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.
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.
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Who cites it
9 citing papers in PubMed.
- Multi-dimensional spatial-temporal projection ultrafast compressed imaging.Light, science & applications · 2026Article
- 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 · 2026Article
- Injectable Deep Eutectic Solvent-Based Ionic Gel With Rapid Gelation and Broad Hemostatic Functionality.Advanced healthcare materials · 2026Article
- Heterogeneous Folding Intermediates Govern the Conformational Pathway of the RNA Recognition Motif Domain of the Ewing Sarcoma Protein.Biomolecules · 2025Article
- Chain Formation and Addition Drive the Debye Relaxation of Methanol.The journal of physical chemistry. B · 2025Article
- The structure and dynamics of water molecule networks underlie catalytic efficiency in a glycoside exo-hydrolase.Communications biology · 2025Article
- Hydrogen Bonds under Electric Fields with Quantum Accuracy.The journal of physical chemistry. A · 2025Article
- Deciphering the Regulatory Potential of Antioxidant and Electron-Shuttling Bioactive Compounds in Oolong Tea.Biology · 2025Article
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Authors and funding
9 authors.
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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.
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