Before adjustment, hypertension, WC, WHR, hs-CRP, and IgE were significant risk factors for pre-diabetes, while high hypertension, WC, WHR, BMI, HOMA-β index, HOMA-IR index, and hs-CRP levels were significant risk factors for diabetes mellitus (Table S1). This evidence concerns the gene IGHE and diabetes mellitus.