The analysis comparing ICC and Ctrl HPV− groups revealed three immune checkpoint proteins with excellent or good discriminatory properties, such as CD40 (AUC 0.92), TIM-3 (AUC 0.82), and CD27 (AUC 0.81). Here, CD40 is linked to intrahepatic cholangiocarcinoma.