proposed to evaluate the association of multiparametric MRI features with molecular characteristics (e.g., global DNA methylation subgroup, MGMT, EGFR) in GBM patients, training different models (e.g., stochastic GB, RF, and penalized LR). This evidence concerns the gene EGFR and glioblastoma.