Taken together, these results show that the nano‐regulator CG‐J/ZL can upregulate TAA expression to enhance T‐cell infiltration and downregulate PD‐L1 expression to improve the recognition of tumor cells by T‐cells, thereby inhibiting tumor immune escape, a promising strategy to improve antitumor immune response. The gene discussed is CD274; the disease is neoplasm.