606 AGE Spearman correlation test N=4207 older N=2057 younger N=2150 PRIMARY SITE OF DISEASE ANOVA test N=17490 GENDER t test N=8363 male N=3793 female N=4570 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=1133 higher score N=599 lower score N=534 HISTOLOGICAL TYPE ANOVA test N=17227 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 RADIATIONS RADIATION REGIMENINDICATION t test N=5989 yes N=2990 no N=2999 NEOADJUVANT THERAPY t test N=7770 yes N=3933 no N=3837