Polymer-modified gold nanoparticles, which are more stable, less toxic to human body and have improved biocompatibility, have received intensive attention in biomedical applications, which can be used as or construct various therapy agents or carriers in cancer treatment. This review summarizes the current investigation of polymer-modified gold nanoparticles on their cancer treatment applications.