As a comparison, among all the biomarkers, AFP showed the highest area under the ROC curve (AUROC) of 0.9 (95% CI 0.84–0.95, P < 0.0001) to distinguish all-stage HCC (Supplementary Table S1). Here, AFP is linked to hepatocellular carcinoma.