Results showed that older age, KPS<70, unmethylated MGMT, wild type IDH, larger pre-operative CE and NCE tumor volume, lower EOR-CE and EOR-NCE were significantly associated with increased risk of mortality in the derivation cohort (all P<0.05), but sex did not exhibit a significant difference (P=0.178). The gene discussed is MGMT; the disease is neoplasm.