Overall, this study constructed a model that can predict the incidence of osteoporosis and identified B4GALT4, ADH4, ACAD11, B4GALT2, and PPP1R3C as potential biomarkers for osteoporosis development. The gene discussed is PPP1R3C; the disease is osteoporosis.