Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=5 shorter survival N=5 longer survival N=0 AGE Spearman correlation test N=0 GENDER t test N=0 PATHOLOGY T Spearman correlation test N=0 PATHOLOGY N Spearman correlation test N=1 higher pN N=1 lower pN N=0 TUMOR STAGE Spearman correlation test N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=5 yes N=4 no N=1 NEOADJUVANT THERAPY t test N=2 yes N=2 no N=0