As shown in Fig. 5A, the 22 genes were applied to LASSO Cox regression analysis and five (ADH4, PON1, PZP, MMP10, and NR0B1) of them were identified to be independent prognostic factors and were included in the risk model for HCC OS prediction. This evidence concerns the gene PZP and hepatocellular carcinoma.