The present invention discloses a novel mixed micelle structure with a functional inner core and hydrophilic outer shells self-assembled from a graft macromolecule and one or more block copolymer, and preferably from a graft copolymer and two or more diblock copolymers. The micelle synthesized in the present invention has a size of about 50-200 nm, which can be used as a cancer diagnosis agent and a cancer drug delivery carrier.