Our study, based on the literature, did find a significant association between increased leptin levels and reduced incidence of NAFLD, and our findings not only coincide with previous literature but also validate the hypothesis in the literature through database analysis of real-world case sources. The gene discussed is LEP; the disease is metabolic dysfunction-associated steatotic liver disease.