We found that loss of Chd7 in MSCs disrupted the cell fate decision in mice, leading to the pathological manifestations of osteoporosis, e.g., low bone mass with an impaired osteogenic capacity, as well as high marrow adiposity with an enhanced adipogenic ability, revealing the effective and specific regulation of CHD7 on MSCs. Here, CHD7 is linked to osteoporosis.