However, the integration of AIP, fatty liver, and HbA1c into the C-index model significantly improved predictive performance, with the combined model achieving the highest AUC (0.86), outperforming the diabetes risk prediction model that includes 11 factors (AUC: 0.73) [35]. This evidence concerns the gene AIP and fatty liver disease.