Seeing Double: Molecular dynamics simulations reveal the stability of certain alternate protein conformations in crystal structures
Aviv A. RosenbergiD, Sanketh VedulaiD, Alex M. BronsteiniD, Ailie MarxiD
Abstract
Proteins jiggle around, adopting ensembles of interchanging conformations. Here we show through a large-scale analysis of the Protein Data Bank and using molecular dynamics simulations, that segments of protein chains can also commonly adopt dual, transiently stable conformations which is not explained by direct interactions. Our analysis highlights how alternate conformations can be maintained as non-interchanging, separated states intrinsic to the protein chain, namely through steric barriers or the adoption of transient secondary structure elements. We further demonstrate that despite the commonality of the phenomenon, current structural ensemble prediction methods fail to capture these bimodal distributions of conformations.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Difference contact maps: from what to why in the analysis of the conformational flexibility of proteins
Mallika Iyer, Zhanwen Li, … Adam Godzik·PLoS ONEPeer-reviewed·Mar 12, 2020
- Conformational stability and dynamics in crystals recapitulate protein behaviour in solution
B. M. Sala, T. Le Marchand, … S. Ricagno·bioRxiv·Apr 27, 2020
- Pi-Ensemble: Sequence-guided generation of interpolated protein conformational ensembles
Hassan Nadeem, Diego E. Kleiman, … Diwakar Shukla·bioRxiv·Aug 18, 2026
- Accurate Protein Dynamic Conformational Ensembles: Combining AlphaFold, MD and Amide 15N(1H) NMR Relaxation.
Dmitry M. Lesovoy, Konstantin Roshchin, … Peter Agback·International Journal of Molecular SciencesPeer-reviewed·Sep 12, 2025
- AFsample2: Predicting multiple conformations and ensembles with AlphaFold2
Yogesh Kalakoti, Björn Wallner·bioRxiv·May 28, 2024
- AlphaConformers: Structure-guided sampling enables prediction of multiple protein conformations
Julie Daniel, lucas vitoriano, Diego Javier Zea·bioRxiv·Aug 22, 2026