MGMT and glioblastoma: In this study, we implemented several pipelines with the aim of getting the most out of the information contained in multi-parametric MRI imaging (mpMRI) in order to predict the MGMT promoter methylation status for patients with GBM included in a TCIA publicly available dataset.