Lentiviral-mediated ectopic expression of YAP and TAZ in YAPoff cancer cell lines
Why this work is in the frame
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Bibliographic record
Abstract
Ectopic/overexpression systems are important for studying protein function, but care must be taken to avoid artifacts due to excessively high levels of overexpression. To study the function of YAP/TAZ in YAP/TAZ-deficient (YAP off ) cancers, we developed a lentiviral system using weak, constitutive promoters to ectopically express YAP/TAZ to physiologically relevant levels. We detail this system along with protocols to assess YAP/TAZ expression by flow cytometry and quantitative western blotting. This system can also be easily adapted for the study of other proteins. For complete details on the use and execution of this protocol, please refer to Pearson et al. (2021).
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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 | 0.000 | 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 | 0.000 |
| 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