These findings demonstrating that HULC affects the ferroptosis of HCC cells through miR-3200-5p/ATF4 provide a crucial foundation for the development of new therapeutic targets in the prevention and treatment of liver cancer. The gene discussed is ATF4; the disease is liver cancer.