BGLAP and osteoporosis: Within NHS only, in stratified analyses by osteoporosis diagnosis and bisphosphonate use, higher quintiles of osteocalcin were intermittently associated with increased fracture risk among individuals with osteoporosis history (Tables S3 and S4) [31]; however, fully adjusted and combined models failed to converge for some quintiles due to limited sample size in this group.