The current study sought to develop clinically significant prognostic models for GBM patients by comprehensively profiling MGMT, NUPR1, NDRG2, and GLI1 gene promoter methylation in GBM tissues vs. non-neurooncological disease (NND) and their association with clinical characteristics and therapeutic outcome. Here, GLI1 is linked to glioblastoma.