To address these issues, in the present study, the mutation rate of LRP1B in HCC patients and differentially expressed genes have been investigated deeply by a combination of bioinformatics and machine learning method to build an innovative HCC prognostic model. The gene discussed is LRP1B; the disease is hepatocellular carcinoma.