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Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis
BACKGROUND: We have previously shown that childhood-onset rheumatic diseases show aberrant patterns of gene expression that reflect pathology-associated co-expression networks. In this study, we used novel computational approaches to examine how disease-associated networks are altered in one of the...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4619406/ https://www.ncbi.nlm.nih.gov/pubmed/26497493 http://dx.doi.org/10.1186/s13073-015-0227-2 |
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author | Du, Nan Jiang, Kaiyu Sawle, Ashley D. Frank, Mark Barton Wallace, Carol A. Zhang, Aidong Jarvis, James N. |
author_facet | Du, Nan Jiang, Kaiyu Sawle, Ashley D. Frank, Mark Barton Wallace, Carol A. Zhang, Aidong Jarvis, James N. |
author_sort | Du, Nan |
collection | PubMed |
description | BACKGROUND: We have previously shown that childhood-onset rheumatic diseases show aberrant patterns of gene expression that reflect pathology-associated co-expression networks. In this study, we used novel computational approaches to examine how disease-associated networks are altered in one of the most common rheumatic diseases of childhood, juvenile idiopathic arthritis (JIA). METHODS: Using whole blood gene expression profiles derived from children in a pediatric rheumatology clinical trial, we used a network approach to understanding the impact of therapy and the underlying biology of response/non-response to therapy. RESULTS: We demonstrate that therapy for JIA is associated with extensive re-ordering of gene expression networks, even in children who respond inadequately to therapy. Furthermore, we observe distinct differences in the evolution of specific network properties when we compare children who have been treated successfully with those who have inadequate treatment response. CONCLUSIONS: Despite the inherent noisiness of whole blood gene expression data, our findings demonstrate how therapeutic response might be mapped and understood in pathologically informative cells in a broad range of human inflammatory diseases. |
format | Online Article Text |
id | pubmed-4619406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46194062015-10-26 Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis Du, Nan Jiang, Kaiyu Sawle, Ashley D. Frank, Mark Barton Wallace, Carol A. Zhang, Aidong Jarvis, James N. Genome Med Research BACKGROUND: We have previously shown that childhood-onset rheumatic diseases show aberrant patterns of gene expression that reflect pathology-associated co-expression networks. In this study, we used novel computational approaches to examine how disease-associated networks are altered in one of the most common rheumatic diseases of childhood, juvenile idiopathic arthritis (JIA). METHODS: Using whole blood gene expression profiles derived from children in a pediatric rheumatology clinical trial, we used a network approach to understanding the impact of therapy and the underlying biology of response/non-response to therapy. RESULTS: We demonstrate that therapy for JIA is associated with extensive re-ordering of gene expression networks, even in children who respond inadequately to therapy. Furthermore, we observe distinct differences in the evolution of specific network properties when we compare children who have been treated successfully with those who have inadequate treatment response. CONCLUSIONS: Despite the inherent noisiness of whole blood gene expression data, our findings demonstrate how therapeutic response might be mapped and understood in pathologically informative cells in a broad range of human inflammatory diseases. BioMed Central 2015-10-24 /pmc/articles/PMC4619406/ /pubmed/26497493 http://dx.doi.org/10.1186/s13073-015-0227-2 Text en © Du et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 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 Du, Nan Jiang, Kaiyu Sawle, Ashley D. Frank, Mark Barton Wallace, Carol A. Zhang, Aidong Jarvis, James N. Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title | Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title_full | Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title_fullStr | Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title_full_unstemmed | Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title_short | Dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
title_sort | dynamic tracking of functional gene modules in treated juvenile idiopathic arthritis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4619406/ https://www.ncbi.nlm.nih.gov/pubmed/26497493 http://dx.doi.org/10.1186/s13073-015-0227-2 |
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