PPAR proteins mediate hepatic lipogenesis and hepatic steatosis, FAS is involved in fatty acid synthesis, and FABP 4 is involved in lipid transport, uptake, and metabolism (Zhang et al., 2022; Pratama et al., 2024; Barb et al., 2025). This evidence concerns the gene FAS and fatty liver disease.