RAD1 and neoplasm: There was no statistically significant difference between RAD1 and RAD2 clusters, except in regard the AJCC staging; almost three quarters of patients with RAD1 radiomic signature had stage I tumor while less than half of patients in RAD2 cluster had stage I disease (72% vs 40%, p-value <0.01).