Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin

Computer simulations were performed to understand the dynamics of DNA molecules in presence of mono-valent cations. These simulations were run using different allatom DNA force fields to study their behaviour at a multiscale level, from the base-pair to the mesoscopic level. Serious problems were...

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Main Author: Minhas, Vishal
Other Authors: Lars Nordenskiöld
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2020
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Online Access:https://hdl.handle.net/10356/142499
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spelling sg-ntu-dr.10356-1424992023-02-28T18:41:01Z Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin Minhas, Vishal Lars Nordenskiöld School of Biological Sciences LarsNor@ntu.edu.sg Science::Biological sciences::Biophysics Computer simulations were performed to understand the dynamics of DNA molecules in presence of mono-valent cations. These simulations were run using different allatom DNA force fields to study their behaviour at a multiscale level, from the base-pair to the mesoscopic level. Serious problems were found with the latest version of the CHARMM family of force fields, namely CHARMM36, as it distorted DNA structure and backbone at the microsecond timescale. Also, to achieve the long-term goal of modelling the folding of the chromatin fiber, we have built a multiscale model using systematic bottom-up approach based on structure based coarse-graining. At the first stage of bottom-up coarse-graining, all-atom and mesoatom representations of all principal chromatin components were bridged. To do this, the all-atom molecular dynamics trajectories obtained were bead-mapped to a coarse-grained representation and used for the calculation of the radial distribution functions, which were then used to derive the effective potentials using the Inverse Monte-Carlo method. These potentials were then validated in a coarsegrained molecular dynamics simulation of the original system. Based on these potentials, an excellent prediction of the dependence of DNA persistence length on salt concentration, in agreement with experiments was obtained, which validates the underlying CG-model. Once all the potentials are obtained for all the interactions, a large-scale CG simulation will be run using these potentials to model the NCP. Doctor of Philosophy 2020-06-23T03:02:35Z 2020-06-23T03:02:35Z 2020 Thesis-Doctor of Philosophy Minhas, V. (2020). Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/142499 10.32657/10356/142499 en This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Biological sciences::Biophysics
spellingShingle Science::Biological sciences::Biophysics
Minhas, Vishal
Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
description Computer simulations were performed to understand the dynamics of DNA molecules in presence of mono-valent cations. These simulations were run using different allatom DNA force fields to study their behaviour at a multiscale level, from the base-pair to the mesoscopic level. Serious problems were found with the latest version of the CHARMM family of force fields, namely CHARMM36, as it distorted DNA structure and backbone at the microsecond timescale. Also, to achieve the long-term goal of modelling the folding of the chromatin fiber, we have built a multiscale model using systematic bottom-up approach based on structure based coarse-graining. At the first stage of bottom-up coarse-graining, all-atom and mesoatom representations of all principal chromatin components were bridged. To do this, the all-atom molecular dynamics trajectories obtained were bead-mapped to a coarse-grained representation and used for the calculation of the radial distribution functions, which were then used to derive the effective potentials using the Inverse Monte-Carlo method. These potentials were then validated in a coarsegrained molecular dynamics simulation of the original system. Based on these potentials, an excellent prediction of the dependence of DNA persistence length on salt concentration, in agreement with experiments was obtained, which validates the underlying CG-model. Once all the potentials are obtained for all the interactions, a large-scale CG simulation will be run using these potentials to model the NCP.
author2 Lars Nordenskiöld
author_facet Lars Nordenskiöld
Minhas, Vishal
format Thesis-Doctor of Philosophy
author Minhas, Vishal
author_sort Minhas, Vishal
title Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
title_short Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
title_full Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
title_fullStr Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
title_full_unstemmed Comparison of DNA force fields at a multiscale level : towards bottom-up modelling of chromatin
title_sort comparison of dna force fields at a multiscale level : towards bottom-up modelling of chromatin
publisher Nanyang Technological University
publishDate 2020
url https://hdl.handle.net/10356/142499
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