Most studies found that TC, HDL-C, and LDL-C levels were negatively correlated with osteocalcin (OCN) in the general population (28, 29), while in patients with T2D, no association was reported (30, 31). The gene discussed is BGLAP; the disease is type 2 diabetes mellitus.