cAMP-dependent allostery and dynamics in Epac: an NMR view
Bibliographic record
Abstract
Epac (exchange protein directly activated by cAMP) is a critical cAMP receptor, which senses cAMP and couples the cAMP signal to the catalysis of guanine exchange in the Rap substrate. In the present paper, we review the NMR studies that we have undertaken on the CBD (cyclic-nucleotide-binding domain) of Epac1. Our NMR investigations have shown that cAMP controls distal autoinhibitory interactions through long-range modulations in dynamics. Such dynamically mediated allosteric effects contribute not only to the cAMP-dependent activation of Epac, but also to the selectivity of Epac for cAMP in contrast with cGMP. In addition, we have mapped the interaction networks that couple the cAMP-binding site to the sites involved in the autoinhibitory interactions, using a method based on the covariance analysis of NMR chemical shifts. We anticipate that this approach is generally applicable to dissect allosteric networks in signalling domains.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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".