These findings offer a comprehensive atlas of CAF heterogeneity in glioma and highlight the therapeutic promise of targeting apCAF–M2 macrophage interactions or AQP4 to over-come immune resistance and improve clinical outcomes. The gene discussed is AQP4; the disease is glioma.