Through the utilization of CellChat analysis, we observed that outgoing signals from CXCL10+ M1 macrophages to B cells, CD4+ T cells, CD8+ T cells was noticeably enhanced within the tumor group. The gene discussed is CD4; the disease is neoplasm.