The mediators of bone-fat axis remain largely unknown. Here, the authors show SHN3 gene-deficiency in bone can protect mouse models from weight gain driven by diet-induced obesity through secreting a bone-derived cytokine, C-fragment of SLIT2, which could stimulate adipocyte browning.