The results showed that the baseline levels of some bone metabolism markers (PTH, Ca2+, N-MID, TPINP, and β-CTX) were positively associated with the severity of osteoporosis or fracture risk, which suggests that osteoporosis is associated with high bone turnover in our cohort. The gene discussed is PPIB; the disease is osteoporosis.