MiR-455-3p overexpression enhanced the ferroptosis phenotype of HCC cells, as evidenced by increased intracellular Fe2+ and lipid ROS levels, and decreased GSH levels, which could be reversed by forced expression of NUPR1 (Supplementary Fig. 3B-D). This evidence concerns the gene NUPR1 and hepatocellular carcinoma.