Notably, analysis of KEGG signaling pathways showed that the peroxisome proliferator-activated receptor alpha (PPARα) is the only significant down-regulated pathway (Fig. 3F), suggesting a critical deficit in lipid regulatory mechanisms in aggressive HCC subtypes. This evidence concerns the gene PPARA and hepatocellular carcinoma.