To the best of our knowledge, most of the radiomics feature sets for classifying MGMT methylation statuses provided by other studies were merely based on one feature selection technique, and this is the first time the genetic algorithm-based hybrid feature selection approach has been applied for classifying MGMT methylation statuses in GBM. This evidence concerns the gene MGMT and glioblastoma.