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=4 female N=12 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=43 higher pT N=41 lower pT N=2 PATHOLOGY N Spearman correlation test N=1 higher pN N=0 lower pN N=1 PATHOLOGICSPREAD(M) ANOVA test N=1 TUMOR STAGE Spearman correlation test N=106 higher stage N=93 lower stage N=13