Utilizing CellChat, we uncovered a nuanced interaction between macrophage-expressed HLA-B and T-cell-harbored CD8A within the tumor microenvironment, which may be crucial for shaping immunotherapeutic strategies and enhancing immunosurveillance mechanisms. This evidence concerns the gene CD8A and neoplasm.