Indian hedgehog synchronizes skeletal angiogenesis and perichondrial maturation with cartilage development
Bibliographic record
Abstract
A null mutation in the morphogen Indian hedgehog (IHH) results in an embryonic lethal phenotype characterized by the conspicuous absence of bony tissue in the extremities. We show that this ossification defect is not attributable to a permanent arrest in cartilage differentiation, since Ihh(-/-) chondrocytes undergo hypertrophy and terminal differentiation, express angiogenic markers such as Vegf, and are invaded, albeit aberrantly, by blood vessels. Subsequent steps, including vessel expansion and persistence, are impaired, and the net result is degraded cartilage matrix that is devoid of blood vessels. The absence of blood vessels is not because the Ihh(-/-) skeleton is anti-angiogenic; in fact, in an ex vivo environment, both wild-type and Ihh mutant vessels invade the Ihh(-/-) cartilage, though only wild-type vessels expand to create the marrow cavity. In the ex vivo setting, Ihh(-/-) cells differentiate into osteoblasts and deposit a bony matrix, without benefit of exogenous hedgehog in the new environment. Even more surprising is our finding that the earliest IHH-dependent skeletal defect is obvious by the time the limb mesenchyme segregates into chondrogenic and perichondrogenic condensations. Although Ihh(-/-) cells organize into chondrogenic condensations similar in size and shape to wild-type condensations, perichondrial cells surrounding the mutant condensations are clearly faulty. They fail to aggregate, elongate and flatten into a definitive, endothelial cell-rich perichondrium like their wild-type counterparts. Normally, these cells surrounding the chondrogenic condensation are exposed to IHH, as evidenced by their expression of the hedgehog target genes, patched (Ptch) and Gli1. In the mutant environment, the milieu surrounding the cartilage -- comprising osteoblast precursors and endothelial cells -- as well as the cartilage itself, develop in the absence of this important morphogen. In conclusion, the skeletal phenotype of Ihh(-/-) embryos represents the sum of disturbances in three separate cell populations, the chondrocytes, the osteoblasts and the vasculature, each of which is a direct target of hedgehog signaling.
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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 | 0.001 |
| 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".