In our study, APOE4 was found to be significantly downregulated in ICC, and our investigations revealed its pivotal role as a potential tumor suppressor gene, particularly through its impact on cell proliferation, migration, invasion, and lipid metabolism. Here, APOE is linked to intrahepatic cholangiocarcinoma.