Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=26 shorter survival N=2 longer survival N=24 AGE Spearman correlation test N=5 older N=5 younger N=0 PRIMARY SITE OF DISEASE ANOVA test N=4593 GENDER t test N=324 male N=68 female N=256 HISTOLOGICAL TYPE ANOVA test N=1381 PATHOLOGY T Spearman correlation test N=0 PATHOLOGY N Spearman correlation test N=0 TUMOR STAGE Spearman correlation test N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=17 yes N=3 no N=14 NEOADJUVANT THERAPY t test N=111 yes N=17 no N=94