Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=39 shorter survival N=19 longer survival N=20 AGE Spearman correlation test N=1 older N=1 younger N=0 NEOPLASM DISEASESTAGE ANOVA test N=36 PATHOLOGY T STAGE Spearman correlation test N=36 higher stage N=17 lower stage N=19 PATHOLOGY N STAGE t test N=1 class1 N=0 class0 N=1 PATHOLOGY M STAGE t test N=21 m1 N=8 m0 N=13 GENDER t test N=4 male N=2 female N=2 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0