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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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 |
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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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1759855641963266048 |