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Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers

[Image: see text] Cholesterol trafficking, which is an essential function in mammalian cells, is intimately connected to molecular-scale interactions through cholesterol modulation of membrane structure and dynamics and interaction with membrane receptors. Since these effects of cholesterol occur on...

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Autores principales: Daily, Michael D., Olsen, Brett N., Schlesinger, Paul H., Ory, Daniel S., Baker, Nathan A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2014
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4044725/
https://www.ncbi.nlm.nih.gov/pubmed/24910542
http://dx.doi.org/10.1021/ct401028g
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author Daily, Michael D.
Olsen, Brett N.
Schlesinger, Paul H.
Ory, Daniel S.
Baker, Nathan A.
author_facet Daily, Michael D.
Olsen, Brett N.
Schlesinger, Paul H.
Ory, Daniel S.
Baker, Nathan A.
author_sort Daily, Michael D.
collection PubMed
description [Image: see text] Cholesterol trafficking, which is an essential function in mammalian cells, is intimately connected to molecular-scale interactions through cholesterol modulation of membrane structure and dynamics and interaction with membrane receptors. Since these effects of cholesterol occur on micro- to millisecond time scales, it is essential to develop accurate coarse-grained simulation models that can reach these time scales. Cholesterol has been shown experimentally to thicken the membrane and increase phospholipid tail order between 0 and 40% cholesterol, above which these effects plateau or slightly decrease. Here, we showed that the published MARTINI coarse-grained force-field for phospholipid (POPC) and cholesterol fails to capture these effects. Using reference atomistic simulations, we systematically modified POPC and cholesterol bonded parameters in MARTINI to improve its performance. We showed that the corrections to pseudobond angles between glycerol and the lipid tails and around the oleoyl double bond particle (the “angle-corrected model”) slightly improves the agreement of MARTINI with experimentally measured thermal, elastic, and dynamic properties of POPC membranes. The angle-corrected model improves prediction of the thickening and ordering effects up to 40% cholesterol but overestimates these effects at higher cholesterol concentration. In accordance with prior work that showed the cholesterol rough face methyl groups are important for limiting cholesterol self-association, we revised the coarse-grained representation of these methyl groups to better match cholesterol-cholesterol radial distribution functions from atomistic simulations. In addition, by using a finer-grained representation of the branched cholesterol tail than MARTINI, we improved predictions of lipid tail order and bilayer thickness across a wide range of concentrations. Finally, transferability testing shows that a model incorporating our revised parameters into DOPC outperforms other CG models in a DOPC/cholesterol simulation series, which further argues for its efficacy and generalizability. These results argue for the importance of systematic optimization for coarse-graining biologically important molecules like cholesterol with complicated molecular structure.
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spelling pubmed-40447252015-03-26 Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers Daily, Michael D. Olsen, Brett N. Schlesinger, Paul H. Ory, Daniel S. Baker, Nathan A. J Chem Theory Comput [Image: see text] Cholesterol trafficking, which is an essential function in mammalian cells, is intimately connected to molecular-scale interactions through cholesterol modulation of membrane structure and dynamics and interaction with membrane receptors. Since these effects of cholesterol occur on micro- to millisecond time scales, it is essential to develop accurate coarse-grained simulation models that can reach these time scales. Cholesterol has been shown experimentally to thicken the membrane and increase phospholipid tail order between 0 and 40% cholesterol, above which these effects plateau or slightly decrease. Here, we showed that the published MARTINI coarse-grained force-field for phospholipid (POPC) and cholesterol fails to capture these effects. Using reference atomistic simulations, we systematically modified POPC and cholesterol bonded parameters in MARTINI to improve its performance. We showed that the corrections to pseudobond angles between glycerol and the lipid tails and around the oleoyl double bond particle (the “angle-corrected model”) slightly improves the agreement of MARTINI with experimentally measured thermal, elastic, and dynamic properties of POPC membranes. The angle-corrected model improves prediction of the thickening and ordering effects up to 40% cholesterol but overestimates these effects at higher cholesterol concentration. In accordance with prior work that showed the cholesterol rough face methyl groups are important for limiting cholesterol self-association, we revised the coarse-grained representation of these methyl groups to better match cholesterol-cholesterol radial distribution functions from atomistic simulations. In addition, by using a finer-grained representation of the branched cholesterol tail than MARTINI, we improved predictions of lipid tail order and bilayer thickness across a wide range of concentrations. Finally, transferability testing shows that a model incorporating our revised parameters into DOPC outperforms other CG models in a DOPC/cholesterol simulation series, which further argues for its efficacy and generalizability. These results argue for the importance of systematic optimization for coarse-graining biologically important molecules like cholesterol with complicated molecular structure. American Chemical Society 2014-03-26 2014-05-13 /pmc/articles/PMC4044725/ /pubmed/24910542 http://dx.doi.org/10.1021/ct401028g Text en Copyright © 2014 American Chemical Society This is an open access article published under an ACS AuthorChoice License (http://pubs.acs.org/page/policy/authorchoice_termsofuse.html) , which permits copying and redistribution of the article or any adaptations for non-commercial purposes.
spellingShingle Daily, Michael D.
Olsen, Brett N.
Schlesinger, Paul H.
Ory, Daniel S.
Baker, Nathan A.
Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title_full Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title_fullStr Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title_full_unstemmed Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title_short Improved Coarse-Grained Modeling of Cholesterol-Containing Lipid Bilayers
title_sort improved coarse-grained modeling of cholesterol-containing lipid bilayers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4044725/
https://www.ncbi.nlm.nih.gov/pubmed/24910542
http://dx.doi.org/10.1021/ct401028g
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