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. The gene discussed is ADH4; the disease is hepatocellular carcinoma.