Here, the authors show that PARP1/2 dual inhibitors may increase cancer bone metastasis through PARP2-dependent regulation of immature myeloid cells, and cause bone loss through PARP1/2-dependent regulation of osteoclasts. The gene discussed is PARP1; the disease is cancer.