Abnormal craniofacial and spinal bone development with <i>col2a1</i> a depletion in a zebrafish model of CHARGE syndrome
Bibliographic record
Abstract
Abstract CHARGE syndrome patients commonly display craniofacial abnormalities. Furthermore, most patients show features of idiopathic scoliosis, reduced bone mineral density and in a few cases osteopenia. While several clinical cases and studies have documented the skeletal deformities in CHARGE syndrome bearing CHD7 mutations, the underlying mechanisms of the disorder remain elusive. Here, we detect and quantitatively analyze skeletal abnormalities in larval and adult chd7 -/- zebrafish. We show that young chd7 -/- larvae present with abnormal craniofacial development, especially related to cartilage. We also observe scoliosis-like spinal deformations at 9 dpf. Gene expression analysis confirmed the reduction of osteoblast markers and Pparγ targets. MicroCT analyses identified abnormal craniofacial structures, Weberian apparatus and vertebral body morphology in chd7 -/- mutants, with highly mineralized inclusions, along with significant variances in bone mineral density and bone volume. Notably, we detect a specific depletion of Col2a1a in the cartilage of craniofacial regions and vertebrae, in line with a significantly reduced number of chondrocytes. Our study is the first to elucidate the mechanisms underlying morphological changes in craniofacial structure and vertebrae of adult chd7 -/- zebrafish. The chd7 -/- mutant zebrafish will be beneficial in future investigations of the underlying pathways of both craniofacial and spinal deformities commonly seen in CHARGE syndrome.
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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) | 0.004 | 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".