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Slicing and Dicing: Optimal Coarse-Grained Representation to Preserve Molecular Kinetics
[Image: see text] The aim of molecular coarse-graining approaches is to recover relevant physical properties of the molecular system via a lower-resolution model that can be more efficiently simulated. Ideally, the lower resolution still accounts for the degrees of freedom necessary to recover the c...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9951291/ https://www.ncbi.nlm.nih.gov/pubmed/36844497 http://dx.doi.org/10.1021/acscentsci.2c01200 |
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author | Yang, Wangfei Templeton, Clark Rosenberger, David Bittracher, Andreas Nüske, Feliks Noé, Frank Clementi, Cecilia |
author_facet | Yang, Wangfei Templeton, Clark Rosenberger, David Bittracher, Andreas Nüske, Feliks Noé, Frank Clementi, Cecilia |
author_sort | Yang, Wangfei |
collection | PubMed |
description | [Image: see text] The aim of molecular coarse-graining approaches is to recover relevant physical properties of the molecular system via a lower-resolution model that can be more efficiently simulated. Ideally, the lower resolution still accounts for the degrees of freedom necessary to recover the correct physical behavior. The selection of these degrees of freedom has often relied on the scientist’s chemical and physical intuition. In this article, we make the argument that in soft matter contexts desirable coarse-grained models accurately reproduce the long-time dynamics of a system by correctly capturing the rare-event transitions. We propose a bottom-up coarse-graining scheme that correctly preserves the relevant slow degrees of freedom, and we test this idea for three systems of increasing complexity. We show that in contrast to this method existing coarse-graining schemes such as those from information theory or structure-based approaches are not able to recapitulate the slow time scales of the system. |
format | Online Article Text |
id | pubmed-9951291 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-99512912023-02-25 Slicing and Dicing: Optimal Coarse-Grained Representation to Preserve Molecular Kinetics Yang, Wangfei Templeton, Clark Rosenberger, David Bittracher, Andreas Nüske, Feliks Noé, Frank Clementi, Cecilia ACS Cent Sci [Image: see text] The aim of molecular coarse-graining approaches is to recover relevant physical properties of the molecular system via a lower-resolution model that can be more efficiently simulated. Ideally, the lower resolution still accounts for the degrees of freedom necessary to recover the correct physical behavior. The selection of these degrees of freedom has often relied on the scientist’s chemical and physical intuition. In this article, we make the argument that in soft matter contexts desirable coarse-grained models accurately reproduce the long-time dynamics of a system by correctly capturing the rare-event transitions. We propose a bottom-up coarse-graining scheme that correctly preserves the relevant slow degrees of freedom, and we test this idea for three systems of increasing complexity. We show that in contrast to this method existing coarse-graining schemes such as those from information theory or structure-based approaches are not able to recapitulate the slow time scales of the system. American Chemical Society 2023-01-17 /pmc/articles/PMC9951291/ /pubmed/36844497 http://dx.doi.org/10.1021/acscentsci.2c01200 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Yang, Wangfei Templeton, Clark Rosenberger, David Bittracher, Andreas Nüske, Feliks Noé, Frank Clementi, Cecilia Slicing and Dicing: Optimal Coarse-Grained Representation to Preserve Molecular Kinetics |
title | Slicing and Dicing: Optimal Coarse-Grained Representation
to Preserve Molecular Kinetics |
title_full | Slicing and Dicing: Optimal Coarse-Grained Representation
to Preserve Molecular Kinetics |
title_fullStr | Slicing and Dicing: Optimal Coarse-Grained Representation
to Preserve Molecular Kinetics |
title_full_unstemmed | Slicing and Dicing: Optimal Coarse-Grained Representation
to Preserve Molecular Kinetics |
title_short | Slicing and Dicing: Optimal Coarse-Grained Representation
to Preserve Molecular Kinetics |
title_sort | slicing and dicing: optimal coarse-grained representation
to preserve molecular kinetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9951291/ https://www.ncbi.nlm.nih.gov/pubmed/36844497 http://dx.doi.org/10.1021/acscentsci.2c01200 |
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