PPARG and hepatocellular carcinoma: This indicates that in the HCC microenvironment, the metabolic regulation of M2-type TAMs may be more complex, and accumulated lipids might serve not only as energy reserves but also as signaling molecules or substrates that directly promote M2-related gene expression and immunosuppressive functions through pathways like PPARγ activation.