In the present study, utilizing a long-term prospective cohort of patients with CKD ranging from stage 1 to pre-dialysis stage 5, we sought to elucidate the association between circulating OPG levels and the risk of CVEs. Here, TNFRSF11B is linked to chronic kidney disease.