Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=0 AGE Spearman correlation test N=1 older N=1 younger N=0 GENDER t test N=13 male N=3 female N=10 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=21 higher pT N=18 lower pT N=3 PATHOLOGY N Spearman correlation test N=0 PATHOLOGICSPREAD(M) ANOVA test N=2 TUMOR STAGE Spearman correlation test N=79 higher stage N=67 lower stage N=12