These findings highlighted the coordinated regulation of lipid metabolism by APOE4 and ABCA1 in ICC progression, providing new insights into ICC mechanisms and potential therapeutic strategies. Here, ABCA1 is linked to intrahepatic cholangiocarcinoma.