ICIs blocking PD-1/PD-L1 axis have shown great potential, while a part of cancer patients are still unable to benefit from ICIs (Table 1), triggering the exploration of the potential complicated relationship between macrophages and PD-1/PD-L1 axis in the TME [78, 79]. This evidence concerns the gene PDCD1 and cancer.