In this study, we established high-fat diet-induced NAFLD mice and different fatty acids-treated cells model to investigate lipid-induced Kupffer cell/macrophage polarization, and explore the association between PPAR-γ activity and macrophages M1/M2 polarization shifting. This evidence concerns the gene PPARG and metabolic dysfunction-associated steatotic liver disease.