MGMT and astrocytoma (excluding glioblastoma): In this study, we investigated the utility of a multi-sequence and multi-habitat MR radiomics signature as a preoperative and non-invasive biomarker of MGMT methylation prediction in patients with grade II–IV astrocytomas, and discuss the prognostic implications for survival stratification on TMZ chemotherapy response.