The pioneering findings related to COL1A2 rs42524 and maternal fracture history, COL1A1 rs1107946 and obesity/T2D, and the age-dependent effects of COL1A1 rs1800012 on BMD underscore the importance of genetic factors in bone and metabolic health. The gene discussed is COL1A1; the disease is Obesity.