Our results showed that the three PPARs (PPARA, PPARD, and PPARG) might promote the expression and molecular transportation of APOA1, which mainly plays a beneficial role in the development of NAFLD. This evidence concerns the gene PPARA and metabolic dysfunction-associated steatotic liver disease.