In alignment with our earlier observations, eight ferroptosis-related risk genes—AURKA, RRM2, HBA1, CAPG, HSPB1, GDF15, STEAP3, and NNMT—displayed heightened expression levels within the GBM group and notably in the macrophage M2 phenotype. Here, NNMT is linked to glioblastoma.