Before adjustment for any of the variables listed in Table 2, hypertension, WC, WHR, HOMA-IR, HOMA-β, hs-CRP, and IgE were significant risk factors for pre-diabetes and diabetes mellitus. The gene discussed is IGHE; the disease is diabetes mellitus.