In a large study of 5,820 participants from the United States Third National Health and Nutrition Examination Survey (NHANES III), higher plasma leptin concentrations were found to be associated with CKD after adjusting for age, gender, ethnicity, BMI, diabetes, hypertension, and serum cholesterol [20]. This evidence concerns the gene LEP and diabetes mellitus.