We also found that PTRF is highly expressed in microvascular proliferation (MVP) regions and MES tumor cells, indicating that PTRF could involve in tumor microenvironment angiogenesis and drive transitions to MES-like states in gliomas. Here, CAVIN1 is linked to neoplasm.