Among the 28 genes associated with poor prognosis of GBM, we observed that the expressions of C13orf18, CHI3L1, CHL1, and CHST2, which were associated with all eight immune cell fractions, showed significant negative linear associations with the lengths of the OS and PFS in patients with GBM (Fig 3C). Here, CHL1 is linked to glioblastoma.