Using IHC images of RhoB protein expression on rectal-cancer NATs, this study combines the methods of pre-trained convolutional neural networks (CNNs), nonlinear dynamics, and long short-term memory (LSTM) for classifying IHC images of the NATs. The gene discussed is RHOB; the disease is rectal cancer.