Clinical feature Statistical test Significant genes Associated with                 Associated with DAYS_TO_DEATH_OR_LAST_FUP Cox regression test N=30 shorter survival N=14 longer survival N=16 YEARS_TO_BIRTH Spearman correlation test N=29 older N=15 younger N=14 NEOPLASM_DISEASESTAGE Kruskal-Wallis test N=30 PATHOLOGY_T_STAGE Spearman correlation test N=30 higher stage N=14 lower stage N=16 PATHOLOGY_N_STAGE Wilcoxon test N=30 n1 N=30 n0 N=0 PATHOLOGY_M_STAGE Wilcoxon test N=30 class1 N=30 class0 N=0 GENDER Wilcoxon test N=28 male N=28 female N=0 KARNOFSKY_PERFORMANCE_SCORE Spearman correlation test N=0 RACE Kruskal-Wallis test N=15 ETHNICITY Wilcoxon test N=0