Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2173 shorter survival N=1406 longer survival N=767 AGE Spearman correlation test N=15 older N=0 younger N=15 GENDER t test N=215 male N=136 female N=79 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=2360 higher pT N=1276 lower pT N=1084 PATHOLOGY N t test N=5 n1 N=2 n0 N=3 PATHOLOGICSPREAD(M) t test N=281 m1 N=236 m0 N=45 TUMOR STAGE Spearman correlation test N=2828 higher stage N=1549 lower stage N=1279