Fifth, this study not only reveals the close association between serum insulin levels and ultrasound-quantified NAFLD prevalence from an epidemiological perspective but also provides important guidance for clinical practice, particularly for ultrasound departments. The gene discussed is INS; the disease is metabolic dysfunction-associated steatotic liver disease.