In the present study, we evaluated the relationships between estimated glomerular filtration rate (eGFR) and serum PTH concentration, allowing for confounding factors, in particular vitamin D status, to identify individuals at risk for CKD-MBD or secondary hyperparathyroidism in a general Japanese population. The gene discussed is PTH; the disease is secondary hyperparathyroidism.