The ROC analysis confirmed that the FLI had the highest predictive ability for T2DM (AUC, 0.654; P < 0.05) development in individuals with NGT compared to other insulin sensitivity and secretion markers. The gene discussed is INS; the disease is type 2 diabetes mellitus.