In this study, we have revealed that TRAPs can educate CD4+ T cells to promote tumor growth and metastasis through an HSP90α–TLR2–IL-6–IL-10/IL-21 axis and the induction of IL-10+ Bregs. Here, HSP90AA1 is linked to neoplasm.