Based on TimeAx dynamic modeling, pseudotime of precancerous/HCC stage samples capturing methylation alteration of ICGs indicated that PD-L1 expression and PD-1 checkpoint pathway26 were involved in HCC dynamics. The gene discussed is CD274; the disease is hepatocellular carcinoma.