Therefore, we hypothesized that MGMT promoter methylation in glioblastoma may cause subtle changes in tumor cell morphology through interactions with other genes, which can be captured by the neural network model to obtain corresponding predictions. This evidence concerns the gene MGMT and glioblastoma.