Cancer is a major public health problem worldwide, and traditional chemotherapy or a single therapeutic strategy often fails to achieve expected results in cancer treatment. Thus, the development of a method to realize controlled drug delivery and synergistic therapy is required. Herein, MOF-based nanoparticles named RhI-DOX-GOD@ZIF-90 are synthesized using RhI (a near-infrared fluorescent dye), DOX (an anti-cancer drug) and GOD (glucose oxidase). RhI and DOX are encapsulated inside the ZIF-90 framework and GOD is loaded on the surface of ZIF-90. Owing to the fact that the ATP level in cancer cells is abnormally higher than that in normal cells, RhI-DOX-GOD@ZIF-90 nanoparticles are destructed only in cancer cells. RhI is released to give outstanding NIR emission and realize controlled drug delivery. DOX is released and cancer cells are killed by chemotherapy. Also, GOD is released to consume glucose and achieve the purpose of starving the cancer cells. By making full use of the advantages of near-infrared emission, RhI-DOX-GOD@ZIF-90 nanoparticles can be used to image ATP in tumor-bearing mice. At the same time, DOX and GOD can be released accurately at tumor sites of mice and excellent anti-tumor efficiency by synergistic chemotherapy and starvation therapy is achieved.