Among them, CRYAB, ZEB1, ATP5MC3, and NCOA4 were favorable genes with negative coefficients and protective functions for GBM patients, and ALOX5, CHAC1, STEAP3, and MT1G were unfavorable genes with positive coefficients and declined OS rates. Here, ATP5MC3 is linked to glioblastoma.