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. Here, PPARD is linked to metabolic dysfunction-associated steatotic liver disease.