MGMT and neoplasm: It enables collaborative training of models across multiple medical centers using preoperative MRI data without sharing raw data, jointly predicting the IDH mutation status, 1p/19q co-deletion status, MGMT methylation status, tumor grading, and automatically segmenting the T2-weighted hyperintense tumor region.