Through MR analysis, this study systematically evaluated the causal associations between inflammatory factors and GBM risk for the first time, identifying 4 key inflammatory factors potentially involved in GBM pathogenesis through different mechanisms, including CCL25, M-CSF1, IL-33, and FGF21. Here, FGF21 is linked to glioblastoma.