Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=64 shorter survival N=58 longer survival N=6 AGE Spearman correlation test N=0 GENDER t test N=8 male N=4 female N=4 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=35 higher pT N=26 lower pT N=9 PATHOLOGY N t test N=0 PATHOLOGICSPREAD(M) t test N=18 m1 N=14 m0 N=4 TUMOR STAGE Spearman correlation test N=38 higher stage N=27 lower stage N=11 NEOADJUVANT THERAPY t test N=4 yes N=3 no N=1