In the BraTS 2021 challenge, given the large amount of data (n = 585) with multiparametric inputs, none of the participants among 1555 worldwide teams, including the first place team (AUROC, 0.62), could discover reliable MR imaging features that correlate with MGMT methylation in gliomas. Here, MGMT is linked to central nervous system cancer.