Finally, we performed stepwise multivariate regression analysis and found that three genes, PZP, SPP2 and PRC1, were biomarkers independently associated with HCC recurrence and were included in the construction of a gene-based risk model. Here, PRC1 is linked to hepatocellular carcinoma.