SPP1 and neoplasm: In the pro-tumor M1 module, SPP1/C1QC+ macrophages were at the top, primarily mediating varying degrees of CD8+T cell exhaustion, highlighting the central role of macrophage-T cell interactions in immune dysfunction (Figure 3A).