C1q is essential for myelination in the central nervous system (CNS)
Bibliographic record
Abstract
Myelin sheath in the central nervous system (CNS) is essential for efficient action potential conduction. Microglia, the macrophages in the CNS, are suggested to regulate myelin development. However, the specific involvement of microglia in initial myelination is yet to be elucidated. Here, first, by culturing neural stem cells, we demonstrated that myelin sheath formation only occurred in the presence of a microglia-conditioned medium. Furthermore, the absence of C1q, a microglia-derived factor, resulted in myelination failure in the neural stem cell culture. Additionally, adding native human C1q protein was sufficient to induce myelination in vitro . Finally, in the C1q conditional knockout mouse model (C1qa FL/FL : Cx3cr1 CreER ), C1q deficiency prior to the onset of myelination led to reduced myelin thickness and elevated g-ratio during initial myelination. This study uncovers the pivotal role of microglia-derived C1q in developmental myelination and could potentially pave the way for new therapeutic strategies for treating demyelinating diseases.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".