Collectively, the results revealed that the TAM depletion by PLX-NP released from the hydrogel facilitated the infiltration of CD8+ T cells by modulating the tumor immunosuppressive microenvironment, which was further activated by aPD-1 antibodies released from P-aPD-1, enhancing immunotherapeutic efficacy. Here, CD8A is linked to neoplasm.