CD8 + T cell exhaustion driven by mitochondrial dysfunction remains a major barrier to effective cancer immunotherapy. Here, we report an in situ forming d -α-tocopheryl polyethylene glycol succinate (TPGS)–based hydrogel [multifunctional thermosensitive composite gel (MTC Gel)] that reinvigorates exhausted CD8 + T cells by preserving mitochondrial fitness through a two-pronged strategy. After intratumoral injection, MTC Gel rapidly undergoes gelation at physiological temperature and dissociates to generate a high local concentration of TPGS, which targets cancer cell mitochondria to trigger prodeath mitophagy. This process induces robust immunogenic cell death (ICD) and blocks tunneling nanotube–mediated mitochondrial hijacking. Meanwhile, NLG919-loaded hybrid nanoparticles released from MTC Gel synergistically restore mitochondrial biogenesis in CD8 + T cells suppressed by indoleamine 2,3-dioxygenase 1. Across multiple murine tumor models, MTC Gel reprograms T cell immunity by reducing CD8 + T cells exhaustion while enhancing effector and cytotoxic functions, thereby eliciting potent tumoricidal activity. These findings highlight this rationally designed hydrogel system as a clinically translatable platform for next-generation ICD-based cancer immunotherapies.
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