Currently, immune checkpoint therapy combined with chemotherapy and radiotherapy is a useful strategy for improving immunotherapy's therapeutic efficacy. However, chemotherapy and radiotherapy cause serious side effects, so finding safe and effective methods to combine with immunotherapy is critical. In this work, regulating tumor glycometabolism is found to induce tumor cell pyroptosis and regulate the degree of expression of programmed death-ligand 1 (PD-L1). Therefore, how to treat tumors by regulating tumor glycometabolism in combination with anti-PD-L1 therapy is investigated here. First, the biomineralization-like method is used to construct nanoparticles with two-enzymatic activity by hybridizing nanozymes and glucose oxidase (GOx). It has the ability to self-amplify regulation of the glycometabolism of tumor cells. It can also induce tumor cell pyroptosis and increase the expression of PD-L1 in tumor cells. To treat tumors, nanoparticles are further combined with anti-PD-L1, which substantially inhibits tumor development and significantly increases  the survival time of mice. Combination therapy also has a significant immunological memory effect, successfully preventing tumor recurrence and metastasis. This is thought to be the first study that combines tumor glycometabolism with immunocheckpoint blocking in cancer therapy. This innovative, safe, low-toxic, and highly effective anti-tumor strategy can have good prospects in clinical applications.