In conclusion, the automatic CNN-based model allowed an accurate prediction of the mutation status of PTEN from preoperative MRI in patients with glioma, which achieved higher AUC, PPV, and NPV values compared to the radiomics model. The gene discussed is PTEN; the disease is central nervous system cancer.