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A comprehensive computational study of amino acid interactions in membrane proteins
Transmembrane proteins play a fundamental role in a wide series of biological processes but, despite their importance, they are less studied than globular proteins, essentially because their embedding in lipid membranes hampers their experimental characterization. In this paper, we improved our unde...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6700154/ https://www.ncbi.nlm.nih.gov/pubmed/31427701 http://dx.doi.org/10.1038/s41598-019-48541-2 |
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author | Mbaye, Mame Ndew Hou, Qingzhen Basu, Sankar Teheux, Fabian Pucci, Fabrizio Rooman, Marianne |
author_facet | Mbaye, Mame Ndew Hou, Qingzhen Basu, Sankar Teheux, Fabian Pucci, Fabrizio Rooman, Marianne |
author_sort | Mbaye, Mame Ndew |
collection | PubMed |
description | Transmembrane proteins play a fundamental role in a wide series of biological processes but, despite their importance, they are less studied than globular proteins, essentially because their embedding in lipid membranes hampers their experimental characterization. In this paper, we improved our understanding of their structural stability through the development of new knowledge-based energy functions describing amino acid pair interactions that prevail in the transmembrane and extramembrane regions of membrane proteins. The comparison of these potentials and those derived from globular proteins yields an objective view of the relative strength of amino acid interactions in the different protein environments, and their role in protein stabilization. Separate potentials were also derived from α-helical and β-barrel transmembrane regions to investigate possible dissimilarities. We found that, in extramembrane regions, hydrophobic residues are less frequent but interactions between aromatic and aliphatic amino acids as well as aromatic-sulfur interactions contribute more to stability. In transmembrane regions, polar residues are less abundant but interactions between residues of equal or opposite charges or non-charged polar residues as well as anion-π interactions appear stronger. This shows indirectly the preference of the water and lipid molecules to interact with polar and hydrophobic residues, respectively. We applied these new energy functions to predict whether a residue is located in the trans- or extramembrane region, and obtained an AUC score of 83% in cross validation, which demonstrates their accuracy. As their application is, moreover, extremely fast, they are optimal instruments for membrane protein design and large-scale investigations of membrane protein stability. |
format | Online Article Text |
id | pubmed-6700154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-67001542019-08-21 A comprehensive computational study of amino acid interactions in membrane proteins Mbaye, Mame Ndew Hou, Qingzhen Basu, Sankar Teheux, Fabian Pucci, Fabrizio Rooman, Marianne Sci Rep Article Transmembrane proteins play a fundamental role in a wide series of biological processes but, despite their importance, they are less studied than globular proteins, essentially because their embedding in lipid membranes hampers their experimental characterization. In this paper, we improved our understanding of their structural stability through the development of new knowledge-based energy functions describing amino acid pair interactions that prevail in the transmembrane and extramembrane regions of membrane proteins. The comparison of these potentials and those derived from globular proteins yields an objective view of the relative strength of amino acid interactions in the different protein environments, and their role in protein stabilization. Separate potentials were also derived from α-helical and β-barrel transmembrane regions to investigate possible dissimilarities. We found that, in extramembrane regions, hydrophobic residues are less frequent but interactions between aromatic and aliphatic amino acids as well as aromatic-sulfur interactions contribute more to stability. In transmembrane regions, polar residues are less abundant but interactions between residues of equal or opposite charges or non-charged polar residues as well as anion-π interactions appear stronger. This shows indirectly the preference of the water and lipid molecules to interact with polar and hydrophobic residues, respectively. We applied these new energy functions to predict whether a residue is located in the trans- or extramembrane region, and obtained an AUC score of 83% in cross validation, which demonstrates their accuracy. As their application is, moreover, extremely fast, they are optimal instruments for membrane protein design and large-scale investigations of membrane protein stability. Nature Publishing Group UK 2019-08-19 /pmc/articles/PMC6700154/ /pubmed/31427701 http://dx.doi.org/10.1038/s41598-019-48541-2 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Mbaye, Mame Ndew Hou, Qingzhen Basu, Sankar Teheux, Fabian Pucci, Fabrizio Rooman, Marianne A comprehensive computational study of amino acid interactions in membrane proteins |
title | A comprehensive computational study of amino acid interactions in membrane proteins |
title_full | A comprehensive computational study of amino acid interactions in membrane proteins |
title_fullStr | A comprehensive computational study of amino acid interactions in membrane proteins |
title_full_unstemmed | A comprehensive computational study of amino acid interactions in membrane proteins |
title_short | A comprehensive computational study of amino acid interactions in membrane proteins |
title_sort | comprehensive computational study of amino acid interactions in membrane proteins |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6700154/ https://www.ncbi.nlm.nih.gov/pubmed/31427701 http://dx.doi.org/10.1038/s41598-019-48541-2 |
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