Obesity-induced expansion of BM adipocytes leads to PD-1/PD-L1-driven osteoclastogenesis and subsequent bone loss in obese, HFD-fed (OB-HFD) mice. Here, CD274 is linked to obesity due to melanocortin 4 receptor deficiency.