By combining restricted cubic spline (RCS) and receiver operating characteristic (ROC) analyses, this study aimed to comprehensively evaluate the nonlinear and predictive associations between serum insulin levels and NAFLD. Here, INS is linked to metabolic dysfunction-associated steatotic liver disease.