Our models also showed good results on predicting mutations of RB1 (AUC 0.852), CDH1 (AUC 0.776), NF1 (AUC 0.768), NOTCH2 (AUC 0.740) in breast cancer. The gene discussed is CDH1; the disease is breast carcinoma.