This inverse relationship between PGK1 expression and CD8+ T/CD163+ cell infiltration suggests that PGK1 may play a role in modifying the BC immune environment, indicating a significant immunosuppressive TME in the high-IRRS group that may promote immune escape and worsen BC prognosis. The gene discussed is CD163; the disease is breast cancer.