Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2315 shorter survival N=1496 longer survival N=819 AGE Spearman correlation test N=19 older N=3 younger N=16 GENDER t test N=216 male N=134 female N=82 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=2625 higher pT N=1420 lower pT N=1205 PATHOLOGY N t test N=5 n1 N=2 n0 N=3 PATHOLOGICSPREAD(M) t test N=317 m1 N=264 m0 N=53 TUMOR STAGE Spearman correlation test N=3057 higher stage N=1674 lower stage N=1383