Furthermore, although the associations did not reach statistical significance, patients with the MKS1 rs199910690 allele showed the highest proportions of obesity (BMI > 27 kg/m2), hyperlipidemia, hypertension, diabetes mellitus, diabetes mellitus comorbidity, CKD, renal cancer, and CAD. The gene discussed is MKS1; the disease is hyperlipidemia.