The NAFLD Liver Fat Score (NLFS), calculated based on metabolic syndrome, T2DM, fasting serum insulin, and fasting serum AST/ALT ratio (AAR), evaluates hepatic fat content. The gene discussed is INS; the disease is metabolic dysfunction-associated steatotic liver disease.