To the best of our knowledge, this is the first study to focus on the correlations between dietary choline intake, sexual dimorphism, and PEMT rs7946 polymorphism and their effects on the risk of NAFLD. The gene discussed is PEMT; the disease is metabolic dysfunction-associated steatotic liver disease.