We performed the step regression analysis to further screen survival-related genes and obtained four MRGs correlated with HCC prognosis, i.e., PGAM5, SQSTM1, ATG9A, and GABARAPL1. This evidence concerns the gene PGAM5 and hepatocellular carcinoma.