The Ca-GG + IL-4 hydrogel bead effectively promoted bone defect regeneration via regulating macrophage polarization, reducing cell apoptosis and promoting BMSCs osteogenesis through TGF-β1/Smad pathway. Therefore, it is a promising strategy for repair of bone defect.