In an ovarian tumor model, the photoacoustic-mediated PPIAO NPs combination therapy achieved a transition from “cold tumor” to “hot tumor” that promoted more CD8+ T lymphocytes activation in vivo and intratumoral infiltration, and successfully inhibited the growth of primary and metastatic tumors. Here, CD8A is linked to neoplasm.