MGMT and neoplasm: In conclusion, we have developed a federated learning-based multi-task approach that can jointly learn from multiple medical institutions to achieve the prediction of IDH mutation status, 1p/19q co-deletion status, MGMT methylation status and tumor grade without sharing the original data, and automatically complete the segmentation of tumor regions based on preoperative MRI images.