The exosome-coated BPQDs with NIR not only showed prophylactic effect, but also revealed therapeutic effect to enhance the infiltration of lymphocytes, such as CD4+ and CD8+T cells, into the tumor site and the secretion of IFN-γ and TNF-α in LLC-bearing mice. Here, CD8A is linked to neoplasm.