MGMT and glioblastoma: Consequently, this study intends to utilize the Transformer algorithm to extract intratumoral and peritumoral imaging features from MRI and develop a predictive model for assessing MGMT promoter methylation status in glioblastoma patients, aiming to offer crucial informational guidance for related clinical diagnosis and treatment.