The present invention is directed toward fatty acid-based particles, and methods of making such particles. The particles can be associated with an additional, therapeutic agent. Also provided herein is a method of forming fatty acid particles, comprising associating a cross-linked, fatty acid-derived biomaterial with a cryogenic liquid; and fragmenting the bio material/cryogenic liquid composition, such that fatty acid particles are formed. The particles can be used for a variety of therapeutic applications.