Transient Overexpression of TGF-β1 Induces Epithelial Mesenchymal Transition in the Rodent Peritoneum
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Bench or experimentalConsensus signal: Bench or experimental
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.124
- Threshold uncertainty score
- 0.285
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.250 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Epithelial mesenchymal transition (EMT), a process involved in many growth and repair functions, has been identified in the peritoneal tissues of patients who undergo peritoneal dialysis. The sequence of changes in gene regulation and cellular events associated with EMT after TGF-beta1-induced peritoneal fibrosis is reported. Sprague-Dawley rats received an intraperitoneal injection of an adenovirus vector that transfers active TGF-beta1 (AdTGF-beta1) or control adenovirus, AdDL. Animals were killed 0 to 21 days after infection. Peritoneal effluent and tissue were analyzed for markers of EMT. In the animals that were treated with AdTGF-beta1, an increase in expression of genes associated with EMT and fibrosis, such as type I collagen A2, alpha-smooth muscle actin, and the zinc finger regulatory protein Snail, was identified. Transition of mesothelial cells 4 to 7 d after infection, with appearance of epithelial cells in the submesothelial zone 7 to 14 d after exposure to AdTGF-beta1, was demonstrated. This phase was associated with disruption of the basement membrane and increased expression of matrix metalloproteinase 2. By 14 to 21 d after infection, there was evidence of restoration of normal submesothelial architecture. These findings suggest that EMT occurs in vivo after TGF-beta1 overexpression in the peritoneum. Cellular changes and gene regulation associated with EMT are evident throughout the fibrogenic process and are not limited to early time points. This further supports the central role of TGF-beta1 in peritoneal fibrosis and provides an important model to study the sequence of events involved in TGF-beta1-induced EMT.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- Journal of the American Society of Nephrology
- Topic
- TGF-β signaling in diseases
- Field
- Biochemistry, Genetics and Molecular Biology
- Canadian institutions
- McMaster UniversitySt. Joseph’s Healthcare Hamilton
- Funders
- American Society of Nephrology
- Keywords
- PeritoneumEpithelial–mesenchymal transitionRodentMesenchymal stem cellTransforming growth factorTransient (computer programming)Rodent modelCell biologyTransition (genetics)PathologyChemistryCancer researchBiologyMedicineInternal medicineGeneComputer scienceBiochemistry
- Has abstract in OpenAlex
- yes