Specifically, among participants with BMI > 27 kg/m2, obese males carrying the MKS1 rs199910690 variant exhibited a negative association with the development of CKD (OR: 0.25, 95% CI: 0.123-0.523, p = 0.0002). Here, MKS1 is linked to chronic kidney disease.