Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=67 shorter survival N=57 longer survival N=10 AGE Spearman correlation test N=1 older N=1 younger N=0 NEOPLASM DISEASESTAGE ANOVA test N=41 PATHOLOGY T STAGE Spearman correlation test N=32 higher stage N=24 lower stage N=8 PATHOLOGY N STAGE t test N=0 PATHOLOGY M STAGE t test N=20 m1 N=16 m0 N=4 GENDER t test N=12 male N=3 female N=9 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 NUMBERPACKYEARSSMOKED Spearman correlation test N=0