Most studies that have investigated the relationship between GFR and bone metabolism, relying on creatinine values as an integrative measure of renal function, but changes in blood albumin concentration are also associated with risk factors for osteoporosis, since albumin regulates calcium transport to bone. The gene discussed is ALB; the disease is osteoporosis.