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Computational analysis of multimorbidity between asthma, eczema and rhinitis
BACKGROUND: The mechanisms explaining the co-existence of asthma, eczema and rhinitis (allergic multimorbidity) are largely unknown. We investigated the mechanisms underlying multimorbidity between three main allergic diseases at a molecular level by identifying the proteins and cellular processes t...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5466323/ https://www.ncbi.nlm.nih.gov/pubmed/28598986 http://dx.doi.org/10.1371/journal.pone.0179125 |
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author | Aguilar, Daniel Pinart, Mariona Koppelman, Gerard H. Saeys, Yvan Nawijn, Martijn C. Postma, Dirkje S. Akdis, Mübeccel Auffray, Charles Ballereau, Stéphane Benet, Marta García-Aymerich, Judith González, Juan Ramón Guerra, Stefano Keil, Thomas Kogevinas, Manolis Lambrecht, Bart Lemonnier, Nathanael Melen, Erik Sunyer, Jordi Valenta, Rudolf Valverde, Sergi Wickman, Magnus Bousquet, Jean Oliva, Baldo Antó, Josep M. |
author_facet | Aguilar, Daniel Pinart, Mariona Koppelman, Gerard H. Saeys, Yvan Nawijn, Martijn C. Postma, Dirkje S. Akdis, Mübeccel Auffray, Charles Ballereau, Stéphane Benet, Marta García-Aymerich, Judith González, Juan Ramón Guerra, Stefano Keil, Thomas Kogevinas, Manolis Lambrecht, Bart Lemonnier, Nathanael Melen, Erik Sunyer, Jordi Valenta, Rudolf Valverde, Sergi Wickman, Magnus Bousquet, Jean Oliva, Baldo Antó, Josep M. |
author_sort | Aguilar, Daniel |
collection | PubMed |
description | BACKGROUND: The mechanisms explaining the co-existence of asthma, eczema and rhinitis (allergic multimorbidity) are largely unknown. We investigated the mechanisms underlying multimorbidity between three main allergic diseases at a molecular level by identifying the proteins and cellular processes that are common to them. METHODS: An in silico study based on computational analysis of the topology of the protein interaction network was performed in order to characterize the molecular mechanisms of multimorbidity of asthma, eczema and rhinitis. As a first step, proteins associated to either disease were identified using data mining approaches, and their overlap was calculated. Secondly, a functional interaction network was built, allowing to identify cellular pathways involved in allergic multimorbidity. Finally, a network-based algorithm generated a ranked list of newly predicted multimorbidity-associated proteins. RESULTS: Asthma, eczema and rhinitis shared a larger number of associated proteins than expected by chance, and their associated proteins exhibited a significant degree of interconnectedness in the interaction network. There were 15 pathways involved in the multimorbidity of asthma, eczema and rhinitis, including IL4 signaling and GATA3-related pathways. A number of proteins potentially associated to these multimorbidity processes were also obtained. CONCLUSIONS: These results strongly support the existence of an allergic multimorbidity cluster between asthma, eczema and rhinitis, and suggest that type 2 signaling pathways represent a relevant multimorbidity mechanism of allergic diseases. Furthermore, we identified new candidates contributing to multimorbidity that may assist in identifying new targets for multimorbid allergic diseases. |
format | Online Article Text |
id | pubmed-5466323 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54663232017-06-22 Computational analysis of multimorbidity between asthma, eczema and rhinitis Aguilar, Daniel Pinart, Mariona Koppelman, Gerard H. Saeys, Yvan Nawijn, Martijn C. Postma, Dirkje S. Akdis, Mübeccel Auffray, Charles Ballereau, Stéphane Benet, Marta García-Aymerich, Judith González, Juan Ramón Guerra, Stefano Keil, Thomas Kogevinas, Manolis Lambrecht, Bart Lemonnier, Nathanael Melen, Erik Sunyer, Jordi Valenta, Rudolf Valverde, Sergi Wickman, Magnus Bousquet, Jean Oliva, Baldo Antó, Josep M. PLoS One Research Article BACKGROUND: The mechanisms explaining the co-existence of asthma, eczema and rhinitis (allergic multimorbidity) are largely unknown. We investigated the mechanisms underlying multimorbidity between three main allergic diseases at a molecular level by identifying the proteins and cellular processes that are common to them. METHODS: An in silico study based on computational analysis of the topology of the protein interaction network was performed in order to characterize the molecular mechanisms of multimorbidity of asthma, eczema and rhinitis. As a first step, proteins associated to either disease were identified using data mining approaches, and their overlap was calculated. Secondly, a functional interaction network was built, allowing to identify cellular pathways involved in allergic multimorbidity. Finally, a network-based algorithm generated a ranked list of newly predicted multimorbidity-associated proteins. RESULTS: Asthma, eczema and rhinitis shared a larger number of associated proteins than expected by chance, and their associated proteins exhibited a significant degree of interconnectedness in the interaction network. There were 15 pathways involved in the multimorbidity of asthma, eczema and rhinitis, including IL4 signaling and GATA3-related pathways. A number of proteins potentially associated to these multimorbidity processes were also obtained. CONCLUSIONS: These results strongly support the existence of an allergic multimorbidity cluster between asthma, eczema and rhinitis, and suggest that type 2 signaling pathways represent a relevant multimorbidity mechanism of allergic diseases. Furthermore, we identified new candidates contributing to multimorbidity that may assist in identifying new targets for multimorbid allergic diseases. Public Library of Science 2017-06-09 /pmc/articles/PMC5466323/ /pubmed/28598986 http://dx.doi.org/10.1371/journal.pone.0179125 Text en © 2017 Aguilar et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Aguilar, Daniel Pinart, Mariona Koppelman, Gerard H. Saeys, Yvan Nawijn, Martijn C. Postma, Dirkje S. Akdis, Mübeccel Auffray, Charles Ballereau, Stéphane Benet, Marta García-Aymerich, Judith González, Juan Ramón Guerra, Stefano Keil, Thomas Kogevinas, Manolis Lambrecht, Bart Lemonnier, Nathanael Melen, Erik Sunyer, Jordi Valenta, Rudolf Valverde, Sergi Wickman, Magnus Bousquet, Jean Oliva, Baldo Antó, Josep M. Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title | Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title_full | Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title_fullStr | Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title_full_unstemmed | Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title_short | Computational analysis of multimorbidity between asthma, eczema and rhinitis |
title_sort | computational analysis of multimorbidity between asthma, eczema and rhinitis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5466323/ https://www.ncbi.nlm.nih.gov/pubmed/28598986 http://dx.doi.org/10.1371/journal.pone.0179125 |
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