Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=1 shorter survival N=1 longer survival N=0 AGE Spearman correlation test N=259 older N=148 younger N=111 HISTOLOGICAL TYPE ANOVA test N=2047 RADIATIONS RADIATION REGIMENINDICATION t test N=3 yes N=3 no N=0 NEOADJUVANT THERAPY t test N=0