The gene expression profile induced by Wnt 3a in NIH 3T3 fibroblasts
Why this work is in the frame
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Bibliographic record
Abstract
Wnt proteins play important roles in regulating cell differentiation, proliferation and polarity. Wnts have been proposed to play roles in tissue repair and fibrosis, yet the gene expression profile of fibroblasts exposed to Wnts has not been examined. We use Affymetrix genome-wide expression profiling to show that a 6-h treatment of fibroblasts of Wnt3a results in the induction of mRNAs encoding known Wnt targets such as the fibrogenic pro-adhesive molecule connective tissue growth factor (CTGF, CCN2). Wnt3a also induces mRNAs encoding potent pro-fibrotic proteins such as TGFbeta and endothelin-1 (ET-1). Moreover, Wnt3a promotes genes associated with cell adhesion and migration, vasculature development, cell proliferation and Wnt signaling. Conversely, Wnt3a suppresses gene associated with skeletal development, matrix degradation and cell death. Results were confirmed using real-time polymerase chain reaction of cells exposed to Wnt3a and Wnt10b. These results suggest that Wnts induce genes promoting fibroblast differentiation towards angiogenesis and matrix remodeling, at the expense of skeletal development.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it