Through the analysis of physical examination indicators, this study developed and validated a dynamic nomogram and Bayesian network model to predict NAFLD risk in older Chinese adults using four easily collected features (BMI, ALT, TG, and LYMPH). The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.