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. Here, SOCS1 is linked to neoplasm.