Distinct Role of Dural and Leptomeningeal Macrophages in Maintaining Cerebrospinal Fluid Drainage to Meningeal Lymphatic Vessels
Bibliographic record
Abstract
Cerebrospinal fluid (CSF) drains along the perivascular space, known as the glymphatic system, to the meninges, where meningeal lymphatic vessels (MLVs) remove toxic products with excess CSF from the brain. Macrophages are widely present in the leptomeninges and dura mater of meninges. However, whether leptomeningeal and dural macrophages play the same or distinct roles in maintaining optimal CSF drainage remains unclear. Intracisterna magna injection of clodronate liposomes indicated a comprehensive depletion of leptomeningeal macrophages, a selective reduction in dural sinus-associated macrophages, a decreased density of MLVs, and disrupted CSF drainage. Macrophage depletion was associated with the infiltration of monocytes and the recovery of monocyte-derived macrophages. By day 14 after clodronate liposome, although both dural macrophages and MLVs had recovered, leptomeningeal macrophages and CSF drainage had not been restored. Furthermore, i.p. injection of anti-colony-stimulating factor 1 receptor antibody selectively depleted macrophages in the dura mater but not in the leptomeninges, without affecting MLVs or CSF drainage. The study suggests that leptomeningeal macrophages, distinct from the dural macrophages, are essential for CSF drainage to the MLVs.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".