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=138 older N=79 younger N=59 HISTOLOGICAL TYPE ANOVA test N=1556 RADIATIONS RADIATION REGIMENINDICATION t test N=48 yes N=48 no N=0 NEOADJUVANT THERAPY t test N=6 yes N=6 no N=0