Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2315 shorter survival N=1496 longer survival N=819 AGE Spearman correlation test N=19 older N=3 younger N=16 GENDER t test N=227 male N=146 female N=81 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 DISTANT METASTASIS t test N=317 m1 N=264 m0 N=53 LYMPH NODE METASTASIS ANOVA test N=31 NEOPLASM DISEASESTAGE ANOVA test N=2142