These results suggest that AFP, CA19-9, biliary diseases, and specific blood routine parameters (e.g., WBC, monocyte count, NLR, and LMR) have independent predictive value for differentiating ICC from HCC. Here, AFP is linked to intrahepatic cholangiocarcinoma.