Overall, Prx1+, Osx+ BMSCs exhibited lower osteogenic capacity in mice with osteoporosis, and active Thy+/6c3− and LepR+ BMSCs by Jun addition or PEMFs can attenuate osteoporosis in mice. Here, JUN is linked to osteoporosis.