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Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles
Small-angle X-ray scattering (SAXS) experiments are increasingly used to probe RNA structure. A number of forward models that relate measured SAXS intensities and structural features, and that are suitable to model either explicit-solvent effects or solute dynamics, have been proposed in the past ye...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8373061/ https://www.ncbi.nlm.nih.gov/pubmed/34107023 http://dx.doi.org/10.1093/nar/gkab459 |
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author | Bernetti, Mattia Hall, Kathleen B Bussi, Giovanni |
author_facet | Bernetti, Mattia Hall, Kathleen B Bussi, Giovanni |
author_sort | Bernetti, Mattia |
collection | PubMed |
description | Small-angle X-ray scattering (SAXS) experiments are increasingly used to probe RNA structure. A number of forward models that relate measured SAXS intensities and structural features, and that are suitable to model either explicit-solvent effects or solute dynamics, have been proposed in the past years. Here, we introduce an approach that integrates atomistic molecular dynamics simulations and SAXS experiments to reconstruct RNA structural ensembles while simultaneously accounting for both RNA conformational dynamics and explicit-solvent effects. Our protocol exploits SAXS pure-solute forward models and enhanced sampling methods to sample an heterogenous ensemble of structures, with no information towards the experiments provided on-the-fly. The generated structural ensemble is then reweighted through the maximum entropy principle so as to match reference SAXS experimental data at multiple ionic conditions. Importantly, accurate explicit-solvent forward models are used at this reweighting stage. We apply this framework to the GTPase-associated center, a relevant RNA molecule involved in protein translation, in order to elucidate its ion-dependent conformational ensembles. We show that (a) both solvent and dynamics are crucial to reproduce experimental SAXS data and (b) the resulting dynamical ensembles contain an ion-dependent fraction of extended structures. |
format | Online Article Text |
id | pubmed-8373061 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-83730612021-08-19 Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles Bernetti, Mattia Hall, Kathleen B Bussi, Giovanni Nucleic Acids Res Methods Online Small-angle X-ray scattering (SAXS) experiments are increasingly used to probe RNA structure. A number of forward models that relate measured SAXS intensities and structural features, and that are suitable to model either explicit-solvent effects or solute dynamics, have been proposed in the past years. Here, we introduce an approach that integrates atomistic molecular dynamics simulations and SAXS experiments to reconstruct RNA structural ensembles while simultaneously accounting for both RNA conformational dynamics and explicit-solvent effects. Our protocol exploits SAXS pure-solute forward models and enhanced sampling methods to sample an heterogenous ensemble of structures, with no information towards the experiments provided on-the-fly. The generated structural ensemble is then reweighted through the maximum entropy principle so as to match reference SAXS experimental data at multiple ionic conditions. Importantly, accurate explicit-solvent forward models are used at this reweighting stage. We apply this framework to the GTPase-associated center, a relevant RNA molecule involved in protein translation, in order to elucidate its ion-dependent conformational ensembles. We show that (a) both solvent and dynamics are crucial to reproduce experimental SAXS data and (b) the resulting dynamical ensembles contain an ion-dependent fraction of extended structures. Oxford University Press 2021-06-09 /pmc/articles/PMC8373061/ /pubmed/34107023 http://dx.doi.org/10.1093/nar/gkab459 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Online Bernetti, Mattia Hall, Kathleen B Bussi, Giovanni Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title | Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title_full | Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title_fullStr | Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title_full_unstemmed | Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title_short | Reweighting of molecular simulations with explicit-solvent SAXS restraints elucidates ion-dependent RNA ensembles |
title_sort | reweighting of molecular simulations with explicit-solvent saxs restraints elucidates ion-dependent rna ensembles |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8373061/ https://www.ncbi.nlm.nih.gov/pubmed/34107023 http://dx.doi.org/10.1093/nar/gkab459 |
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