The results illustrate that the CNN-FRP-LSTM models are more favorable in terms of the combination of accuracy and computational complexity than other classification methods for predicting the 5-year survival of rectal-cancer patients using IHC images of RhoB expression on NATs. The gene discussed is RHOB; the disease is rectal cancer.