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Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis
Rheumatoid arthritis (RA) is a complex and systematic autoimmune disease, which is usually influenced by both genetic and environmental factors. Pathway analyses based on a single data type such as microarray data or SNP data have successfully revealed some biology pathways associated with RA. Howev...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4890988/ https://www.ncbi.nlm.nih.gov/pubmed/26885899 http://dx.doi.org/10.18632/oncotarget.7390 |
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author | Zhang, Mingming Mu, Hongbo Lv, Hongchao Duan, Lian Shang, Zhenwei Li, Jin Jiang, Yongshuai Zhang, Ruijie |
author_facet | Zhang, Mingming Mu, Hongbo Lv, Hongchao Duan, Lian Shang, Zhenwei Li, Jin Jiang, Yongshuai Zhang, Ruijie |
author_sort | Zhang, Mingming |
collection | PubMed |
description | Rheumatoid arthritis (RA) is a complex and systematic autoimmune disease, which is usually influenced by both genetic and environmental factors. Pathway analyses based on a single data type such as microarray data or SNP data have successfully revealed some biology pathways associated with RA. However, we found that the pathway analysis based on a single data type only provide limited understanding about the pathogenesis of RA. Gene-disease association is usually caused by many ways, such as genotype, gene expression and so on. Therefore, the integrative analysis method combining multiple levels of evidence can more precisely and comprehensively identify the pathway associations. In this study, we performed a pathway analysis by integrating GWAS and gene expression analysis to detect the RA-related pathways. The integrative analysis identified 28 pathways associated with RA. Among these pathways, 18 pathways were also found by both GWAS and gene expression analysis, 7 pathways are novel RA-related pathways, such as B cell receptor signaling pathway, Toll-like receptor signaling pathway, Fc gamma R-mediated phagocytosis and so on. Compared with pathway analyses using only one type genomic data, we found integrative analysis can increase the power to identify the real associations and provided more stable and accurate results. We believe these results will contribute to perform future genetic studies in RA pathogenesis and may promote the development of new therapeutic strategies by targeting these pathways. |
format | Online Article Text |
id | pubmed-4890988 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-48909882016-06-20 Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis Zhang, Mingming Mu, Hongbo Lv, Hongchao Duan, Lian Shang, Zhenwei Li, Jin Jiang, Yongshuai Zhang, Ruijie Oncotarget Research Paper: Pathology Rheumatoid arthritis (RA) is a complex and systematic autoimmune disease, which is usually influenced by both genetic and environmental factors. Pathway analyses based on a single data type such as microarray data or SNP data have successfully revealed some biology pathways associated with RA. However, we found that the pathway analysis based on a single data type only provide limited understanding about the pathogenesis of RA. Gene-disease association is usually caused by many ways, such as genotype, gene expression and so on. Therefore, the integrative analysis method combining multiple levels of evidence can more precisely and comprehensively identify the pathway associations. In this study, we performed a pathway analysis by integrating GWAS and gene expression analysis to detect the RA-related pathways. The integrative analysis identified 28 pathways associated with RA. Among these pathways, 18 pathways were also found by both GWAS and gene expression analysis, 7 pathways are novel RA-related pathways, such as B cell receptor signaling pathway, Toll-like receptor signaling pathway, Fc gamma R-mediated phagocytosis and so on. Compared with pathway analyses using only one type genomic data, we found integrative analysis can increase the power to identify the real associations and provided more stable and accurate results. We believe these results will contribute to perform future genetic studies in RA pathogenesis and may promote the development of new therapeutic strategies by targeting these pathways. Impact Journals LLC 2016-02-14 /pmc/articles/PMC4890988/ /pubmed/26885899 http://dx.doi.org/10.18632/oncotarget.7390 Text en Copyright: © 2016 Zhang et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper: Pathology Zhang, Mingming Mu, Hongbo Lv, Hongchao Duan, Lian Shang, Zhenwei Li, Jin Jiang, Yongshuai Zhang, Ruijie Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title | Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title_full | Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title_fullStr | Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title_full_unstemmed | Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title_short | Integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
title_sort | integrative analysis of genome-wide association studies and gene expression analysis identifies pathways associated with rheumatoid arthritis |
topic | Research Paper: Pathology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4890988/ https://www.ncbi.nlm.nih.gov/pubmed/26885899 http://dx.doi.org/10.18632/oncotarget.7390 |
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