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Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data
The diagnosis and treatment of childhood asthma is complicated by its mechanistically distinct subtypes (endotypes) driven by genetic susceptibility and modulating environmental factors. Clinical biomarkers and blood gene expression were collected from a stratified, cross-sectional study of asthmati...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4314082/ https://www.ncbi.nlm.nih.gov/pubmed/25643280 http://dx.doi.org/10.1371/journal.pone.0117445 |
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author | George, Barbara Jane Reif, David M. Gallagher, Jane E. Williams-DeVane, ClarLynda R. Heidenfelder, Brooke L. Hudgens, Edward E. Jones, Wendell Neas, Lucas Hubal, Elaine A. Cohen Edwards, Stephen W. |
author_facet | George, Barbara Jane Reif, David M. Gallagher, Jane E. Williams-DeVane, ClarLynda R. Heidenfelder, Brooke L. Hudgens, Edward E. Jones, Wendell Neas, Lucas Hubal, Elaine A. Cohen Edwards, Stephen W. |
author_sort | George, Barbara Jane |
collection | PubMed |
description | The diagnosis and treatment of childhood asthma is complicated by its mechanistically distinct subtypes (endotypes) driven by genetic susceptibility and modulating environmental factors. Clinical biomarkers and blood gene expression were collected from a stratified, cross-sectional study of asthmatic and non-asthmatic children from Detroit, MI. This study describes four distinct asthma endotypes identified via a purely data-driven method. Our method was specifically designed to integrate blood gene expression and clinical biomarkers in a way that provides new mechanistic insights regarding the different asthma endotypes. For example, we describe metabolic syndrome-induced systemic inflammation as an associated factor in three of the four asthma endotypes. Context provided by the clinical biomarker data was essential in interpreting gene expression patterns and identifying putative endotypes, which emphasizes the importance of integrated approaches when studying complex disease etiologies. These synthesized patterns of gene expression and clinical markers from our research may lead to development of novel serum-based biomarker panels. |
format | Online Article Text |
id | pubmed-4314082 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-43140822015-02-13 Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data George, Barbara Jane Reif, David M. Gallagher, Jane E. Williams-DeVane, ClarLynda R. Heidenfelder, Brooke L. Hudgens, Edward E. Jones, Wendell Neas, Lucas Hubal, Elaine A. Cohen Edwards, Stephen W. PLoS One Research Article The diagnosis and treatment of childhood asthma is complicated by its mechanistically distinct subtypes (endotypes) driven by genetic susceptibility and modulating environmental factors. Clinical biomarkers and blood gene expression were collected from a stratified, cross-sectional study of asthmatic and non-asthmatic children from Detroit, MI. This study describes four distinct asthma endotypes identified via a purely data-driven method. Our method was specifically designed to integrate blood gene expression and clinical biomarkers in a way that provides new mechanistic insights regarding the different asthma endotypes. For example, we describe metabolic syndrome-induced systemic inflammation as an associated factor in three of the four asthma endotypes. Context provided by the clinical biomarker data was essential in interpreting gene expression patterns and identifying putative endotypes, which emphasizes the importance of integrated approaches when studying complex disease etiologies. These synthesized patterns of gene expression and clinical markers from our research may lead to development of novel serum-based biomarker panels. Public Library of Science 2015-02-02 /pmc/articles/PMC4314082/ /pubmed/25643280 http://dx.doi.org/10.1371/journal.pone.0117445 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article George, Barbara Jane Reif, David M. Gallagher, Jane E. Williams-DeVane, ClarLynda R. Heidenfelder, Brooke L. Hudgens, Edward E. Jones, Wendell Neas, Lucas Hubal, Elaine A. Cohen Edwards, Stephen W. Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title | Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title_full | Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title_fullStr | Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title_full_unstemmed | Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title_short | Data-Driven Asthma Endotypes Defined from Blood Biomarker and Gene Expression Data |
title_sort | data-driven asthma endotypes defined from blood biomarker and gene expression data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4314082/ https://www.ncbi.nlm.nih.gov/pubmed/25643280 http://dx.doi.org/10.1371/journal.pone.0117445 |
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