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Myeloid-derived suppressor cells (MDSCs) remain steeped in mystery and controversy — how do we identify them? How are they recruited to the tumour microenvironment? How do they suppress antitumour immunity? This Timeline article discusses the discovery of MDSCs and what we know now — and need to know in the future — about the role of MDSCs in cancer biology.