Future studies with longitudinal follow-up are warranted to explore the relationship between dynamic changes in serum insulin levels and quantitative ultrasound measures, which could provide stronger evidence for early intervention and comprehensive management of NAFLD. Here, INS is linked to metabolic dysfunction-associated steatotic liver disease.