Cargando…
Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods
The inherent flexibility of intrinsically disordered proteins (IDPs) makes it difficult to interpret experimental data using structural models. On the other hand, molecular dynamics simulations of IDPs often suffer from force-field inaccuracies, and long simulation times or enhanced sampling methods...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8100456/ https://www.ncbi.nlm.nih.gov/pubmed/33968988 http://dx.doi.org/10.3389/fmolb.2021.654333 |
_version_ | 1783688793438552064 |
---|---|
author | Ahmed, Mustapha Carab Skaanning, Line K. Jussupow, Alexander Newcombe, Estella A. Kragelund, Birthe B. Camilloni, Carlo Langkilde, Annette E. Lindorff-Larsen, Kresten |
author_facet | Ahmed, Mustapha Carab Skaanning, Line K. Jussupow, Alexander Newcombe, Estella A. Kragelund, Birthe B. Camilloni, Carlo Langkilde, Annette E. Lindorff-Larsen, Kresten |
author_sort | Ahmed, Mustapha Carab |
collection | PubMed |
description | The inherent flexibility of intrinsically disordered proteins (IDPs) makes it difficult to interpret experimental data using structural models. On the other hand, molecular dynamics simulations of IDPs often suffer from force-field inaccuracies, and long simulation times or enhanced sampling methods are needed to obtain converged ensembles. Here, we apply metainference and Bayesian/Maximum Entropy reweighting approaches to integrate prior knowledge of the system with experimental data, while also dealing with various sources of errors and the inherent conformational heterogeneity of IDPs. We have measured new SAXS data on the protein α-synuclein, and integrate this with simulations performed using different force fields. We find that if the force field gives rise to ensembles that are much more compact than what is implied by the SAXS data it is difficult to recover a reasonable ensemble. On the other hand, we show that when the simulated ensemble is reasonable, we can obtain an ensemble that is consistent with the SAXS data, but also with NMR diffusion and paramagnetic relaxation enhancement data. |
format | Online Article Text |
id | pubmed-8100456 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81004562021-05-07 Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods Ahmed, Mustapha Carab Skaanning, Line K. Jussupow, Alexander Newcombe, Estella A. Kragelund, Birthe B. Camilloni, Carlo Langkilde, Annette E. Lindorff-Larsen, Kresten Front Mol Biosci Molecular Biosciences The inherent flexibility of intrinsically disordered proteins (IDPs) makes it difficult to interpret experimental data using structural models. On the other hand, molecular dynamics simulations of IDPs often suffer from force-field inaccuracies, and long simulation times or enhanced sampling methods are needed to obtain converged ensembles. Here, we apply metainference and Bayesian/Maximum Entropy reweighting approaches to integrate prior knowledge of the system with experimental data, while also dealing with various sources of errors and the inherent conformational heterogeneity of IDPs. We have measured new SAXS data on the protein α-synuclein, and integrate this with simulations performed using different force fields. We find that if the force field gives rise to ensembles that are much more compact than what is implied by the SAXS data it is difficult to recover a reasonable ensemble. On the other hand, we show that when the simulated ensemble is reasonable, we can obtain an ensemble that is consistent with the SAXS data, but also with NMR diffusion and paramagnetic relaxation enhancement data. Frontiers Media S.A. 2021-04-22 /pmc/articles/PMC8100456/ /pubmed/33968988 http://dx.doi.org/10.3389/fmolb.2021.654333 Text en Copyright © 2021 Ahmed, Skaanning, Jussupow, Newcombe, Kragelund, Camilloni, Langkilde and Lindorff-Larsen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Molecular Biosciences Ahmed, Mustapha Carab Skaanning, Line K. Jussupow, Alexander Newcombe, Estella A. Kragelund, Birthe B. Camilloni, Carlo Langkilde, Annette E. Lindorff-Larsen, Kresten Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title | Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title_full | Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title_fullStr | Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title_full_unstemmed | Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title_short | Refinement of α-Synuclein Ensembles Against SAXS Data: Comparison of Force Fields and Methods |
title_sort | refinement of α-synuclein ensembles against saxs data: comparison of force fields and methods |
topic | Molecular Biosciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8100456/ https://www.ncbi.nlm.nih.gov/pubmed/33968988 http://dx.doi.org/10.3389/fmolb.2021.654333 |
work_keys_str_mv | AT ahmedmustaphacarab refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT skaanninglinek refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT jussupowalexander refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT newcombeestellaa refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT kragelundbirtheb refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT camillonicarlo refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT langkildeannettee refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods AT lindorfflarsenkresten refinementofasynucleinensemblesagainstsaxsdatacomparisonofforcefieldsandmethods |