The area under the ROC curve (AUC) for RegNet was 0.7182, indicating moderate discriminative power.<h4>Conclusion</h4>The RegNet model effectively predicts TERT promoter mutation status from routine MRI, offering a non-invasive tool for preoperative molecular subtyping of glioma. Here, TERT is linked to central nervous system cancer.