In summary, we found exosomes from TG-treated prostate cancer cells altered the immunosupression status and affected macrophages polarization by up-regulating the expression of PD-L1 and inflammatory factors and PI3K/AKT pathway. The gene discussed is AKT1; the disease is prostate cancer.