Evidence map›Paper›PMID 38768341›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

Hydrogen bonding heterogeneity correlates with protein folding transition state passage time as revealed by data sonification.

Carla Scaletti, Premila P Samuel Russell, Kurt J Hebel, Meredith M Rickard, Mayank Boob, Franz Danksagmüller, Stephen A Taylor, Taras V Pogorelov, Martin Gruebele

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Article
  2. Water-mediated hydrogen bonds and local side-chain interactions in the cooperative collapse and expansion of PNIPAM oligomers.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Hydrogen Bonds under Electric Fields with Quantum Accuracy.The journal of physical chemistry. A · 2025
    Article
  8. Article
  9. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Carla ScalettiSymbolic Sound Corporation, Champaign, IL 61820.ORCID 0009-0002-0471-9584
Premila P Samuel RussellDepartment of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0000-0001-6690-0886
Kurt J HebelSymbolic Sound Corporation, Champaign, IL 61820.ORCID 0009-0007-3035-7640
Meredith M RickardDepartment of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0000-0002-4571-9743
Mayank BoobDepartment of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0000-0002-0287-3257
Franz DanksagmüllerMusikhochschule Lübeck, 23552 Lübeck, Germany.ORCID 0009-0007-5556-147X
Stephen A TaylorSchool of Music, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0009-0009-4616-5648
Taras V PogorelovDepartment of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0000-0001-5851-7721
Martin GruebeleDepartment of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801.ORCID 0000-0001-9291-8123

Funding

Capturing structure and dynamics of transmembrane signaling proteinsR01GM141298 · NIGMS · UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN · PI POGORELOV, TARAS V. · 2021 to 2024
$1.3M
HHS | NIH | Office of Extramural Research (OER) R01-GM141298National Science Foundation (NSF) MCB 2205665NIGMS NIH HHS R01 GM141298Symbolic Sound Corporation N/A
6 · The paper itself

Abstract

Protein-protein and protein-water hydrogen bonding interactions play essential roles in the way a protein passes through the transition state during folding or unfolding, but the large number of these interactions in molecular dynamics (MD) simulations makes them difficult to analyze. Here, we introduce a state space representation and associated "rarity" measure to identify and quantify transition state passage (transit) events. Applying this representation to a long MD simulation trajectory that captured multiple folding and unfolding events of the GTT WW domain, a small protein often used as a model for the folding process, we identified three transition categories: Highway (faster), Meander (slower), and Ambiguous (intermediate). We developed data sonification and visualization tools to analyze hydrogen bond dynamics before, during, and after these transition events. By means of these tools, we were able to identify characteristic hydrogen bonding patterns associated with "Highway" versus "Meander" versus "Ambiguous" transitions and to design algorithms that can identify these same folding pathways and critical protein-water interactions directly from the data. Highly cooperative hydrogen bonding can either slow down or speed up transit. Furthermore, an analysis of protein-water hydrogen bond dynamics at the surface of WW domain shows an increase in hydrogen bond lifetime from folded to unfolded conformations with Ambiguous transitions as an outlier. In summary, hydrogen bond dynamics provide a direct window into the heterogeneity of transits, which can vary widely in duration (by a factor of 10) due to a complex energy landscape.

Indexed as

Hydrogen BondingMolecular Dynamics SimulationProtein FoldingProteinsAlgorithmsProtein ConformationWaterWW DomainsProteinsWatercooperativitysecondary structuresolvation shelltertiary structure

Identifiers

PMID38768341
PMCPMC11145292

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.