This could be explained by the multifactorial nature of CVD among CKD patients, including unique risk-factors such as increased oxidative stress, endothelial dysfunction, elevated FGF23, and accelerated vascular calcifications. The gene discussed is FGF23; the disease is chronic kidney disease.