Surface-entropy reduction used in the crystallization of human choline acetyltransferase
Why this work is in the frame
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Bibliographic record
Abstract
Human choline acetyltransferase (ChAT) synthesizes the neurotransmitter acetylcholine (ACh) from choline and acetyl-CoA. A crystal structure of human ChAT has been a long-standing goal in the neuronal signalling field. Milligram quantities of pure ChAT can be purified [Kim et al. (2005), Protein Expr. Purif. 40, 107-117], but exhaustive crystallization efforts failed to produce any crystals suitable for high-resolution structural studies. To obtain high-quality crystals of human ChAT, a truncation was made in a large poorly conserved loop region and high-entropy side chains were removed from the surface of the protein. The resulting 'entropy-reduced' ChAT (MR = 68.1 kDa) crystallizes readily and reproducibly and the crystals diffract X-rays to approximately 2.2 A. The availability of these crystals will allow us to study the structure of human ChAT on its own as well as in complex with its substrates and inhibitor molecules, leading to a greater understanding of its catalytic mechanism and regulation.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it