In this study, ERGPS includes three estrogen-related genes (AKR1B15, KCTD6, and KPNA2), all of which are connected with the prognosis of HCC patients and are involved in estrogen production. This evidence concerns the gene AKR1B15 and hepatocellular carcinoma.