MGMT and neoplasm: Starting from the base model including the least available information for the patients with GBM, i.e., clinical variables of age, gender, and extent of resection, we showed incremental value of radiomics, MGMT methylation, and genomic data obtained by NGS sequencing of the tumor samples, resulting in a multi-omics model with superior performance.