In this longitudinal study, we observed that the ZJU index is a significant risk factor for new-onset NAFLD in non-obese populations, showing superior predictive efficacy compared to existing indices AIP and RLP-C. This evidence concerns the gene AIP and metabolic dysfunction-associated steatotic liver disease.