Our study performed a comprehensive analysis of important EMGs in osteoporosis and developed a diagnosis signature consisting 5 EMGs, including B4GALT4, ADH4, ACAD11, B4GALT2, and PPP1R3C with a relative higher AUC. This evidence concerns the gene B4GALT4 and osteoporosis.