NCOA4 and cholangiocarcinoma: The results of the study could see changes in the expression levels of ferroptosis-related indicators (e.g., Fe2+, MDA, ROS, GSH) in cholangiocarcinoma cells with low expression of NCOA4, which confirmed the presence of ferroptosis in cholangiocarcinoma cells and its involvement in cellular regulation.