Cystathionine γ-lyase is a major regulator of cognitive function through neurotrophin signaling and neurogenesis
Bibliographic record
Abstract
Cystathionine γ-lyase (CSE), the enzyme responsible for neuronal cysteine and hydrogen sulfide production, is dysregulated in aging and neurodegenerative diseases including Alzheimer's disease and Huntington's disease, both marked by cognitive decline in addition to motor deficits. To determine whether CSE loss directly causes cognitive decline, we genetically ablated CSE in mice. This loss was sufficient to induce oxidative damage, compromise blood-brain barrier integrity, impair neurogenesis and neurotrophin signaling, and elicit cognitive deficits. Global proteomic analysis further revealed molecular alterations that contribute to impaired neurogenesis. Our findings establish CSE as an essential guardian of homeostatic brain health and identify it as a potential therapeutic target for neurodegenerative 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 | 0.001 |
| 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 | 0.001 |
| 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".