Tumor-associated macrophages (TAMs) have been characterized as a critical population of immunosuppressive cells in a variety of tumor types. PD-L1 (also termed B7-H1) has been described to exert co-inhibitory and immune regulatory functions. Here, in ovarian cancer, PD-L1 is selectively overexpressed on some TAM compared that of benign ovarian disease. When expanding the data in peripheral blood, the proportion of PD-L1⁺CD68⁺ cell among CD68⁺ cells and the intensity of PD-L1 staining on CD68⁺ cell in healthy group were similar to that observed in ovarian cyst group; instead, these two measures were significantly higher in ovarian cancer group, thereafter related to TNM stage. Interestingly, intracellular levels of IL-10, IL-6, TNF-α, and IFN-γ in PD-L1⁺CD68⁺ macrophage were higher than those in PD-L1⁻CD68⁺ macrophage, especially IL-6 expression. Based on the PD-L1 receptor PD-1 expression on tumor-infiltrating cytotoxic cells, our data supported that expression of PD-L1 on TAM promoted apoptosis of T cells via interaction with PD-1 on CD8⁺T cells. Taken together, these results suggested that PD-L1-expressing macrophage represents a novel suppressor cell population in ovarian cancer, which contributes immune escape of ovarian cancer.