Through the analysis of gene sequencing data and clinical prognostic information of HCC patients, a prognostic risk model was constructed by 5 hub prognosis-related EAGs, including LGALS1, MMP1, P3H1, ITGB5, and SPP1. The gene discussed is MMP1; the disease is hepatocellular carcinoma.