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Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature

We apply the non-Markov-type analysis of state-to-state transitions to nearly microsecond molecular dynamics (MD) simulation data at a folding temperature of a small artificial protein, chignolin, and we found that the time scales obtained are consistent with our previous result using the weighted e...

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Detalles Bibliográficos
Autores principales: Fujisaki, Hiroshi, Suetani, Hiromichi, Maragliano, Luca, Mitsutake, Ayori
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410030/
https://www.ncbi.nlm.nih.gov/pubmed/36013367
http://dx.doi.org/10.3390/life12081188
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author Fujisaki, Hiroshi
Suetani, Hiromichi
Maragliano, Luca
Mitsutake, Ayori
author_facet Fujisaki, Hiroshi
Suetani, Hiromichi
Maragliano, Luca
Mitsutake, Ayori
author_sort Fujisaki, Hiroshi
collection PubMed
description We apply the non-Markov-type analysis of state-to-state transitions to nearly microsecond molecular dynamics (MD) simulation data at a folding temperature of a small artificial protein, chignolin, and we found that the time scales obtained are consistent with our previous result using the weighted ensemble simulations, which is a general path-sampling method to extract the kinetic properties of molecules. Previously, we also applied diffusion map (DM) analysis, which is one of a manifold of learning techniques, to the same trajectory of chignolin in order to cluster the conformational states and found that DM and relaxation mode analysis give similar results for the eigenvectors. In this paper, we divide the same trajectory into shorter pieces and further apply DM to such short-length trajectories to investigate how the obtained eigenvectors are useful to characterize the conformational change of chignolin.
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spelling pubmed-94100302022-08-26 Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature Fujisaki, Hiroshi Suetani, Hiromichi Maragliano, Luca Mitsutake, Ayori Life (Basel) Article We apply the non-Markov-type analysis of state-to-state transitions to nearly microsecond molecular dynamics (MD) simulation data at a folding temperature of a small artificial protein, chignolin, and we found that the time scales obtained are consistent with our previous result using the weighted ensemble simulations, which is a general path-sampling method to extract the kinetic properties of molecules. Previously, we also applied diffusion map (DM) analysis, which is one of a manifold of learning techniques, to the same trajectory of chignolin in order to cluster the conformational states and found that DM and relaxation mode analysis give similar results for the eigenvectors. In this paper, we divide the same trajectory into shorter pieces and further apply DM to such short-length trajectories to investigate how the obtained eigenvectors are useful to characterize the conformational change of chignolin. MDPI 2022-08-03 /pmc/articles/PMC9410030/ /pubmed/36013367 http://dx.doi.org/10.3390/life12081188 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Fujisaki, Hiroshi
Suetani, Hiromichi
Maragliano, Luca
Mitsutake, Ayori
Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title_full Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title_fullStr Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title_full_unstemmed Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title_short Non-Markov-Type Analysis and Diffusion Map Analysis for Molecular Dynamics Trajectory of Chignolin at a High Temperature
title_sort non-markov-type analysis and diffusion map analysis for molecular dynamics trajectory of chignolin at a high temperature
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410030/
https://www.ncbi.nlm.nih.gov/pubmed/36013367
http://dx.doi.org/10.3390/life12081188
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