When comparing other groups, CD40, TIM-3, and CD27 also significantly discriminated ICC group from dysplasia and Ctrl HPV+ groups (AUC ranging from 0.82 to 0.91). Here, CD40 is linked to intrahepatic cholangiocarcinoma.