Fifteen variables were selected for preliminary screening, including time from injury to surgery, osteocalcin, total type I collagen amino elongation peptide, red blood cell distribution width, homocysteine, alkaline phosphatase, BMD, orthopaedic procedure, preoperative compression ratio, thoracolumbar kyphosis Cobb angle, coronal Cobb Angle, whether anti‐osteoporosis therapy was administered, diffusion of bone cement, vertebral height recovery rate, and whether the bone cement contacted the endplate. Here, BGLAP is linked to osteoporosis.