Evidence indicates that Silent Information Regulator 4 (SIRT4) is significantly downregulated in HCC and promotes M2 polarization of macrophages through the FAO-PPARδ-STAT3 axis [107]. The gene discussed is PPARD; the disease is hepatocellular carcinoma.