A Functional and Regulatory Map of Asthma
- 1 March 2008
- journal article
- Published by American Thoracic Society in American Journal of Respiratory Cell and Molecular Biology
- Vol. 38 (3) , 324-336
- https://doi.org/10.1165/rcmb.2007-0151oc
Abstract
The prevalence and morbidity of asthma, a chronic inflammatory airway disease, is increasing. Animal models provide a meaningful but limited view of the mechanisms of asthma in humans. A systems-level view of asthma that integrates multiple levels of molecular and functional information is needed. For this, we compiled a gene expression compendium from five publicly available mouse microarray datasets and a gene knowledge base of 4,305 gene annotation sets. Using this collection we generated a high-level map of the functional themes that characterize animal models of asthma, dominated by innate and adaptive immune response. We used Module Networks analysis to identify co-regulated gene modules. The resulting modules reflect four distinct responses to treatment, including early response, general induction, repression, and IL-13-dependent response. One module with a persistent induction in response to treatment is mainly composed of genes with suggested roles in asthma, suggesting a similar role for other module members. Analysis of IL-13-dependent response using protein interaction networks highlights a role for TGF-beta1 as a key regulator of asthma. Our analysis demonstrates the discovery potential of systems-level approaches and provides a framework for applying such approaches to asthma.Keywords
This publication has 56 references indexed in Scilit:
- Expression and activation of TGF- isoforms in acute allergen-induced remodelling in asthmaThorax, 2007
- Hubs in biological interaction networks exhibit low changes in expression in experimental asthmaMolecular Systems Biology, 2007
- Gene–environment interactions in asthmaOccupational and Environmental Medicine, 2006
- Pirfenidone Modulates Airway Responsiveness, Inflammation, and Remodeling after Repeated ChallengeAmerican Journal of Respiratory Cell and Molecular Biology, 2006
- CRSD: a comprehensive web server for composite regulatory signature discoveryNucleic Acids Research, 2006
- Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profilesProceedings of the National Academy of Sciences, 2005
- Systematic discovery of regulatory motifs in human promoters and 3′ UTRs by comparison of several mammalsNature, 2005
- The Genetic Association DatabaseNature Genetics, 2004
- Dissection of experimental asthma with DNA microarray analysis identifies arginase in asthma pathogenesisJournal of Clinical Investigation, 2003
- Module networks: identifying regulatory modules and their condition-specific regulators from gene expression dataNature Genetics, 2003