Compositions useful in the controlled delivery of therapeutic agents and their methods of preparation and use are provided. The compositions comprise an optionally oxidized porous silicon core, a layer on the surface of the porous silicon core that comprises a metal silicate, and a therapeutic agent. The compositions optionally further comprise one or more targeting agents and/or cell-penetrating agents to enable the particles to target and enter cells or tissues of interest in a treated subject.