Cargando…
Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease
Identification of functional pathways mediating molecular responses may lead to better understanding of disease processes and suggest new therapeutic approaches. We introduce a method to detect such mediating functions using topological properties of protein-protein interaction networks. We define t...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6458310/ https://www.ncbi.nlm.nih.gov/pubmed/30971743 http://dx.doi.org/10.1038/s41598-019-42299-3 |
_version_ | 1783409984441155584 |
---|---|
author | Park, Jisoo Hescott, Benjamin J. Slonim, Donna K. |
author_facet | Park, Jisoo Hescott, Benjamin J. Slonim, Donna K. |
author_sort | Park, Jisoo |
collection | PubMed |
description | Identification of functional pathways mediating molecular responses may lead to better understanding of disease processes and suggest new therapeutic approaches. We introduce a method to detect such mediating functions using topological properties of protein-protein interaction networks. We define the concept of pathway centrality, a measure of communication between disease genes and differentially expressed genes. Using pathway centrality, we identify mediating pathways in three pulmonary diseases (asthma; bronchopulmonary dysplasia (BPD); and chronic obstructive pulmonary disease (COPD)). We systematically evaluate the significance of all identified central pathways using genetic interactions. Mediating pathways shared by all three pulmonary disorders favor innate immune and inflammation-related processes, including toll-like receptor (TLR) signaling, PDGF- and angiotensin-regulated airway remodeling, the JAK-STAT signaling pathway, and interferon gamma. Disease-specific mediators, such as neurodevelopmental processes in BPD or adhesion molecules in COPD, are also highlighted. Some of our findings implicate pathways already in development as drug targets, while others may suggest new therapeutic approaches. |
format | Online Article Text |
id | pubmed-6458310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-64583102019-04-16 Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease Park, Jisoo Hescott, Benjamin J. Slonim, Donna K. Sci Rep Article Identification of functional pathways mediating molecular responses may lead to better understanding of disease processes and suggest new therapeutic approaches. We introduce a method to detect such mediating functions using topological properties of protein-protein interaction networks. We define the concept of pathway centrality, a measure of communication between disease genes and differentially expressed genes. Using pathway centrality, we identify mediating pathways in three pulmonary diseases (asthma; bronchopulmonary dysplasia (BPD); and chronic obstructive pulmonary disease (COPD)). We systematically evaluate the significance of all identified central pathways using genetic interactions. Mediating pathways shared by all three pulmonary disorders favor innate immune and inflammation-related processes, including toll-like receptor (TLR) signaling, PDGF- and angiotensin-regulated airway remodeling, the JAK-STAT signaling pathway, and interferon gamma. Disease-specific mediators, such as neurodevelopmental processes in BPD or adhesion molecules in COPD, are also highlighted. Some of our findings implicate pathways already in development as drug targets, while others may suggest new therapeutic approaches. Nature Publishing Group UK 2019-04-10 /pmc/articles/PMC6458310/ /pubmed/30971743 http://dx.doi.org/10.1038/s41598-019-42299-3 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 Park, Jisoo Hescott, Benjamin J. Slonim, Donna K. Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title | Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title_full | Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title_fullStr | Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title_full_unstemmed | Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title_short | Pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
title_sort | pathway centrality in protein interaction networks identifies putative functional mediating pathways in pulmonary disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6458310/ https://www.ncbi.nlm.nih.gov/pubmed/30971743 http://dx.doi.org/10.1038/s41598-019-42299-3 |
work_keys_str_mv | AT parkjisoo pathwaycentralityinproteininteractionnetworksidentifiesputativefunctionalmediatingpathwaysinpulmonarydisease AT hescottbenjaminj pathwaycentralityinproteininteractionnetworksidentifiesputativefunctionalmediatingpathwaysinpulmonarydisease AT slonimdonnak pathwaycentralityinproteininteractionnetworksidentifiesputativefunctionalmediatingpathwaysinpulmonarydisease |