MGMT and glioblastoma: Most of the radiomics feature sets for categorizing MGMT methylation statuses provided by other studies were based only on one feature selection technique. This study is the first to use the genetic algorithm-based hybrid feature selection approach for classifying MGMT methylation statuses in GBM.