In addition, our recent MR study provides robust evidence that high circulating adiponectin is causally associated with the increased incidence of osteoporosis and low bone mineral density (BMD)32, but it is unknown whether circulating adiponectin affects the occurrence of osteoporotic fracture. The gene discussed is ADIPOQ; the disease is osteoporosis.