High-grade tumors exhibited increased neutrophil and endothelial cell interactions with cancer cells, increased CD8+ T cell and B cell interactions with CD163+ macrophages, and weaker CD8+ and CD4+ T cell interactions with cancer cells, characterizing a higher tendency for metastasis and an immunosuppressive TIME formation. Here, CD4 is linked to cancer.