Finally, this study strengthened the ability of FGF-21 in diabetes risk assessment in the total population and subpopulation with the use of multiple statistical approaches, including multivariate regression analysis, cluster analysis and subgroup analysis. The gene discussed is FGF21; the disease is diabetes mellitus.