These findings suggest that while traditional risk factors such as waist circumference, triglycerides, fasting glucose, or fasting insulin may predict the incidence of NAFLD or high levels of VAT, objectively quantified physical activity levels and sedentary behavior did not predict those at risk. Here, INS is linked to metabolic dysfunction-associated steatotic liver disease.