Through the results of omics sequencing of clinical samples and screening of IMPC, this study successfully screened ROBO1 as a key molecule regulating osteoporosis, and ROBO1 downregulation may promotes osteoporosis by inhibiting osteoblast differentiation and mineralization. The gene discussed is ROBO1; the disease is osteoporosis.