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. The gene discussed is APOE; the disease is intrahepatic cholangiocarcinoma.