<sup>19</sup>F NMR Studies of a Desolvated Near-Native Protein Folding Intermediate
Bibliographic record
Abstract
Although many proteins are recognized to undergo folding via an intermediate, the microscopic nature of folding intermediates is less understood. In this study, ¹⁹F NMR and near-UV circular dichroism (CD) are used to characterize a transition to a thermal folding intermediate of calmodulin, a water-soluble protein, which is biosynthetically enriched with 3-fluorophenylalanine (3F-Phe). ¹⁹F NMR solvent isotope shifts, resulting from replacing H₂O with D₂O, and paramagnetic shifts arising from dissolved O₂ are used to monitor changes in the water accessibility and hydrophobicity of the protein interior as the protein progresses from a native state to an unfolded state along a heat-denaturation pathway. In comparison to the native state, the solvent isotope shifts reveal the decreased presence of water in the hydrophobic core, whereas the paramagnetic shifts show the increased hydrophobicity of this folding intermediate. ¹⁵N, ¹H and methyl ¹³C,¹H HSQC NMR spectra demonstrate that this folding intermediate retains a near-native tertiary structure whose hydrophobic interior is highly dynamic. ¹⁹F NMR CPMG relaxation dispersion measurements suggest the near-native state is transiently adopted well below the temperature associated with its onset.
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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 | 0.001 |
| 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 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".