Additionally, we incorporated two critical predictors of HCC patient survival, the normalized values of MELD and AFP, into the composite model to explore the potential of methRisk in enhancing the predictive accuracy of a comprehensive model. This evidence concerns the gene AFP and hepatocellular carcinoma.