In conclusion, PPARα activation plays a vital role in regulating lipid metabolism by promoting fatty acid oxidation, improving lipoprotein metabolism, and reducing triglyceride accumulation, thus preventing the onset of conditions like MASLD and hyperlipidemia. This evidence concerns the gene PPARA and metabolic dysfunction-associated steatotic liver disease.