A novel transcriptional regulator of myelin gene expression: implications for neurodevelopmental disorders
Bibliographic record
Abstract
Myelination is critical for normal functioning of mammalian central nervous system. Central nervous system myelin is created and maintained by oligodendrocytes. Protein expression patterns change as the oligodendrocyte progenitors differentiate into myelinating oligodendrocytes. Several proteins, including the cell surface proteoglycan NG2, proteolipid protein, myelin basic protein, and myelin-associated glycoprotein are critical for normal myelination. The molecular regulation of myelination is for the most part unknown, although several transcription factors have been identified as regulating myelin protein expression. We have identified a known transcriptional regulator, methyl-CpG-binding protein 2, as regulating myelin specific gene expression in a transgenic mouse. Our findings show a potential role for myelin in the pathophysiology of methyl-CpG-binding protein 2 mutation-associated disorders.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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 teacher head, 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".