Our analysis identified 4 key inflammatory factors (CCL25, M-CSF1, IL-33, and FGF21) causally associated with GBM risk, with M-CSF1 showing the strongest promoting effect and FGF21 exhibiting significant protective properties. Here, FGF21 is linked to glioblastoma.