In the group demonstrating immunoresistance, heightened TGF‐β production activity was detected in MUC1+ cancer cells, and they were skewed to interplay with C1Q+ macrophages through the GDF15‐TGF‐βR2 axis. Here, TGFB1 is linked to cancer.