Remarkably high solvatochromism in the circular dichroism spectra of the polyproline-II conformation: limitations or new opportunities?
Bibliographic record
Abstract
Circular dichroism is a conventional method for studying the secondary structures of peptides and proteins and their transitions. While certain circular dichroism features are characteristic of α-helices and β-strands, the third most abundant secondary structure, the polyproline-II helix, does not exhibit a strictly conserved spectroscopic appearance. Due to its extended nature, the polyproline-II helix is highly accessible to the surrounding solvent; thus, the environment has a critical influence on the lineshape of the circular dichroism spectra of this structure. To showcase possible effects due to the medium, in this work, we report an experimental spectroscopic study of polyproline-II-forming oligomeric peptides in various environments: solvents, detergent micelles, and liposomes. Strikingly, the examination of an oligomeric peptide in a solvent series showed a remarkable 7 nm solvatochromic shift in the main negative band starting with hexafluoropropan-2-ol and moving to hexane. Furthermore, a previously predicted positive band below 200 nm was discovered in the spectra in nonpolar environments. In isotropic liposomes, the expected transition to the transmembrane state correlated with the appearance of a positive band at 228 nm. Our results demonstrate that changes in solvation should be taken into consideration when assessing the circular dichroism spectra of peptides expected to adopt the polyproline-II conformation. Although this precaution may complicate spectral analysis, characterization of solvent-induced spectral changes can generate new opportunities for testing the location of peptides in complex systems such as micelles or lipid bilayers.
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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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".