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Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes
DNA-protein interactions are pervasive in a number of biophysical processes ranging from transcription, gene expression, to chromosome folding. To describe the structural and dynamic properties underlying these processes accurately, it is important to create transferable computational models. Toward...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10274755/ https://www.ncbi.nlm.nih.gov/pubmed/37333386 http://dx.doi.org/10.1101/2023.06.07.544064 |
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author | Chakraborty, Debayan Mondal, Balaka Thirumalai, D. |
author_facet | Chakraborty, Debayan Mondal, Balaka Thirumalai, D. |
author_sort | Chakraborty, Debayan |
collection | PubMed |
description | DNA-protein interactions are pervasive in a number of biophysical processes ranging from transcription, gene expression, to chromosome folding. To describe the structural and dynamic properties underlying these processes accurately, it is important to create transferable computational models. Toward this end, we introduce Coarse grained force field for energy estimation, COFFEE, a robust framework for simulating DNA-protein complexes. To brew COFFEE, we integrated the energy function in the Self-Organized Polymer model with Side Chains for proteins and the Three Interaction Site model for DNA in a modular fashion, without re-calibrating any of the parameters in the original force-fields. A unique feature of COFFEE is that it describes sequence-specific DNA-protein interactions using a statistical potential (SP) derived from a dataset of high-resolution crystal structures. The only parameter in COFFEE is the strength ([Formula: see text]) of the DNA-protein contact potential. For an optimal choice of [Formula: see text] , the crystallographic B-factors for DNA-protein complexes, with varying sizes and topologies, are quantitatively reproduced. Without any further readjustments to the force-field parameters, COFFEE predicts the scattering profiles that are in quantitative agreement with SAXS experiments as well as chemical shifts that are consistent with NMR. We also show that COFFEE accurately describes the salt-induced unraveling of nucleosomes. Strikingly, our nucleosome simulations explain the destabilization effect of ARG to LYS mutations, which does not alter the balance of electrostatic interactions, but affects chemical interactions in subtle ways. The range of applications attests to the transferability of COFFEE, and we anticipate that it would be a promising framework for simulating DNA-protein complexes at the molecular length-scale. |
format | Online Article Text |
id | pubmed-10274755 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-102747552023-06-17 Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes Chakraborty, Debayan Mondal, Balaka Thirumalai, D. bioRxiv Article DNA-protein interactions are pervasive in a number of biophysical processes ranging from transcription, gene expression, to chromosome folding. To describe the structural and dynamic properties underlying these processes accurately, it is important to create transferable computational models. Toward this end, we introduce Coarse grained force field for energy estimation, COFFEE, a robust framework for simulating DNA-protein complexes. To brew COFFEE, we integrated the energy function in the Self-Organized Polymer model with Side Chains for proteins and the Three Interaction Site model for DNA in a modular fashion, without re-calibrating any of the parameters in the original force-fields. A unique feature of COFFEE is that it describes sequence-specific DNA-protein interactions using a statistical potential (SP) derived from a dataset of high-resolution crystal structures. The only parameter in COFFEE is the strength ([Formula: see text]) of the DNA-protein contact potential. For an optimal choice of [Formula: see text] , the crystallographic B-factors for DNA-protein complexes, with varying sizes and topologies, are quantitatively reproduced. Without any further readjustments to the force-field parameters, COFFEE predicts the scattering profiles that are in quantitative agreement with SAXS experiments as well as chemical shifts that are consistent with NMR. We also show that COFFEE accurately describes the salt-induced unraveling of nucleosomes. Strikingly, our nucleosome simulations explain the destabilization effect of ARG to LYS mutations, which does not alter the balance of electrostatic interactions, but affects chemical interactions in subtle ways. The range of applications attests to the transferability of COFFEE, and we anticipate that it would be a promising framework for simulating DNA-protein complexes at the molecular length-scale. Cold Spring Harbor Laboratory 2023-08-01 /pmc/articles/PMC10274755/ /pubmed/37333386 http://dx.doi.org/10.1101/2023.06.07.544064 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Chakraborty, Debayan Mondal, Balaka Thirumalai, D. Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title | Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title_full | Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title_fullStr | Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title_full_unstemmed | Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title_short | Brewing COFFEE: A sequence-specific coarse-grained energy function for simulations of DNA-protein complexes |
title_sort | brewing coffee: a sequence-specific coarse-grained energy function for simulations of dna-protein complexes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10274755/ https://www.ncbi.nlm.nih.gov/pubmed/37333386 http://dx.doi.org/10.1101/2023.06.07.544064 |
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