Meta-analysis of peripheral blood gene expression modules for COPD phenotypes

被引:16
作者
Reinhold, Dominik [1 ]
Morrow, Jarrett D. [2 ]
Jacobson, Sean [3 ]
Hu, Junxiao [1 ]
Ringel, Benjamin [4 ]
Seibold, Max A. [4 ,5 ]
Hersh, Craig P. [2 ]
Kechris, Katerina J. [1 ]
Bowler, Russell P. [3 ]
机构
[1] Univ Colorado Denver, Dept Biostat & Informat, Colorado Sch Publ Hlth, Aurora, CO 80045 USA
[2] Brigham & Womens Hosp, Channing Div Network Med, 75 Francis St, Boston, MA 02115 USA
[3] Natl Jewish Hlth, Dept Med, Denver, CO USA
[4] Natl Jewish Hlth, Ctr Genes Environm & Hlth, Dept Pediat, Denver, CO USA
[5] Univ Colorado, Sch Med, Div Pulm Sci & Crit Care Med, Aurora, CO USA
基金
美国国家卫生研究院;
关键词
OBSTRUCTIVE PULMONARY-DISEASE; EPIDEMIOLOGY; RESPONSES; PROFILES; SMOKERS; CELLS;
D O I
10.1371/journal.pone.0185682
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Chronic obstructive pulmonary disease (COPD) occurs typically in current or former smokers, but only a minority of people with smoking history develops the disease. Besides environmental factors, genetics is an important risk factor for COPD. However, the relationship between genetics, environment and phenotypes is not well understood. Sample sizes for genome-wide expression studies based on lung tissue have been small due to the invasive nature of sample collection. Increasing evidence for the systemic nature of the disease makes blood a good alternative source to study the disease, but there have also been few large-scale blood genomic studies in COPD. Due to the complexity and heterogeneity of COPD, examining groups of interacting genes may have more relevance than identifying individual genes. Therefore, we used Weighted Gene Co-expression Network Analysis to find groups of genes (modules) that are highly connected. However, module definitions may vary between individual data sets. To alleviate this problem, we used a consensus module definition based on two cohorts, COPDGene and ECLIPSE. We studied the relationship between the consensus modules and COPD phenotypes airflow obstruction and emphysema. We also used these consensus module definitions on an independent cohort (TESRA) and performed a meta analysis involving all data sets. We found several modules that are associated with COPD phenotypes, are enriched in functional categories and are overrepresented for cell-type specific genes. Of the 14 consensus modules, three were strongly associated with airflow obstruction (meta p <= 0.0002), and two had some association with emphysema (meta p <= 0.06); some associations were stronger in the case-control cohorts, and others in the cases-only subcohorts. Gene Ontology terms that were overrepresented included "immune response" and "defense response." The cell types whose type-specific genes were overrepresented in modules (p < 0.05) included natural killer cells, dendritic cells, and neutrophils. Together, this is the largest investigation of gene blood expression in COPD with 469 cases in COPDGene, ECLIPSE and TESRA combined, with 6267 genes common to all data sets. Additional, we have 42 and 83 controls in COPDGene and ECLIPSE, respectively.
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页数:20
相关论文
共 33 条
[1]   COPD as a Systemic Disease [J].
Agusti, Alvar ;
Soriano, Joan B. .
COPD-JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE, 2008, 5 (02) :133-138
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   Peripheral Blood Mononuclear Cell Gene Expression in Chronic Obstructive Pulmonary Disease [J].
Bahr, Timothy M. ;
Hughes, Grant J. ;
Armstrong, Michael ;
Reisdorph, Rick ;
Coldren, Christopher D. ;
Edwards, Michael G. ;
Schnell, Christina ;
Kedl, Ross ;
LaFlamme, Daniel J. ;
Reisdorph, Nichole ;
Kechris, Katerina J. ;
Bowler, Russell P. .
AMERICAN JOURNAL OF RESPIRATORY CELL AND MOLECULAR BIOLOGY, 2013, 49 (02) :316-323
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]  
Bhattacharya Soumyaroop, 2011, J Clin Bioinforma, V1, P12, DOI 10.1186/2043-9113-1-12
[6]   Molecular Biomarkers for Quantitative and Discrete COPD Phenotypes [J].
Bhattacharya, Soumyaroop ;
Srisuma, Sorachai ;
DeMeo, Dawn L. ;
Shapiro, Steven D. ;
Bueno, Raphael ;
Silverman, Edwin K. ;
Reilly, John J. ;
Mariani, Thomas J. .
AMERICAN JOURNAL OF RESPIRATORY CELL AND MOLECULAR BIOLOGY, 2009, 40 (03) :359-367
[7]   Plasma Sphingolipids Associated with Chronic Obstructive Pulmonary Disease Phenotypes [J].
Bowler, Russell P. ;
Jacobson, Sean ;
Cruickshank, Charmion ;
Hughes, Grant J. ;
Siska, Charlotte ;
Ory, Daniel S. ;
Petrache, Irina ;
Schaffer, Jean E. ;
Reisdorph, Nichole ;
Kechris, Katerina .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2015, 191 (03) :275-284
[8]   Gene expression profiling of peripheral blood leukocytes identifies potential novel biomarkers of chronic obstructive pulmonary disease in current and former smokers [J].
Edmiston, Jeffery S. ;
Archer, Kellie J. ;
Scian, Mariano J. ;
Joyce, Andrew R. ;
Zedler, Barbara K. ;
Murrelle, E. Lenn .
BIOMARKERS, 2010, 15 (08) :715-730
[9]   Global strategy for the diagnosis, management and prevention of COPD: 2003 [J].
Fabbri, LM ;
Hurd, SS .
EUROPEAN RESPIRATORY JOURNAL, 2003, 22 (01) :1-2
[10]  
Fortunel NO, 2003, SCIENCE, V302, P393