The diagnostic model that incorporated the six original ATSFI indicators exhibited excellent diagnostic performances for PHC, including AFP-negative PHC, early-stage HCC and small PHC, with AUROCs greater than 0.93 and accuracies greater than 85%. Here, AFP is linked to hepatocellular carcinoma.