In addition, the ridgeline plots in Figure 3G show that normal lipid metabolism was enhanced, while lipid peroxidation was decreased in the high ATF4 expression group, further implicating ATF4 as an oncogene involved in the development of HCC. This evidence concerns the gene ATF4 and hepatocellular carcinoma.