The study of sonic hedgehog signaling pathway in the development of lysosomal acid phosphatase (Acp2) mutant mice cerebellar granule cells
Bibliographic record
Abstract
A lysosomal acid phosphatase 2 (Acp2) mutant mouse (naked-ataxia, nax) shows severe cerebellar cortex defect with a significant reduction in granule cells in the cerebellum. The sonic hedgehog (SHH) and N-Myc pathways are important for granule cell precursor proliferation and differentiation. The project tests the hypothesis that the proliferation defect of granule cells is associated with SHH - N-Myc pathway impairment in the nax mutant cerebellum. To investigate morphological changes in the nax cerebellum and alteration in the SHH - N-Myc pathway, in vivo and in vitro immunohistochemistry and Western blotting were used. My data showed a strikingly reduced N-Myc expression in the nax cerebellum, which was accompanied by an increase in proteasome activity, suggesting that the significant reduction of granule cells in nax cerebellum is potentially due to the dysregulation of N-Myc via the abnormal ubiquitin-proteasome system activity.
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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) | 0.001 | 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".