These meningiomas had increased expression of HLA genes and meningeal lymphatic genes including LYVE1, CCL21, and CD3E. Lastly, HM meningiomas were enriched for FOXM1 signaling pathways, leading to increased cell proliferation. This evidence concerns the gene CD3E and meningioma.