Epidermal Growth Factor Tethered through Coiled-Coil Interactions Induces Cell Surface Receptor Phosphorylation
Bibliographic record
Abstract
We have elaborated and validated a novel approach for the oriented tethering of proteins such as the epidermal growth factor (EGF) on aminated surfaces. The grafting reactions were optimized to generate a dense and homogeneous EGF layer. Impact of EGF orientation on A-431 cellular response was investigated. Our results demonstrate that, in sharp contrast to responses obtained with soluble EGF supply or with randomly grafted EGF, oriented immobilization of EGF via a de novo designed coiled-coil capture system leads to a sustained phosphorylation of A-431 cell surface EGF receptors. Our results thus indicate that oriented protein immobilization via coiled-coil interactions is an efficient and versatile method to control tethering of bioactive molecules for future applications in the field of regenerative medicine and tissue engineering.
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How this classification was reachedexpand
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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".