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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...

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Autores principales: Yang, Wangfei, Templeton, Clark, Rosenberger, David, Bittracher, Andreas, Nüske, Feliks, Noé, Frank, Clementi, Cecilia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
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.
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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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