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Immunotherapy shows great promise in the treatment of hepatocellular carcinoma (HCC), however, the low response rate of HCC patients to immunotherapy caused by inadequately immunogenic and immunosuppressive tumor microenvironment (TME) is a huge challenge. Herein, a donut‐like multifunctional polysaccharide nanoplatform (GH‐PID) is constructed from doxorubicin/aldehyde hyaluronan nanoring, indocyanine green/hydroxyethyl chitosan nanocomplex, and HCC‐bitargeted galactosamine‐hyaluronan conjugate via a facile self‐assembly process. The GH‐PID nanodonuts exhibit excellent HCC‐targeted ability and synergetic photochemotherapy effect with a coefficient index of about 0.44. Moreover, near infrared laser‐irradiated GH‐PID nanodonuts show robust therapeutic efficacy in HCC mouse models by virtue of photochemotherapy‐augmented immunogenic cell death (ICD) effect. The remarkable ICD in combination with programmed death‐1 antibody efficiently eradicates primary tumors and inhibits distant tumor growth and lung metastasis of HCC by maturing dendritic cells, increasing CD8+ T cell infiltration, suppressing the expansion and trafficking of immunosuppressive myeloid‐derived suppressor cells, and ameliorating immunosuppressive TME. This study provides a facile and versatile strategy to construct polysaccharide nanodonuts integrating multifunctionality and highly efficient HCC‐targeted ability, and the nanodonuts‐based ICD inducer holds great promise for potentiating systemic antitumor immunity and programmed death‐1/programmed death‐ligand 1 blockade efficacy. [ABSTRACT FROM AUTHOR]

• CIC-Gal nanomissiles were constructed by dual-coordination-driven self-assembly. • CIC-Gal nanomissiles showed prominent size/charge dual-transformability function. • CIC-Gal nanomissiles achieved synergistic chemotherapy/PDT/PTT in HCC. • CIC-Gal nanomissiles could induce ICD and promote CD8+ T cell infiltration into HCC. • CIC-Gal/αPD-1 combination activated robust systemic antitumor immunity in HCC. PD-1 blockade therapy holds great potential for curing hepatocellular carcinoma (HCC), but its efficacy is severely restrained by inefficient CD8+ T cells and abundant immunosuppressive myeloid-derived suppressor cells (MDSCs) in tumors. Moreover, the solid feature of HCC limits drugs' penetration depth. Herein, cisplatin/indocyanine green (ICG)-coloaded polysaccharide-based nanomissiles (CIC-Gal) with galactose-mediated tumor targeting ability and tumor microenvironment (TME)-responsive size/charge dual-transformability are constructed by coordination-driven self-assembly. The nanoparticles can efficiently accumulate in tumors and exert antitumor effects on HCC via combinational chemotherapy/phototherapy. Importantly, CIC-Gal nanoparticles may protect cisplatin from glutathione-mediated detoxification by depleting glutathione. Photodynamic therapy rather than photothermal therapy plays a predominant role in ICG-mediated phototherapy. Furthermore, CIC-Gal nanoparticles can induce prominent immunogenic cell death (ICD), promote dendritic cells maturation, and activate robust systemic antitumor immunity in combination with αPD-1, which efficiently eradicates primary tumors, inhibits distant tumor growth and lung metastasis, and prolongs survival of tumor-bearing mice by promoting CD8+ T cell infiltration in tumors, suppressing the expansion and trafficking of MDSCs, and reshaping immunostimulatory TME. Collectively, this study provides a drug-based coordination-driven polysaccharide nanomissile construction approach, and the CIC-Gal nanoparticles display a strong immunomicroenvironment-reeducating ability for potentiating HCC immunotherapy. [ABSTRACT FROM AUTHOR]