In the test set, our method achieved promising performance in predicting molecular and histological features, with AUCs of 0.88 for IDH, 0.84 for 1p/19q, 0.85 for MGMT, and 0.94 for tumor grade. The gene discussed is MGMT; the disease is neoplasm.