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. Here, B4GALT4 is linked to osteoporosis.