We investigated and showed that the AFP + PIVKA-II model combined with AST and patients’ age exhibited good diagnostic accuracy, sensitivity, specificity, and positive and negative predictive values in classifying NBNC-HCC (Additional file 3: Table S3). Here, AFP is linked to hepatocellular carcinoma.