Genes associated with lipid metabolism, such as APOA2, APOC3, APOC1, and APOE, were significantly upregulated in multiple cell types of hepatocellular carcinoma, indicating enhanced lipid metabolic activities (Figure 2A). This evidence concerns the gene APOC3 and hepatocellular carcinoma.