A combined nanostructure was constructed by 2D graphene and 1D BNNTs. The nanostructure was used to reinforce ceramic scaffolds fabricated by SLS. Results showed remarkable improvements in dispersion and reinforcing efficiency. The reinforced scaffolds also showed favorable biocompatibility and bioactivity.