GCSH + macrophages exhibited extensive interactions with T cells via pathways such as MIF-CD74-CXCR4 and LGALS9-CD45, contributing to an immunosuppressive, tumor-promoting microenvironment. Here, CXCR4 is linked to neoplasm.