This study introduces the combination of pretrained CNNs and a support vector machine (SVM) algorithm for discovering the power of RhoB expression on IHC-stained biopsy samples obtained from two cohorts of rectal-cancer patients having less or more than 5 years of survival after surgery. Here, RHOB is linked to rectal cancer.