Remarkably, within the scRNA-seq data obtained from mouse CCM specimens, endothelial expressing Pfdn4 at high levels exhibit a stronger interaction intensity with M2 MΦ/MG compared to their interaction with M1 MΦ/MG. The gene discussed is PFDN4; the disease is cerebral cavernous malformation.