An activating mutation in the PDGF receptor alpha results in embryonic lethality caused by malformation of the vascular system
Bibliographic record
Abstract
Platelet-derived growth factors (PDGF) and their receptors control cell proliferation, survival, and migration. To test the influence of an oncogenic mutation to embryonic development, a transgenic mouse line expressing PDGFRalpha (D842V) was established and analyzed. Most of the embryos die on embryonic day 12.5 due to massive hemorrhages in the trunk. In mesenchymal cells of mutant animals, proliferation is decreased while apoptosis is increased. Further analyses reveal that the aortic blood vessels are enlarged showing a reduced numbers of vascular smooth muscle cells (vSMC) around the aorta. We hypothesize that the process of aortic wall formation is impaired, leading to subsequent rupture and leakage of the blood vessel resulting in death of the embryos. We speculate that misexpression of PDGFRalpha in SMCs causes failure of vSMC recruitment to the aorta.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".