In summary, through single-cell transcriptomic analysis of meningioma samples, we identified heterogeneity among tumor cells of different pathological subtypes of meningioma, a 'pro-tumorigenic' state of macrophages, and the ubiquitous presence of MIF-CD74 interaction. Here, CD74 is linked to neoplasm.