Meanwhile, we found that BMI, WC and some biochemical indicators, such as TG, ALT, GGT and LDH, were positively associated with the occurrence of diabetes, HDL and ALB were negatively associated with the occurrence of diabetes, and serum cadmium was not associated with the occurrence of diabetes (P > 0.05). The gene discussed is ALB; the disease is diabetes mellitus.