Despite extensive research into adjuvant and neoadjuvant chemotherapy, triple-negative breast cancer (TNBC) remains a common breast cancer (BC) subtype with poor prognosis. Given that it has higher immune cell infiltration, theoretically, it should be a protagonist of potential BC immunotherapies. However, only mild responses have been observed in monotherapy with anti-programmed death receptor-1/programmed death ligand-1 (PD-1/PD-L1) antibodies. In this review, we reappraise PD-1/PD-L1 inhibitor combination immunotherapy and effective experimental compounds, focusing the level of PD-L1 expression, neoantigens, abnormal signaling pathways, and tumor microenvironment signatures, to provide guidance for future clinical trials based on the molecular mechanisms involved.
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