Parathyroid Hormone‐Related Protein Regulates Glioma‐Associated Oncogene Transcriptional Activation
Bibliographic record
Abstract
Hedgehog and parathyroid hormone-related protein (PTHrP) signaling play important roles regulating the differentiation of chondrocytes, which form the template for growing bone. By studying the interaction of the pathways in normal and neoplastic growth-plate chondrocytes (from enchondromas, a benign cartilage tumor), an unexpected direct regulation of hedgehog-mediated transcriptional activation by parathyroid hormone-related protein was uncovered. This regulation acts through the processing of the hedgehog-activated transcription factor, glioma-associated oncogene-three (Gli3). When PTHrP activates its receptor, Gli3 is processed to its repressor form though a protein kinase A (PKA) -dependent mechanism. Thus, activation of a G protein-coupled receptor can negatively regulate hedgehog-mediated transcription independent of hedgehog ligand activity, raising intriguing therapeutic possibilities.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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".