The TAMs and lymphocytes had strong communication with the tumour cells in the responders, while in the non-responders, the cytotoxic CD8+ T-cells were in close proximity with immunosuppressive arginase 1 and CCR6 expressing CD163− TAMs. The gene discussed is ARG1; the disease is neoplasm.