These results demonstrated that the NF-κB pathway inhibition by nanodrug in vivo lowered the tumor infiltration of M2 TAMs and MDS, which in turn promoted the recruitment of CD8+ T cells to the tumor. Here, CD8A is linked to myelodysplastic syndrome.