In this study, we utilize a dataset of preoperative MRI examinations in a larger number (N = 155) of GBM patients in order to evaluate the use of texture features as potential imaging biomarkers for predicting the MGMT methylation status of GBM tumors. This evidence concerns the gene MGMT and glioblastoma.