We not only construct the actual trilateral relations among M2 macrophages, autocrine VEGF and PD‐L1 expression for their role of immunomodulation, but also support a theory in biological aspect to explain how anti‐VEGF signalling turns to be a main character to enhance the effect of PD‐1 blockade in cancer therapy. The gene discussed is CD274; the disease is cancer.