Furthermore, within the subset of participants with a BMI of > 27 kg/m2, males carrying the MKS1 rs199910690 variant and females carrying the BBS2 rs773862084 variant demonstrated a negative correlation with the development of CKD. The gene discussed is MKS1; the disease is chronic kidney disease.