According to the above findings, the expression models of ALDH1A1, EMG1, and CHERP were consistent between the OP bone tissue and the CKD renal tissue, underscoring the shared molecular features between CKD-induced and primary osteoporosis. Here, EMG1 is linked to chronic kidney disease.