A cerasome delivery system for use in the targeted activation of a CD44 molecule, a preparation method and use thereof: a surface of a cerasome is partially modified by a targeting ligand, the targeting ligand being a ligand which may specifically bind to an activated CD44 molecule. The cerasome delivery system may be used for the diagnosis, prevention and treatment of vulnerable plaque or diseases associated with vulnerable plaque.