In particular, several collagen-related genes (e.g., COL1A1, COL3A1, COL5A1) were significantly upregulated, suggesting increased extracellular matrix deposition and the establishment of an immunosuppressive microenvironment in Grade 4 gliomas. Here, COL3A1 is linked to central nervous system cancer.