Network-based analysis reveals novel gene signatures in peripheral blood of patients with chronic obstructive pulmonary disease

被引:30
|
作者
Obeidat, Ma'en [1 ]
Nie, Yunlong [1 ]
Chen, Virginia [2 ]
Shannon, Casey P. [2 ]
Andiappan, Anand Kumar [3 ]
Lee, Bernett [3 ]
Rotzschke, Olaf [3 ]
Castaldi, Peter J. [4 ,5 ,6 ]
Hersh, Craig P. [4 ,6 ,7 ]
Fishbane, Nick [1 ]
Ng, Raymond T. [2 ]
McManus, Bruce [1 ,2 ]
Miller, Bruce E. [8 ]
Rennard, Stephen [9 ,10 ]
Pare, Peter D. [1 ,11 ]
Sin, Don D. [1 ,11 ]
机构
[1] Univ British Columbia, St Pauls Hosp, Ctr Heart Lung Innovat, 1081 Burrard St, Vancouver, BC V6Z 1Y6, Canada
[2] Prevent Organ Failure PROOF Ctr Excellence, Vancouver, BC, Canada
[3] Singapore Immunol Network, 8A Biomed Grove, Singapore, Singapore
[4] Brigham & Womens Hosp, Channing Div Network Med, 75 Francis St, Boston, MA 02115 USA
[5] Brigham & Womens Hosp, Div Gen Internal Med & Primary Care, 75 Francis St, Boston, MA 02115 USA
[6] Harvard Med Sch, Boston, MA 02115 USA
[7] Brigham & Womens Hosp, Pulm & Crit Care Div, 75 Francis St, Boston, MA 02115 USA
[8] GlaxoSmithKline, King Of Prussia, PA USA
[9] Univ Nebraska, Med Ctr, Div Pulm & Crit Care, Omaha, NE USA
[10] AstraZeneca, Clin Discovery Unit, Early Clin Dev, Cambridge, England
[11] Univ British Columbia, Dept Med, Resp Div, Vancouver, BC, Canada
关键词
COPD; FEV1; Blood; mRNA; Gene expression; Co-expression; WGCNA; Biomarker; Transcriptome; LEUKOCYTE COUNT; EXPRESSION; DISCOVERY; FRAMEWORK; IMMUNE; CELLS;
D O I
10.1186/s12931-017-0558-1
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Background: Chronic obstructive pulmonary disease (COPD) is currently the third leading cause of death and there is a huge unmet clinical need to identify disease biomarkers in peripheral blood. Compared to gene level differential expression approaches to identify gene signatures, network analyses provide a biologically intuitive approach which leverages the co-expression patterns in the transcriptome to identify modules of co-expressed genes. Methods: A weighted gene co-expression network analysis (WGCNA) was applied to peripheral blood transcriptome from 238 COPD subjects to discover co-expressed gene modules. We then determined the relationship between these modules and forced expiratory volume in 1 s (FEV1). In a second, independent cohort of 381 subjects, we determined the preservation of these modules and their relationship with FEV1. For those modules that were significantly related to FEV1, we determined the biological processes as well as the blood cell-specific gene expression that were over-represented using additional external datasets. Results: Using WGCNA, we identified 17 modules of co-expressed genes in the discovery cohort. Three of these modules were significantly correlated with FEV1 (FDR < 0.1). In the replication cohort, these modules were highly preserved and their FEV1 associations were reproducible (P < 0.05). Two of the three modules were negatively related to FEV1 and were enriched in IL8 and IL10 pathways and correlated with neutrophil-specific gene expression. The positively related module, on the other hand, was enriched in DNA transcription and translation and was strongly correlated to CD4+, CD8+ T cell-specific gene expression. Conclusions: Network based approaches are promising tools to identify potential biomarkers for COPD.
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页数:11
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