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=16 male N=3 female N=13 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=64 higher pT N=61 lower pT N=3 PATHOLOGY N Spearman correlation test N=2 higher pN N=1 lower pN N=1 PATHOLOGICSPREAD(M) ANOVA test N=2 TUMOR STAGE Spearman correlation test N=127 higher stage N=110 lower stage N=17