Future research should evaluate the role of the liver–gut axis in the prevention of NAFLD, highlighting the effect of bean leaves on SCFA production and their possible interaction with PPARα in the liver. The gene discussed is PPARA; the disease is metabolic dysfunction-associated steatotic liver disease.