Pharmaceutical composition comprising a pharmaceutically acceptable oil phase, a surfactant, and a therapeutic agent are provided herein, wherein the composition is in the form of a pro-nanoparticle or a self-assembling nanoparticle. Additionally, these pharmaceutical compositions have high loading of the therapeutic agent. Also provided herein are methods of preparing the pharmaceutical compositions and methods using the compositions in the treatment of a patient.