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. Author manuscript; available in PMC: 2021 May 20.
Published in final edited form as: Eur Respir J. 2019 Jun 27;53(6):1900453. doi: 10.1183/13993003.00453-2019

Epithelial dysregulation in obese severe asthmatics with gastro-oesophageal reflux

Jeanne-Marie Perotin 1,*, James PR Schofield 1,2, Susan J Wilson 3, Jonathan Ward 3, Joost Brandsma 1, Fabio Strazzeri 4, Aruna Bansal 5, Xian Yang 6, Anthony Rowe 7, Julie Corfield 8, Rene Lutter 9,10, Dominick E Shaw 11, Per S Bakke 12, Massimo Caruso 13,14, Barbro Dahlén 15, Stephen J Fowler 16, Ildikó Horváth 17, Peter Howarth 1, Norbert Krug 18, Paolo Montuschi 18, Marek Sanak 20, Thomas Sandström 21, Kai Sun 7, Ioannis Pandis 7, Charles Auffray 22, Bertrand De Meulder 22, Diane Lefaudeux 22, John H Riley 23, Ana R Sousa 23, Sven-Erik Dahlen 24, Ian M Adcock 25, Kian Fan Chung 25, Peter J Sterk 11, Paul J Skipp 2, Jane E Collins 1, Donna E Davies 1, Ratko Djukanović 1, IM Adcock 1,19, H Ahmed 2,19, C Auffray 3,19, P Bakke 4,19, AT Banssal 5,19, F Baribaud 6,19, S Bates 7,19, EH Bel 8,19, J Bigler 9,19, H Bisgaard 10,19, MJ Boedigheimer 11,19, K Bønnelykke 12,19, J Brandsma 13,19, P Brinkman 14,19, E Bucchioni 15,19, D Burg 16,19, A Bush 17,19, M Caruso 18,19, A Chaiboonchoe 19,19, P Chanez 20,19, KF Chung 21,19, CH Compton 22,19, J Corfield 23,19, A D’Amico 24,19, SE Dahlen 25,19, B De Meulder 26,19, R Djukanovic 27,19, VJ Erpenbeck 28,19, D Erzen 29,19, K Fichtner 30,19, N Fitch 31,19, LJ Fleming 32,19, E Formaggio 33,19, SJ Fowler 34,19, U Frey 35,19, M Gahlemann 36,19, T Geiser 37,19, Y Guo 38,19, S Hashimoto 39,19, J Haughney 40,19, G Hedlin 41,19, PW Hekking 42,19, T Higenbottam 43,19, JM Hohlfeld 44,19, C Holweg 45,19, I Horváth 46,19, P Howarth 47,19, AJ James 48,19, R Knowles 49,19, AJ Knox 50,19, N Krug 51,19, D Lefaudeux 52,19, MJ Loza 53,19, R Lutter 54,19, A Manta 55,19, S Masefield 56,19, JG Matthews 57,19, A Mazein 58,19, A Meiser 59,19, RJM Middelveld 60,19, M Miralpeix 61,19, P Montuschi 62,19, N Mores 63,19, CS Murray 64,19, J Musial 65,19, D Myles 66,19, L Pahus 67,19, I Pandis 68,19, S Pavlidis 69,19, P Powell 70,19, G Praticò 71,19, M Puig Valls 72,19, N Rao 73,19, J Riley 74,19, A Roberts 75,19, G Roberts 76,19, A Rowe 77,19, T Sandström 78,19, W Seibold 79,19, A Selby 80,19, DE Shaw 81,19, R Sigmund 82,19, F Singer 83,19, PJ Skipp 84,19, AR Sousa 85,19, PJ Sterk 86,19, K Sun 87,19, B Thornton 88,19, WM van Aalderen 89,19, M van Geest 90,19, J Vestbo 91,19, NH Vissing 92,19, AH Wagener 93,19, SS Wagers 94,19, Z Weiszhart 95,19, CE Wheelock 96,19, SJ Wilson 97,19, Antonios Aliprantis 98,19, David Allen 99,19, Kjell Alving 100,19, P Badorrek 101,19, David Balgoma 102,19, S Ballereau 103,19, Clair Barber 104,19, Manohara Kanangana Batuwitage 105,19, An Bautmans 106,19, A Bedding 107,19, AF Behndig 108,19, Jorge Beleta 109,19, A Berglind 110,19, A Berton 111,19, Grazyna Bochenek 112,19, Armin Braun 113,19, D Campagna 114,19, Leon Carayannopoulos 115,19, C Casaulta 116,19, Romanas Chaleckis 117,19, B Dahlén 118,19, Timothy Davison 119,19, Jorge De Alba 120,19, Inge De Lepeleire 121,19, Tamara Dekker 122,19, Ingrid Delin 123,19, P Dennison 124,19, Annemiek Dijkhuis 125,19, Paul Dodson 126,19, Aleksandra Draper 127,19, K Dyson 128,19, Jessica Edwards 129,19, L El Hadjam 130,19, Rosalia Emma 131,19, Magnus Ericsson 132,19, C Faulenbach 133,19, Breda Flood 134,19, G Galffy 135,19, Hector Gallart 136,19, D Garissi 137,19, J Gent 138,19, M Gerhardsson de Verdier 139,19, D Gibeon 140,19, Cristina Gomez 141,19, Kerry Gove 142,19, Neil Gozzard 143,19, E Guillmant-Farry 144,19, E Henriksson 145,19, Lorraine Hewitt 146,19, U Hoda 147,19, Richard Hu 148,19, Sile Hu 149,19, X Hu 150,19, E Jeyasingham 151,19, K Johnson 152,19, N Jullian 153,19, Juliette Kamphuis 154,19, Erika J Kennington 155,19, Dyson Kerry 156,19, G Kerry 157,19, M Klüglich 158,19, Hugo Knobel 159,19, Johan Kolmert 160,19, JR Konradsen 161,19, Maxim Kots 162,19, Kosmas Kretsos 163,19, L Krueger 164,19, Scott Kuo 165,19, Maciej Kupczyk 166,19, Bart Lambrecht 167,19, A-S Lantz 168,19, Christopher Larminie 169,19, LX Larsson 170,19, P Latzin 171,19, N Lazarinis 172,19, N Lemonnier 173,19, Saeeda Lone-Latif 174,19, LA Lowe 175,19, Alexander Manta 176,19, Lisa Marouzet 177,19, Jane Martin 178,19, Caroline Mathon 179,19, L McEvoy 180,19, Sally Meah 181,19, A Menzies-Gow 182,19, Leanne Metcalf 183,19, Maria Mikus 184,19, Philip Monk 185,19, Shama Naz 186,19, K Nething 187,19, Ben Nicholas 188,19, U Nihlén 189,19, Peter Nilsson 190,19, R Niven 191,19, B Nordlund 192,19, S Nsubuga 193,19, Jörgen Östling 194,19, Antonio Pacino 195,19, Susanna Palkonen 196,19, J Pellet 197,19, Giorgio Pennazza 198,19, Anne Petrén 199,19, Sandy Pink 200,19, C Pison 201,19, Anthony Postle 202,19, Malayka Rahman-Amin 203,19, Lara Ravanetti 204,19, Emma Ray 205,19, Stacey Reinke 206,19, Leanne Reynolds 207,19, K Riemann 208,19, Martine Robberechts 209,19, JP Rocha 210,19, C Rossios 211,19, Kirsty Russell 212,19, Michael Rutgers 213,19, G Santini 214,19, Marco Santoninco 215,19, M Saqi 216,19, Corinna Schoelch 217,19, James PR Schofield 218,19, S Scott 219,19, N Sehgal 220,19, Marcus Sjödin 221,19, Barbara Smids 222,19, Caroline Smith 223,19, Jessica Smith 224,19, Katherine M Smith 225,19, P Söderman 226,19, A Sogbessan 227,19, F Spycher 228,19, Doroteya Staykova 229,19, S Stephan 230,19, J Stokholm 231,19, K Strandberg 232,19, M Sunther 233,19, M Szentkereszty 234,19, L Tamasi 235,19, K Tariq 236,19, John-Olof Thörngren 237,19, Jonathan Thorsen 238,19, S Valente 239,19, Marianne van de Pol 240,19, CM van Drunen 241,19, Jonathan Van Eyll 242,19, Jenny Versnel 243,19, Anton Vink 244,19, C von Garnier 245,19, A Vyas 246,19, Frans Wald 247,19, Samantha Walker 248,19, Jonathan Ward 249,19, Kristiane Wetzel 250,19, Coen Wiegman 251,19, Siân Williams 252,19, Xian Yang 253,19, Elizabeth Yeyasingham 254,19, W Yu 255,19, W Zetterquist 256,19, Z Zolkipli 257,19, AH Zwinderman 258,19; Merck Sharp & Dome Corp. Members of the ethics board 19, on behalf of the U-BIOPRED Study Group
PMCID: PMC7610816  EMSID: EMS123724  PMID: 31023846

Dear Editor

Gastro-oesophageal reflux disease (GORD) and obesity are associated with frequent exacerbations and poor quality of life in asthmatics. Multiple mechanisms have been proposed for the effect of obesity, including modification of inflammation affecting epithelial cell proliferation and wound repair, while the role of GORD is poorly understood and proton pump inhibitor (PPI) are of variable efficacy. GORD might exert a deleterious effect by inducing vagal reflex, neuroinflammation and directly (via microaspiration) triggering airway inflammation. Studies of reflux in animal models and human bronchial epithelial cell culture show varying impact on inflammation and airway remodelling. We have recently demonstrated changes in the sputum proteome in severe asthmatics with GORD, providing supportive evidence for gastric secretions exerting a direct effect on the airways (1). The epithelium plays a key role in asthma, so in this study we speculated that severe asthma in obese patients with GORD would be associated with epithelial dysfunction. Because GORD is treated with PPI, drugs associated with risk of pneumonia and exacerbations of COPD and cystic fibrosis, the impact of PPI was also assessed.

We analyzed 61 never or ex-smoker asthmatics and 44 healthy never smokers from the U-BIOPRED study (2) who had undergone bronchoscopy, bronchial biopsy and epithelial brushing. Patients were categorised as obese if BMI≥30kg/m2, having or not a physician’s diagnosis of GORD, and treated or not for GORD. Epithelial brushings were processed into RNAlater for Affymetrix U133 Plus 2.0 microarray analysis (GSE76226) and bronchial biopsies were immunostained for CD3+, CD4+ and CD8+ lymphocytes and analysed for basement membrane thickness. The study was approved by national ethics committees. All participants provided consent.

Epithelial transcriptomic data were clustered by TDA using the Ayasdi Core software (Ayasdi, MenloPark, CA), with cluster boundaries defined by density using Morse theory (3). Paired t-tests were applied to log2 transformed transcriptomic data. Clinical data were analyzed by Kruskal-Wallis, Mann-Whitney U or Student t tests depending on data distribution. False discovery rate correction was applied to the differentially expressed genes (DEGs). Pathway signatures and upstream regulators were identified by Ingenuity Pathway Analysis (IPA) (QIAGEN, Redwood City, CA). Potential drug impact on DEGs was identified by Connectivity Map (CMap) analysis of DEG signatures.

TDA analysis produced three clusters of similar size (C1, 2 and 3), comprising 21 participants (34%) in C1, 23 (38%) in C2 and 22 (36%) in C3 (Fig 1). When compared to combined C2/3 clusters, C1 had a higher incidence of obesity (76% vs 47%, p=0.02), GORD (85% vs 43%, p=0.04) and GORD treatment (81% vs 36%, p=0.004) and 48% were obese and had a diagnosis of GORD and GORD treatment (compared to 10% in C2/C3, p=0.0009); this cluster was, therefore, termed the Obesity-GORD-PPI treatment [OGP] phenotype. When compared to C2/3, the OGP cluster had lower blood eosinophil counts (p=0.007), but was similar in respect of corticosteroid treatment.

Severe asthma clusters based on epithelial transcriptomics.

Severe asthma clusters based on epithelial transcriptomics.

(a) TDA network constructed with transcripts from bronchial brushings using density analysis by Morse theory, with (b) the identified clusters 1-3 colored yellow, pink and orange. (c-e) Applying BMI, GORD treatment and blood eosinophil counts as meta data, nodes are colored by intensity from blue (low intensity) to red (high intensity). (f) Heat map of the three top upregulated and three top downregulated differentially expressed genes of WNT/β-catenin, TREM1 and Calcium signalling in the OGP cluster and in airway epithelial cells exposed to PPI (column L for Lansoprazole and column R for Rabeprazole) and bile acids (column G for Glycodeoxycholic acid and T for Taurodeoxycholic acid).

IPA identified 77 pathways dysregulated in the OGP cluster relative to health, the top being the WNT/β-catenin pathway (z-score: 2.2-fold difference vs. healthy participants). Amongst the 38 DEGs related to WNT/β-catenin signalling, FZD3 and WISP1 were amongst the top upregulated (Figure 1). Application of CMap analysis to these DEGs and comparison with the genes regulated by PPI and bile acids in A549 epithelial cells (Fig 1) showed that the WNT/β-catenin signalling pathway was not associated with PPI or bile acid effects. Furthermore, although evidence points to WNT/β-catenin signalling and the WNT target gene WISP1 regulating airway remodelling and pulmonary myofibroblast proliferation in COPD and IPF (4), we did not find a difference in the thickness of the sub-epithelial lamina reticularis between the OGP cluster and the other patients.

WISP1 has been shown to be upregulated in obese individuals but has also been identified as an inhibitor of adipocyte differentiation by blocking the induction of the adipogenic transcription factors PPARγ and C/EBPα (5), both of which were downregulated in the OGP cluster. Given that PPARγ expression in bronchial epithelial cells has been shown to protect against oxidative stress and suppress MUC5AC expression, these data suggested that the OGP phenotype should be associated with airways inflammation. However, our study showed that the OGP cluster had a predominantly pauci-granulocytic sputum cell profile (p=0.017) and fewer sub-mucosal T-cells when compared to health (CD8+ cells: 10.2 vs. 20.4 cells/mm2, p=0.05; CD4+ cells: 7.2 vs 10.4, p=0.02; CD3+ cells: 23.0 vs 36.7, p=0.03). This could be explained by the finding in the OGP cluster of downregulated immune response pathways, including proliferation, activation and survival of lymphocytes, leucocyte recruitment and transepithelial migration (IL-7, TREM1 (Triggering receptor expressed on myeloid cells 1), B cell receptor and Calcium signaling; z-scores -0.69, -2.18, -2.33, -3.66 respectively). When compared to health and C2/3, the OGP cluster also exhibited downregulation of CCL5, CXCL1 and CCL11. CMap analysis identified high connectivity scores between TREM1 and effects of bile acids (CMap score 99.2), and between PPI treatment and Calcium signaling (CMap score 76.6) (Fig 1), suggesting a direct impact of bile acids and PPI treatment on immune cell accumulation.

In support of our study, recent analysis of bile acid effects on LPS-stimulated macrophages identified downregulated genes involved in differentiation and migration of immune cells, including T-cells, and decreased chemokine expression, including CCL5 and CXCL1 (6). PPI-inhibition of H+/K+ ATPase induces intracellular acidification that inhibits immune cell proliferation, decreases heparanase activation involved in ECM remodeling and degradation (7), and decreases intercellular adhesion molecule expression, resulting in reduced immune cell transmigration (8). In airway epithelial cells, TLR2 activation by DAMPs releases calcium from endoplasmic reticulum stores, resulting in chemokine regulation through activation of NFκB and calpains which cleave junctional proteins and facilitate immune cell transmigration (9). In our study, expression of TLR2, NFκB and NFκB-regulated chemokines (CCL5, CXCL1, CXCL2, CCL11, CCL22, CXCL8) was also downregulated in the OGP cluster. In contrast, expression of calreticulin and calnexin, two endoplasmic reticulum calcium storage proteins, whose expression is increased by low intracellular calcium storage (10), was upregulated in the OGP cluster, suggesting dysregulated intracellular calcium influx. This could be speculated to involve PPI-induced decrease of Ca2+-ATPase sensitivity as previously shown in myocytes (11).

The top upstream regulator for the OGP cluster was CD24 (activation z-score 2.2; p=0.0004), a cell surface receptor involved in suppression of immune responses to DAMPs (12), organization of tight junction proteins (13), regulation of adipogenesis, B-cell survival and T-cell activity (14). CD24 is a direct WNT target gene (15), which is consistent with our findings of upregulated WNT/β catenin signaling. Together, these associations suggest a central role for CD24 in the OGP phenotype.

In summary, this exploratory analysis of epithelial gene expression in severe asthma has identified 3 clusters, one of which is enriched for obesity, GORD and treatment with PPI, with an as yet unreported mechanism that could represent a new endotype. This potentially new endotype was shown to be pauci-granulocytic as a consequence of downregulated mechanisms of cell recruitment linked to bile acid exposure and PPI treatment. The implications of this endotype for virus-induced exacerbations, which are increased in asthmatics with GORD, remains to be elucidated.

Acknowledgments

Jeanne-Marie Perotin is the recipient of the European Respiratory Society’s Long Term Fellowship (Fellowship LTRF 2017) and received additional funding to support her research in Southampton, UK, from Association Régionale pour l’Aide aux Insuffisants Respiratoires de Champagne-Ardenne, Association Nationale de Formation Continue en Allergologie, Association des Allergologues de Champagne-Ardenne, Association des Pneumologues de Champagne-Ardenne. This funding is gratefully acknowledged.

Funding

U-BIOPRED is supported through an Innovative Medicines Initiative Joint Undertaking under grant agreement number 115010, resources of which are composed of financial contribution from the European Union’s Seventh Framework Program (FP7/2007-2013) and European Federation of Pharmaceutical Industries and Associations companies’ in-kind contribution (www.imi.europa.eu).

J.M.P was supported by the European Respiratory Society (Fellowship LTRF 2017), Association Régionale pour l’Aide aux Insuffisants Respiratoires de Champagne-Ardenne, Association Nationale de Formation Continue en Allergologie, Association des Allergologues de Champagne-Ardenne, Association des Pneumologues de Champagne-Ardenne.

Footnotes

Author contributions:

Substantial contributions to the conception or design of the work: J.M.P, J.PR.S, D.E.D, R.D.

Acquisition, analysis, or interpretation of data: J.M.P, J.PR.S, J.B, F.S, A.B, Y.X, A.R, J.C, S.W, J.W, R.L, D.E.S, P.S.B, M.C, B.D, S.J.F, I.H, P.H, N.K, P.M, M.S, T.S, K.S, I.P, C.A, B.D.M, D.L, J.R, A.R.S, S.E.D, I.M.A, K.F.C, P.J.S, P.J. S, D.E.D, R.D

Drafting the manuscript or revising it critically for important intellectual content: J.M.P, J.PR.S, J.E.C, D.E.D, R.D.

Final approval of the manuscript version to be published: all authors.

Contributor Information

I.M. Adcock, National Heart and Lung Institute, Imperial College, London, UK

H. Ahmed, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

C. Auffray, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

P. Bakke, Dept of Clinical Science, University of Bergen, Bergen, Norway

A.T. Banssal, Acclarogen Ltd, St John’s Innovation Centre, Cambridge, UK

F. Baribaud, Janssen R&D, USA

S. Bates, Respiratory Therapeutic Unit, GSK, London, UK

E.H. Bel, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

J. Bigler, previously Amgen Inc

H. Bisgaard, COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark

M.J. Boedigheimer, Amgen Inc., Thousand Oaks, USA

K. Bønnelykke, COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark

J. Brandsma, University of Southampton, Southampton, UK

P. Brinkman, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

E. Bucchioni, Chiesi Pharmaceuticals SPA, Parma, Italy

D. Burg, Centre for Proteomic Research, Institute for Life Sciences, University of Southampton, Southampton, UK

A. Bush, National Heart and Lung Institute, Imperial College, London, UK; Royal Brompton and Harefield NHS trust, UK

M. Caruso, Dept Clinical and Experimental Medicine, University of Catania, Catania, Italy

A. Chaiboonchoe, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

P. Chanez, Assistance publique des Hôpitaux de Marseille - Clinique des bronches, allergies et sommeil, Aix Marseille Université, Marseille, France

K.F. Chung, National Heart and Lung Institute, Imperial College, London, UK

C.H. Compton, Respiratory Therapeutic Unit, GSK, London, UK

J. Corfield, Areteva R&D, Nottingham, UK

A. D’Amico, University of Rome ‘Tor Vergata’, Rome Italy

S.E. Dahlen, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

B. De Meulder, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

R. Djukanovic, NIHR Southampton Respiratory Biomedical Research Unit and Clinical and Experimental Sciences, Southampton, UK

V.J. Erpenbeck, Translational Medicine, Respiratory Profiling, Novartis Institutes for Biomedical Research, Basel, Switzerland

D. Erzen, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

K. Fichtner, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

N. Fitch, BioSci Consulting, Maasmechelen, Belgium

L.J. Fleming, National Heart and Lung Institute, Imperial College, London, UK; Royal Brompton and Harefield NHS trust, UK

E. Formaggio, previously CROMSOURCE, Verona, Italy

S.J. Fowler, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK

U. Frey, University Children’s Hospital, Basel, Switzerland

M. Gahlemann, Boehringer Ingelheim (Schweiz) GmbH, Basel, Switzerland

T. Geiser, Dept of Respiratory Medicine, University Hospital Bern, Switzerland

Y. Guo, Data Science Institute, Imperial College, London, UK

S. Hashimoto, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

J. Haughney, International Primary Care Respiratory Group, Aberdeen, UK

G. Hedlin, Dept Women’s and Children’s Health & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

P.W. Hekking, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

T. Higenbottam, Allergy Therapeutics, West Sussex, UK

J.M. Hohlfeld, Fraunhofer Institute for Toxicology and Experimental Medicine, Hannover, Germany

C. Holweg, Respiratory and Allergy Diseases, Genentech, San Francisco, USA

I. Horváth, Semmelweis University, Budapest, Hungary

P. Howarth, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, Southampton, UK

A.J. James, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

R. Knowles, Arachos Pharma, Stevenge, UK

A.J. Knox, Respiratory Research Unit, University of Nottingham, Nottingham, UK

N. Krug, Fraunhofer Institute for Toxicology and Experimental Medicine, Hannover, Germany

D. Lefaudeux, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

M.J. Loza, Janssen R&D, USA

R. Lutter, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

A. Manta, Roche Diagnostics GmbH, Mannheim, Germany

S. Masefield, European Lung Foundation, Sheffield, UK

J.G. Matthews, Respiratory and Allergy Diseases, Genentech, San Francisco, USA

A. Mazein, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

A. Meiser, Data Science Institute, Imperial College, London, UK

R.J.M. Middelveld, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

M. Miralpeix, Almirall, Barcelona, Spain

P. Montuschi, Università Cattolica del Sacro Cuore, Milan, Italy

N. Mores, Università Cattolica del Sacro Cuore, Milan, Italy

C.S. Murray, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK

J. Musial, Dept of Medicine, Jagiellonian University Medical College, Krakow, Poland

D. Myles, Respiratory Therapeutic Unit, GSK, London, UK

L. Pahus, Assistance publique des Hôpitaux de Marseille, Clinique des bronches, allergies et sommeil, Espace Éthique Méditerranéen, Aix-Marseille Université, Marseille, France

I. Pandis, Data Science Institute, Imperial College, London, UK

S. Pavlidis, National Heart and Lung Institute, Imperial College, London, UK

P. Powell, European Lung Foundation, Sheffield, UK

G. Praticò, CROMSOURCE, Verona, Italy

M. Puig Valls, CROMSOURCE, Barcelona, Spain.

N. Rao, Janssen R&D, USA

J. Riley, Respiratory Therapeutic Unit, GSK, London, UK

A. Roberts, Asthma UK, London, UK

G. Roberts, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, Southampton, UK

A. Rowe, Janssen R&D, UK

T. Sandström, Dept of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden

W. Seibold, Boehringer Ingelheim Pharma GmbH, Biberach, Germany

A. Selby, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, Southampton, UK

D.E. Shaw, Respiratory Research Unit, University of Nottingham, UK

R. Sigmund, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

F. Singer, University Children’s Hospital, Zurich, Switzerland

P.J. Skipp, Centre for Proteomic Research, Institute for Life Sciences, University of Southampton, Southampton, UK

A.R. Sousa, Respiratory Therapeutic Unit, GSK, London, UK

P.J. Sterk, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

K. Sun, Data Science Institute, Imperial College, London, UK

B. Thornton, MSD, USA

W.M. van Aalderen, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

M. van Geest, AstraZeneca, Mölndal, Sweden

J. Vestbo, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK

N.H. Vissing, COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark

A.H. Wagener, Academic Medical Center Amsterdam, Amsterdam, The Netherlands

S.S. Wagers, BioSci Consulting, Maasmechelen, Belgium

Z. Weiszhart, Semmelweis University, Budapest, Hungary

C.E. Wheelock, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

S.J. Wilson, Histochemistry Research Unit, Faculty of Medicine, University of Southampton, Southampton, UK

Antonios Aliprantis, Merck Research Laboratories, Boston, USA.

David Allen, North West Severe Asthma Network, Pennine Acute Hospital NHS Trust, UK.

Kjell Alving, Dept Women’s & Children’s Health, Uppsala University, Uppsala, Sweden.

P. Badorrek, Fraunhofer ITEM, Hannover, Germany

David Balgoma, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

S. Ballereau, European institute for Systems Biology and Medicine, University of Lyon, France

Clair Barber, NIHR Southampton Respiratory Biomedical Research Unit and Clinical and Experimental Sciences, Southampton, UK.

Manohara Kanangana Batuwitage, Data Science Institute, Imperial College, London, UK.

An Bautmans, MSD, Brussels, Belgium.

A. Bedding, Roche Diagnostics GmbH, Mannheim, Germany

A.F. Behndig, Umeå University, Umea, Sweden

Jorge Beleta, Almirall S.A., Barcelona, Spain.

A. Berglind, MSD, Brussels, Belgium

A. Berton, AstraZeneca, Mölndal, Sweden

Grazyna Bochenek, II Dept of Internal Medicine, Jagiellonian University Medical College, Krakow, Poland.

Armin Braun, Fraunhofer Institute for Toxicology and Experimental Medicine, Hannover, Germany.

D. Campagna, Dept of Clinical and Experimental Medicine, University of Catania, Catania, Italy

Leon Carayannopoulos, previously at MSD, USA.

C. Casaulta, University Children’s Hospital of Bern, Switzerland

Romanas Chaleckis, Centre of Allergy Research, Karolinska Institutet, Stockholm, Sweden.

B. Dahlén, Karolinska University Hospital & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

Timothy Davison, Janssen R&D, USA.

Jorge De Alba, Almirall S.A., Barcelona, Spain.

Inge De Lepeleire, MSD, Brussels, Belgium.

Tamara Dekker, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

Ingrid Delin, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

P. Dennison, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences, NIHR-Wellcome Trust Clinical Research Facility, Faculty of Medicine, University of Southampton, Southampton, UK

Annemiek Dijkhuis, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

Paul Dodson, AstraZeneca, Mölndal, Sweden.

Aleksandra Draper, BioSci Consulting, Maasmechelen, Belgium.

K. Dyson, CROMSOURCE, Stirling, UK

Jessica Edwards, Asthma UK, London, UK.

L. El Hadjam, European Institute for Systems Biology and Medicine, University of Lyon, France

Rosalia Emma, Dept of Clinical and Experimental Medicine, University of Catania, Catania, Italy.

Magnus Ericsson, Karolinska University Hospital, Stockholm, Sweden.

C. Faulenbach, Fraunhofer ITEM, Hannover, Germany

Breda Flood, European Federation of Allergy and Airways Diseases Patient’s Associations, Brussels, Belgium.

G. Galffy, Semmelweis University, Budapest, Hungary

Hector Gallart, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

D. Garissi, Global Head Clinical Research Division, CROMSOURCE, Italy

J. Gent, Royal Brompton and Harefield NHS Foundation Trust, London, UK

M. Gerhardsson de Verdier, AstraZeneca; Mölndal, Sweden.

D. Gibeon, National Heart and Lung Institute, Imperial College, London, UK

Cristina Gomez, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

Kerry Gove, NIHR Southampton Respiratory Biomedical Research Unit and Clinical and Experimental Sciences, Southampton, UK.

Neil Gozzard, UCB, Slough, UK.

E. Guillmant-Farry, Royal Brompton Hospital, London, UK

E. Henriksson, Karolinska University Hospital & Karolinska Institutet, Stockholm, Sweden

Lorraine Hewitt, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

U. Hoda, Imperial College, London, UK

Richard Hu, Amgen Inc. Thousand Oaks, USA.

Sile Hu, National Heart and Lung Institute, Imperial College, London, UK.

X. Hu, Amgen Inc., Thousand Oaks, USA

E. Jeyasingham, UK Clinical Operations, GSK, Stockley Park, UK

K. Johnson, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and repair, University Hospital of South Manchester, NHS Foundation Trust, Manchester, UK

N. Jullian, European Institute for Systems Biology and Medicine, University of Lyon, France

Juliette Kamphuis, Longfonds, Amersfoort, The Netherlands.

Erika J. Kennington, Asthma UK, London, UK

Dyson Kerry, CromSource, Stirling, UK.

G. Kerry, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University Hospital of South Manchester, NHS Foundation Trust, Manchester, UK

M. Klüglich, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

Hugo Knobel, Philips Research Laboratories, Eindhoven, The Netherlands.

Johan Kolmert, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

J.R. Konradsen, Dept Women’s and Children’s Health & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

Maxim Kots, Chiesi Pharmaceuticals, SPA, Parma, Italy.

Kosmas Kretsos, UCB, Slough, UK.

L. Krueger, University Children’s Hospital Bern, Switzerland

Scott Kuo, National Heart and Lung Institute, Imperial College, London, UK.

Maciej Kupczyk, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

Bart Lambrecht, University of Gent, Gent, Belgium.

A-S. Lantz, Karolinska University Hospital & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

Christopher Larminie, GSK, London, UK.

L.X. Larsson, AstraZeneca, Mölndal, Sweden

P. Latzin, University Children’s Hospital of Bern, Bern, Switzerland

N. Lazarinis, Karolinska University Hospital & Karolinska Institutet, Stockholm, Sweden

N. Lemonnier, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

Saeeda Lone-Latif, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

L.A. Lowe, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University Hospital of South Manchester, NHS Foundation Trust, Manchester, UK

Alexander Manta, Roche Diagnostics GmbH, Mannheim, Germany.

Lisa Marouzet, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

Jane Martin, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

Caroline Mathon, Centre of Allergy Research, Karolinska Institutet, Stockholm, Sweden.

L. McEvoy, University Hospital, Dept of Pulmonary Medicine, Bern, Switzerland

Sally Meah, National Heart and Lung Institute, Imperial College, London, UK.

A. Menzies-Gow, Royal Brompton and Harefield NHS Foundation Trust, London, UK

Leanne Metcalf, previously at Asthma UK, London, UK.

Maria Mikus, Science for Life Laboratory & The Royal Institute of Technology, Stockholm, Sweden.

Philip Monk, Synairgen Research Ltd, Southampton, UK.

Shama Naz, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

K. Nething, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

Ben Nicholas, University of Southampton, Southampton, UK.

U. Nihlén, previously at AstraZeneca, Mölndal, Sweden

Peter Nilsson, Science for Life Laboratory & The Royal Institute of Technology, Stockholm, Sweden.

R. Niven, North West Severe Asthma Network, University Hospital South Manchester, UK

B. Nordlund, Dept Women’s and Children’s Health & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

S. Nsubuga, Royal Brompton Hospital, London, UK

Jörgen Östling, AstraZeneca, Mölndal, Sweden.

Antonio Pacino, Lega Italiano Anti Fumo, Catania, Italy.

Susanna Palkonen, European Federation of Allergy and Airways Diseases Patient’s Associations, Brussels, Belgium.

J. Pellet, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

Giorgio Pennazza, University of Rome ‘Tor Vergata’, Rome Italy.

Anne Petrén, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

Sandy Pink, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

C. Pison, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

Anthony Postle, University of Southampton, UK.

Malayka Rahman-Amin, previously at Asthma UK, London, UK.

Lara Ravanetti, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

Emma Ray, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

Stacey Reinke, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

Leanne Reynolds, previously at Asthma UK, London, UK.

K. Riemann, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany

Martine Robberechts, MSD, Brussels, Belgium.

J.P. Rocha, Royal Brompton and Harefield NHS Foundation Trust, UK

C. Rossios, National Heart and Lung Institute, Imperial College, London, UK

Kirsty Russell, National Heart and Lung Institute, Imperial College, London, UK.

Michael Rutgers, Longfonds, Amersfoort, The Netherlands.

G. Santini, Università Cattolica del Sacro Cuore, Milan, Italy

Marco Santoninco, University of Rome ‘Tor Vergata’, Rome Italy.

M. Saqi, European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM, Lyon, France

Corinna Schoelch, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.

James P.R. Schofield, Centre for Proteomic Research, Institute for Life Sciences, University of Southampton, Southampton, UK

S. Scott, North West Severe Asthma Network, Countess of Chester Hospital, UK

N. Sehgal, North West Severe Asthma Network, Pennine Acute Hospital NHS Trust

Marcus Sjödin, Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden.

Barbara Smids, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

Caroline Smith, NIHR Southampton Respiratory Biomedical Research Unit, Southampton, UK.

Jessica Smith, Asthma UK, London, UK.

Katherine M. Smith, University of Nottingham, UK

P. Söderman, Dept Women’s and Children’s Health, Karolinska Institutet, Stockholm, Sweden

A. Sogbessan, Royal Brompton and Harefield NHS Foundation Trust, London, UK

F. Spycher, University Hospital Dept of Pulmonary Medicine, Bern, Switzerland

Doroteya Staykova, University of Southampton, Southampton, UK.

S. Stephan, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University Hospital of South Manchester, NHS Foundation Trust, Manchester, UK

J. Stokholm, University of Copenhagen and Danish Pediatric Asthma Centre Denmark

K. Strandberg, Karolinska University Hospital & Karolinska Institutet, Stockholm, Sweden

M. Sunther, Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University Hospital of South Manchester, NHS Foundation Trust, Manchester, UK

M. Szentkereszty, Semmelweis University, Budapest, Hungary

L. Tamasi, Semmelweis University, Budapest, Hungary

K. Tariq, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences, NIHR-Wellcome Trust Clinical Research Facility, Faculty of Medicine, University of Southampton, Southampton, UK

John-Olof Thörngren, Karolinska University Hospital, Stockholm, Sweden.

Jonathan Thorsen, COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark.

S. Valente, Università Cattolica del Sacro Cuore, Milan, Italy

Marianne van de Pol, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.

C.M. van Drunen, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands

Jonathan Van Eyll, UCB, Slough, UK.

Jenny Versnel, previously at Asthma UK, London, UK.

Anton Vink, Philips Research Laboratories, Eindhoven, The Netherlands.

C. von Garnier, University Hospital Bern, Switzerland

A. Vyas, North West Severe Asthma Network, Lancashire Teaching Hospitals NHS Trust, UK

Frans Wald, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.

Samantha Walker, Asthma UK, London, UK.

Jonathan Ward, Histochemistry Research Unit, Faculty of Medicine, University of Southampton, Southampton, UK.

Kristiane Wetzel, Boehringer Ingelheim Pharma GmbH, Biberach, Germany.

Coen Wiegman, National Heart and Lung Institute, Imperial College, London, UK.

Siân Williams, International Primary Care Respiratory Group, Aberdeen, UK.

Xian Yang, Data Science Institute, Imperial College, London, UK.

Elizabeth Yeyasingham, UK Clinical Operations, GSK, Stockley Park, UK.

W. Yu, Amgen Inc., Thousand Oaks, USA

W. Zetterquist, Dept Women’s and Children’s Health & Centre for Allergy Research, Karolinska Institutet, Stockholm, Sweden

Z. Zolkipli, NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, Southampton, UK

A.H. Zwinderman, Academic Medical Centre, University of Amsterdam, The Netherlands. Partner organisations: Novartis Pharma AG; University of Southampton, Southampton, UK; Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands; Imperial College London, London, UK; University of Catania, Catania, Italy; University of Rome ‘Tor Vergata’, Rome, Italy; Hvidore Hospital, Hvidore, Denmark; Jagiellonian Univ. Medi. College, Krakow, Poland; University Hospital, Inselspital, Bern, Switzerland; Semmelweis University, Budapest, Hungary; University of Manchester, Manchester, UK; Université d’Aix-Marseille, Marseille, France; Fraunhofer Institute, Hannover, Germany; University Hospital, Umea, Sweden; Ghent University, Ghent, Belgium; Ctr. Nat. Recherche Scientifique, Lyon, France; Università Cattolica del Sacro Cuore, Rome, Italy; University Hospital, Copenhagen, Denmark; Karolinska Institutet, Stockholm, Sweden; Nottingham University Hospital, Nottingham, UK; University of Bergen, Bergen, Norway; Netherlands Asthma Foundation, Leusden, The Netherlands; European Lung Foundation, Sheffield, UK; Asthma UK, London, UK; European. Fed. of Allergy and Airways Diseases Patients’ Associations, Brussels, Belgium; Lega Italiano Anti Fumo, Catania, Italy; International Primary Care Respiratory Group, Aberdeen, UK; Philips Research Laboratories, Eindhoven, The Netherlands; Synairgen Research Ltd, Southampton, UK; Aerocrine AB, Stockholm, Sweden; BioSci Consulting, Maasmechelen, Belgium; Almirall; AstraZeneca; Boehringer Ingelheim; Chiesi; GlaxoSmithKline; Roche; UCB; Janssen Biologics BV; Amgen NV

Merck Sharp & Dome Corp. Members of the ethics board:

Jan-Bas Prins, Martina Gahlemann, Luigi Visintin, Hazel Evans, Martine Puhl, Lina Buzermaniene, Val Hudson, Laura Bond, Pim de Boer, Guy Widdershoven, Ralf Sigmund, Amanda Roberts, David Supple, Dominique Hamerlijnck, Jenny Negus, Juliette Kamphuis, Lehanne Sergison, Luigi Visintin, Pim de Boer, Susanne Onstein, William MacNee, Renato Bernardini, Louis Bont, Per-Ake Wecksell, Pim de Boer, Martina Gahlemann, and Ralf Sigmund

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