Therefore, these results indicated that high-apoptosis/pyroptosis and low-autophagy states could all improve the prognosis of BC via the more anti-tumor immune responses associated with the tumor microenvironment, which is specifically mainly achieved through promoting macrophage polarization towards anti-tumorigenic M1 macrophages and CD8+ T cells. The gene discussed is CD8A; the disease is breast cancer.