bioRxivBiophysics
Hybrid refinement of heterogeneous conformational ensembles using spectroscopic data
Abstract
Multi-structured biomolecular systems play crucial roles in a wide variety of cellular processes but have resisted traditional methods of structure determination which often resolve only a few low-energy states. High-resolution structure determination using experimental methods that yield distributional data remains extremely difficult, especially when the underlying conformational ensembles are quite heterogeneous. We have therefore developed a method to integrate sparse, multi-multimodal spectroscopic data to obtain high-resolution estimates of conformational ensembles. We have tested our method by incorporating double electron-electron resonance data on the SNARE protein syntaxin-1a into biased molecular dynamics simulations. We find that our method substantially outperforms existing state-of-the-art methods in capturing syntaxins open/closed conformational equilibrium and further yields new conformational states that are both consistent with experimental data and may help in understanding syntaxins function. Our improved methods for refining heterogeneous conformational ensembles from spectroscopic data will greatly accelerate the structural understanding of such systems.
- assay: electronic health records
- research focus: protein folding & dynamics
- approach: deep learning
- approach: statistical model
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
- Refinement of highly flexible protein structures using simulation-guided spectroscopy
Jennifer M. Hays, Marissa K. Kieber, … Peter M. Kasson·Angewandte Chemie International EditionPeer-reviewed·Nov 5, 2018
- Molecular dynamics ensemble refinement of the heterogeneous native state of NCBD using chemical shifts and NOEs
E. Papaleo, C. Camilloni, … K. Lindorff-Larsen·bioRxiv·Feb 28, 2018
- Inferring protein ensembles directly from NOESY spectra
M.P. Coles·bioRxiv·Aug 26, 2026
- Autofocusing molecular simulations for integrative structural biology of broad conformational ensembles
Hanne Antila, Markus S. Miettinen·bioRxiv·Oct 10, 2026
- Structure and ensemble refinement against SAXS data: combining MD simulations with Bayesian inference or with the maximum entropy principle
L. Chatzimagas, J. S. Hub·bioRxiv·Apr 5, 2022
- Cryo-electron microscopy ensemble optimization using individual particles and physical constraints
David Silva-Sánchez, Alison Berezuk, … Pilar Cossio·Journal of Chemical Theory and ComputationPeer-reviewed·May 11, 2026