In summary, 3 genes in the prognostic signature (ATG7, SOCS1, and PEBP1) were reported to facilitate ferroptosis in tumor cells, while the remaining two genes (CBS, MUC1) are the opposite. The gene discussed is MUC1; the disease is neoplasm.