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Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis
BACKGROUND: Allergic rhinitis is a common disease whose genetic basis is incompletely explained. We report an integrated genomic analysis of allergic rhinitis. METHODS: We performed genome wide association studies (GWAS) of allergic rhinitis in 5633 ethnically diverse North American subjects. Next,...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4127082/ https://www.ncbi.nlm.nih.gov/pubmed/25085501 http://dx.doi.org/10.1186/1755-8794-7-48 |
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author | Bunyavanich, Supinda Schadt, Eric E Himes, Blanca E Lasky-Su, Jessica Qiu, Weiliang Lazarus, Ross Ziniti, John P Cohain, Ariella Linderman, Michael Torgerson, Dara G Eng, Celeste S Pino-Yanes, Maria Padhukasahasram, Badri Yang, James J Mathias, Rasika A Beaty, Terri H Li, Xingnan Graves, Penelope Romieu, Isabelle Navarro, Blanca del Rio Salam, M Towhid Vora, Hita Nicolae, Dan L Ober, Carole Martinez, Fernando D Bleecker, Eugene R Meyers, Deborah A Gauderman, W James Gilliland, Frank Burchard, Esteban G Barnes, Kathleen C Williams, L Keoki London, Stephanie J Zhang, Bin Raby, Benjamin A Weiss, Scott T |
author_facet | Bunyavanich, Supinda Schadt, Eric E Himes, Blanca E Lasky-Su, Jessica Qiu, Weiliang Lazarus, Ross Ziniti, John P Cohain, Ariella Linderman, Michael Torgerson, Dara G Eng, Celeste S Pino-Yanes, Maria Padhukasahasram, Badri Yang, James J Mathias, Rasika A Beaty, Terri H Li, Xingnan Graves, Penelope Romieu, Isabelle Navarro, Blanca del Rio Salam, M Towhid Vora, Hita Nicolae, Dan L Ober, Carole Martinez, Fernando D Bleecker, Eugene R Meyers, Deborah A Gauderman, W James Gilliland, Frank Burchard, Esteban G Barnes, Kathleen C Williams, L Keoki London, Stephanie J Zhang, Bin Raby, Benjamin A Weiss, Scott T |
author_sort | Bunyavanich, Supinda |
collection | PubMed |
description | BACKGROUND: Allergic rhinitis is a common disease whose genetic basis is incompletely explained. We report an integrated genomic analysis of allergic rhinitis. METHODS: We performed genome wide association studies (GWAS) of allergic rhinitis in 5633 ethnically diverse North American subjects. Next, we profiled gene expression in disease-relevant tissue (peripheral blood CD4+ lymphocytes) collected from subjects who had been genotyped. We then integrated the GWAS and gene expression data using expression single nucleotide (eSNP), coexpression network, and pathway approaches to identify the biologic relevance of our GWAS. RESULTS: GWAS revealed ethnicity-specific findings, with 4 genome-wide significant loci among Latinos and 1 genome-wide significant locus in the GWAS meta-analysis across ethnic groups. To identify biologic context for these results, we constructed a coexpression network to define modules of genes with similar patterns of CD4+ gene expression (coexpression modules) that could serve as constructs of broader gene expression. 6 of the 22 GWAS loci with P-value ≤ 1x10(−6) tagged one particular coexpression module (4.0-fold enrichment, P-value 0.0029), and this module also had the greatest enrichment (3.4-fold enrichment, P-value 2.6 × 10(−24)) for allergic rhinitis-associated eSNPs (genetic variants associated with both gene expression and allergic rhinitis). The integrated GWAS, coexpression network, and eSNP results therefore supported this coexpression module as an allergic rhinitis module. Pathway analysis revealed that the module was enriched for mitochondrial pathways (8.6-fold enrichment, P-value 4.5 × 10(−72)). CONCLUSIONS: Our results highlight mitochondrial pathways as a target for further investigation of allergic rhinitis mechanism and treatment. Our integrated approach can be applied to provide biologic context for GWAS of other diseases. |
format | Online Article Text |
id | pubmed-4127082 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-41270822014-08-10 Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis Bunyavanich, Supinda Schadt, Eric E Himes, Blanca E Lasky-Su, Jessica Qiu, Weiliang Lazarus, Ross Ziniti, John P Cohain, Ariella Linderman, Michael Torgerson, Dara G Eng, Celeste S Pino-Yanes, Maria Padhukasahasram, Badri Yang, James J Mathias, Rasika A Beaty, Terri H Li, Xingnan Graves, Penelope Romieu, Isabelle Navarro, Blanca del Rio Salam, M Towhid Vora, Hita Nicolae, Dan L Ober, Carole Martinez, Fernando D Bleecker, Eugene R Meyers, Deborah A Gauderman, W James Gilliland, Frank Burchard, Esteban G Barnes, Kathleen C Williams, L Keoki London, Stephanie J Zhang, Bin Raby, Benjamin A Weiss, Scott T BMC Med Genomics Research Article BACKGROUND: Allergic rhinitis is a common disease whose genetic basis is incompletely explained. We report an integrated genomic analysis of allergic rhinitis. METHODS: We performed genome wide association studies (GWAS) of allergic rhinitis in 5633 ethnically diverse North American subjects. Next, we profiled gene expression in disease-relevant tissue (peripheral blood CD4+ lymphocytes) collected from subjects who had been genotyped. We then integrated the GWAS and gene expression data using expression single nucleotide (eSNP), coexpression network, and pathway approaches to identify the biologic relevance of our GWAS. RESULTS: GWAS revealed ethnicity-specific findings, with 4 genome-wide significant loci among Latinos and 1 genome-wide significant locus in the GWAS meta-analysis across ethnic groups. To identify biologic context for these results, we constructed a coexpression network to define modules of genes with similar patterns of CD4+ gene expression (coexpression modules) that could serve as constructs of broader gene expression. 6 of the 22 GWAS loci with P-value ≤ 1x10(−6) tagged one particular coexpression module (4.0-fold enrichment, P-value 0.0029), and this module also had the greatest enrichment (3.4-fold enrichment, P-value 2.6 × 10(−24)) for allergic rhinitis-associated eSNPs (genetic variants associated with both gene expression and allergic rhinitis). The integrated GWAS, coexpression network, and eSNP results therefore supported this coexpression module as an allergic rhinitis module. Pathway analysis revealed that the module was enriched for mitochondrial pathways (8.6-fold enrichment, P-value 4.5 × 10(−72)). CONCLUSIONS: Our results highlight mitochondrial pathways as a target for further investigation of allergic rhinitis mechanism and treatment. Our integrated approach can be applied to provide biologic context for GWAS of other diseases. BioMed Central 2014-08-02 /pmc/articles/PMC4127082/ /pubmed/25085501 http://dx.doi.org/10.1186/1755-8794-7-48 Text en Copyright © 2014 Bunyavanich et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Bunyavanich, Supinda Schadt, Eric E Himes, Blanca E Lasky-Su, Jessica Qiu, Weiliang Lazarus, Ross Ziniti, John P Cohain, Ariella Linderman, Michael Torgerson, Dara G Eng, Celeste S Pino-Yanes, Maria Padhukasahasram, Badri Yang, James J Mathias, Rasika A Beaty, Terri H Li, Xingnan Graves, Penelope Romieu, Isabelle Navarro, Blanca del Rio Salam, M Towhid Vora, Hita Nicolae, Dan L Ober, Carole Martinez, Fernando D Bleecker, Eugene R Meyers, Deborah A Gauderman, W James Gilliland, Frank Burchard, Esteban G Barnes, Kathleen C Williams, L Keoki London, Stephanie J Zhang, Bin Raby, Benjamin A Weiss, Scott T Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title | Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title_full | Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title_fullStr | Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title_full_unstemmed | Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title_short | Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
title_sort | integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4127082/ https://www.ncbi.nlm.nih.gov/pubmed/25085501 http://dx.doi.org/10.1186/1755-8794-7-48 |
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