Biological exacerbation clusters demonstrate asthma and chronic obstructive pulmonary disease overlap with distinct mediator and microbiome profiles

Michael A Ghebre, Pee Hwee Pang, Sarah Diver, Dhananjay Desai, Mona Bafadhel, Koirobi Haldar, Tatiana Kebadze, Suzanne Cohen, Paul Newbold, Laura Rapley, Joanne Woods, Paul Rugman, Ian D Pavord, Sebastian L Johnston, Michael Barer, Richard D May, Christopher E Brightling, Michael A Ghebre, Pee Hwee Pang, Sarah Diver, Dhananjay Desai, Mona Bafadhel, Koirobi Haldar, Tatiana Kebadze, Suzanne Cohen, Paul Newbold, Laura Rapley, Joanne Woods, Paul Rugman, Ian D Pavord, Sebastian L Johnston, Michael Barer, Richard D May, Christopher E Brightling

Abstract

Background: Exacerbations of asthma and chronic obstructive pulmonary disease (COPD) are heterogeneous.

Objective: We sought to investigate the sputum cellular, mediator, and microbiome profiles of both asthma and COPD exacerbations.

Methods: Patients with severe asthma or moderate-to-severe COPD were recruited prospectively to a single center. Sputum mediators were available in 32 asthmatic patients and 73 patients with COPD assessed at exacerbation. Biologic clusters were determined by using factor and cluster analyses on a panel of sputum mediators. Patterns of clinical parameters, sputum mediators, and microbiome communities were assessed across the identified clusters.

Results: The asthmatic patients and patients with COPD had different clinical characteristics and inflammatory profiles but similar microbial ecology. Three exacerbation biologic clusters were identified. Cluster 1 was COPD predominant, with 27 patients with COPD and 7 asthmatic patients exhibiting increased blood and sputum neutrophil counts, proinflammatory mediators (IL-1β, IL-6, IL-6 receptor, TNF-α, TNF receptors 1 and 2, and vascular endothelial growth factor), and proportions of the bacterial phylum Proteobacteria. Cluster 2 had 10 asthmatic patients and 17 patients with COPD with increased blood and sputum eosinophil counts, type 2 mediators (IL-5, IL-13, CCL13, CCL17, and CCL26), and proportions of the bacterial phylum Bacteroidetes. Cluster 3 had 15 asthmatic patients and 29 patients with COPD with increased type 1 mediators (CXCL10, CXCL11, and IFN-γ) and proportions of the phyla Actinobacteria and Firmicutes.

Conclusions: A biologic clustering approach revealed 3 subgroups of asthma and COPD exacerbations, each with different percentages of patients with overlapping asthma and COPD. The sputum mediator and microbiome profiles were distinct between clusters.

Keywords: Asthma; asthma and chronic obstructive pulmonary disease heterogeneity; chronic obstructive pulmonary disease; factor and cluster analyses; inflammatory profiles; microbiome abundances; phylum and genus levels.

Copyright © 2018 The Authors. Published by Elsevier Inc. All rights reserved.

Figures

Graphical abstract
Graphical abstract
Fig 1
Fig 1
The 3 identified exacerbation biologic clusters presented using the subjects' discriminant scores. Open triangles indicate asthmatic patients, and solid circles indicate patients with COPD. Orange, green, and purple colors represent clusters 1, 2, and 3, respectively.
Fig 2
Fig 2
Alpha diversity at the phylum level (using the Shannon-Weiner index): proportion and patterns of relative abundance of the most abundant phyla and P/F ratio in log format (base 10) across the identified exacerbation biologic clusters.
Fig 3
Fig 3
Alpha diversity at the genus level (using the Shannon-Weiner index): proportion and patterns of relative abundance of the most abundant genera or those known to be important airway pathogens across the identified exacerbation biologic clusters.
Fig E1
Fig E1
Alpha diversity at the phylum level (using the Shannon-Weiner index): relative abundances of the most abundant phyla and P/F ratio in log format (base 10) across asthmatic patients and patients with COPD.
Fig E2
Fig E2
Alpha diversity at the genus level (using the Shannon-Weiner index): relative abundances of the most abundant genera and known major airway pathogens across asthmatic patients and patients with COPD.
Fig E3
Fig E3
Sputum IL-1β, IL-5, and CXCL10 levels in each cluster at stable state and exacerbation.

References

    1. GBD 2015 Disease and Injury Incidence and Prevalence Collaborators Global, regional, and national incidence, prevalence, and years lived with disability for 310 diseases and injuries, 1990-2015: a systematic analysis for the global burden of disease study 2015. Lancet. 2016;388:1545–1602.
    1. Haldar P., Pavord I.D., Shaw D.E., Berry M.A., Thomas M., Brightling C.E. Cluster analysis and clinical asthma phenotypes. Am J Respir Crit Care Med. 2008;178:218–224.
    1. Moore W.C., Meyers D.A., Wenzel S.E., Teague W.G., Li H., Li X. Identification of asthma phenotypes using cluster analysis in the severe asthma research program. Am J Respir Crit Care Med. 2010;181:315–323.
    1. Bafadhel M., McKenna S., Terry S., Mistry V., Reid C., Haldar P. Acute exacerbations of chronic obstructive pulmonary disease: identification of biologic clusters and their biomarkers. Am J Respir Crit Care Med. 2011;184:662–671.
    1. Siroux V., Basagana X., Boudier A., Pin I., Garcia-Aymerich J., Vesin A. Identifying adult asthma phenotypes using a clustering approach. Eur Respir J. 2011;38:310–317.
    1. Burgel P.R., Paillasseur J.L., Caillaud D., Tillie-Leblond I., Chanez P., Escamilla R. Clinical COPD phenotypes: a novel approach using principal component and cluster analyses. Eur Respir J. 2010;36:531–539.
    1. Ghebre M.A., Bafadhel M., Desai D., Cohen S.E., Newbold P., Rapley L. Biological clustering supports both “Dutch” and “British” hypotheses of asthma and chronic obstructive pulmonary disease. J Allergy Clin Immunol. 2015;135:63–72.
    1. Bafadhel M., McCormick M., Saha S., McKenna S., Shelley M., Hargadon B. Profiling of sputum inflammatory mediators in asthma and chronic obstructive pulmonary disease. Respiration. 2012;83:36–44.
    1. Global Initiative for Asthma Global strategy for asthma management and prevention, 2017. Available at:
    1. From the global strategy for the diagnosis, management and prevention of COPD, Global Initiative for Chronic Obstructive Lung Disease (GOLD) 2017. Available at:
    1. Desai D., Newby C., Symon F.A., Haldar P., Shah S., Gupta S. Elevated sputum interleukin-5 and submucosal eosinophilia in obese individuals with severe asthma. Am J Respir Crit Care Med. 2013;188:657–663.
    1. Bafadhel M., McKenna S., Terry S., Mistry V., Pancholi M., Venge P. Blood eosinophils to direct corticosteroid treatment of exacerbations of chronic obstructive pulmonary disease: a randomized placebo-controlled trial. Am J Respir Crit Care Med. 2012;186:48–55.
    1. Caporaso J.G., Kuczynski J., Stombaugh J., Bittinger K., Bushman F.D., Costello E.K. QIIME allows analysis of high-throughput community sequencing data. Nat Methods. 2010;7:335–336.
    1. Seemungal T.A., Wilkinson T.M., Hurst J.R., Perera W.R., Sapsford R.J., Wedzicha J.A. Long-term erythromycin therapy is associated with decreased chronic obstructive pulmonary disease exacerbations. Am J Respir Crit Care Med. 2008;178:1139–1147.
    1. Albert R.K., Connett J., Bailey W.C., Casaburi R., Cooper J.A., Jr., Criner G.J. Azithromycin for prevention of exacerbations of COPD. N Engl J Med. 2011;365:689–698.
    1. Nouira S., Marghli S., Belghith M., Besbes L., Elatrous S., Abroug F. Once daily oral ofloxacin in chronic obstructive pulmonary disease exacerbation requiring mechanical ventilation: a randomised placebo-controlled trial. Lancet. 2001;358:2020–2025.
    1. Vollenweider D.J., Jarrett H., Steurer-Stey C.A., Garcia-Aymerich J., Puhan M.A. Antibiotics for exacerbations of chronic obstructive pulmonary disease. Cochrane Database Syst Rev. 2012;(12):CD010257.
    1. Brusselle G.G., Vanderstichele C., Jordens P., Deman R., Slabbynck H., Ringoet V. Azithromycin for prevention of exacerbations in severe asthma (AZISAST): a multicentre randomised double-blind placebo-controlled trial. Thorax. 2013;68:322–329.
    1. Gibson P.G., Yang I.A., Upham J.W., Reynolds P.N., Hodge S., James A.L. Effect of azithromycin on asthma exacerbations and quality of life in adults with persistent uncontrolled asthma (AMAZES): a randomised, double-blind, placebo-controlled trial. Lancet. 2017;390:659–668.
    1. Johnston S.L., Szigeti M., Cross M., Brightling C., Chaudhuri R., Harrison T. Azithromycin for acute exacerbations of asthma: the AZALEA randomized clinical trial. JAMA Intern Med. 2016;176:1630–1637.
    1. Johnston S.L., Blasi F., Black P.N., Martin R.J., Farrell D.J., Nieman R.B. The effect of telithromycin in acute exacerbations of asthma. N Engl J Med. 2006;354:1589–1600.
    1. Wang Z., Bafadhel M., Haldar K., Spivak A., Mayhew D., Miller B.E. Lung microbiome dynamics in COPD exacerbations. Eur Respir J. 2016;47:1082–1092.
    1. Wang Z., Singh R., Miller B.E., Tal-Singer R., Van Horn S., Tomsho L. Sputum microbiome temporal variability and dysbiosis in chronic obstructive pulmonary disease exacerbations: an analysis of the COPDMAP study. Thorax. 2018;73:331–338.
    1. Haldar K., Bafadhel M., Lau K., Berg A., Kwambana B., Kebadze T. Microbiome balance in sputum determined by PCR stratifies COPD exacerbations and shows potential for selective use of antibiotics. PLoS One. 2017;12:e0182833.
    1. Brightling C.E., Monteiro W., Ward R., Parker D., Morgan M.D., Wardlaw A.J. Sputum eosinophilia and short-term response to prednisolone in chronic obstructive pulmonary disease: a randomised controlled trial. Lancet. 2000;356:1480–1485.
    1. Siva R., Green R.H., Brightling C.E., Shelley M., Hargadon B., McKenna S. Eosinophilic airway inflammation and exacerbations of COPD: a randomised controlled trial. Eur Respir J. 2007;29:906–913.
    1. Haldar P., Brightling C.E., Hargadon B., Gupta S., Monteiro W., Sousa A. Mepolizumab and exacerbations of refractory eosinophilic asthma. N Engl J Med. 2009;360:973–984.
    1. Pavord I.D., Korn S., Howarth P., Bleecker E.R., Buhl R., Keene O.N. Mepolizumab for severe eosinophilic asthma (DREAM): a multicentre, double-blind, placebo-controlled trial. Lancet. 2012;380:651–659.
    1. Ortega H.G., Liu M.C., Pavord I.D., Brusselle G.G., FitzGerald J.M., Chetta A. Mepolizumab treatment in patients with severe eosinophilic asthma. N Engl J Med. 2014;371:1198–1207.
    1. Castro M., Zangrilli J., Wechsler M.E., Bateman E.D., Brusselle G.G., Bardin P. Reslizumab for inadequately controlled asthma with elevated blood eosinophil counts: results from two multicentre, parallel, double-blind, randomised, placebo-controlled, phase 3 trials. Lancet Respir Med. 2015;3:355–366.
    1. Bjermer L., Lemiere C., Maspero J., Weiss S., Zangrilli J., Germinaro M. Reslizumab for inadequately controlled asthma with elevated blood eosinophil levels: a randomized phase 3 study. Chest. 2016;150:789–798.
    1. Corren J., Weinstein S., Janka L., Zangrilli J., Garin M. Phase 3 study of reslizumab in patients with poorly controlled asthma: effects across a broad range of eosinophil counts. Chest. 2016;150:799–810.
    1. Bleecker E.R., FitzGerald J.M., Chanez P., Papi A., Weinstein S.F., Barker P. Efficacy and safety of benralizumab for patients with severe asthma uncontrolled with high-dosage inhaled corticosteroids and long-acting beta2-agonists (SIROCCO): a randomised, multicentre, placebo-controlled phase 3 trial. Lancet. 2016;388:2115–2127.
    1. FitzGerald J.M., Bleecker E.R., Nair P., Korn S., Ohta K., Lommatzsch M. Benralizumab, an anti-interleukin-5 receptor alpha monoclonal antibody, as add-on treatment for patients with severe, uncontrolled, eosinophilic asthma (CALIMA): a randomised, double-blind, placebo-controlled phase 3 trial. Lancet. 2016;388:2128–2141.
    1. Brightling C.E., Bleecker E.R., Panettieri R.A., Jr., Bafadhel M., She D., Ward C.K. Benralizumab for chronic obstructive pulmonary disease and sputum eosinophilia: a randomised, double-blind, placebo-controlled, phase 2a study. Lancet Respir Med. 2014;2:891–901.
    1. Dasgupta A., Kjarsgaard M., Capaldi D., Radford K., Aleman F., Boylan C. A pilot randomised clinical trial of mepolizumab in COPD with eosinophilic bronchitis. Eur Respir J. 2017;49
    1. Pavord I.D., Chanez P., Criner G.J., Kerstjens H.A.M., Korn S., Lugogo N. Mepolizumab for eosinophilic chronic obstructive pulmonary disease. N Engl J Med. 2017;377:1613–1629.
    1. Wark P.A., Bucchieri F., Johnston S.L., Gibson P.G., Hamilton L., Mimica J. IFN-gamma-induced protein 10 is a novel biomarker of rhinovirus-induced asthma exacerbations. J Allergy Clin Immunol. 2007;120:586–593.
    1. Quint J.K., Donaldson G.C., Goldring J.J., Baghai-Ravary R., Hurst J.R., Wedzicha J.A. Serum IP-10 as a biomarker of human rhinovirus infection at exacerbation of COPD. Chest. 2010;137:812–822.
    1. Mallia P., Message S.D., Gielen V., Contoli M., Gray K., Kebadze T. Experimental rhinovirus infection as a human model of chronic obstructive pulmonary disease exacerbation. Am J Respir Crit Care Med. 2011;183:734–742.

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