PTN and cerebral cavernous malformation: Very few genes were upregulated in CCM non-responder group, while several genes (LUM, PTN, OGN) were significantly downregulated, including genes involved in cell adhesion and integrin-complex, collagen and heparin-binding processes (Figures 1E,F).