Multidimensional endotypes of asthma: topological data analysis of cross-sectional clinical, pathological, and immunological data. (26th February 2015)
- Record Type:
- Journal Article
- Title:
- Multidimensional endotypes of asthma: topological data analysis of cross-sectional clinical, pathological, and immunological data. (26th February 2015)
- Main Title:
- Multidimensional endotypes of asthma: topological data analysis of cross-sectional clinical, pathological, and immunological data
- Authors:
- Hinks, Timothy
Zhou, Xiaoying
Staples, Karl
Dimitrov, Borislav
Manta, Alexander
Petrossian, Tanya
Lum, Pek
Smith, Caroline
Ward, Jon
Howarth, Peter
Walls, Andrew
Gadola, Stephan D
Djukanović, Ratko - Abstract:
- Abstract: Background: Incomplete understanding of mechanisms and clinicopathobiological heterogeneity in asthma hinders research progress. Pathogenic roles for T-helper-type 17 (Th17) cells and invariant T cells implied by murine data have yet to be assessed in man. We aimed to investigate the role of Th17 and mucosal associated invariant T (MAIT) cells in airway inflammation; to characterise associations between diverse clinical and immunological features of asthma; and to identify novel multidimensional asthma endotypes. Methods: In this single-centre, cross-sectional observational study in the UK, we assessed volunteers with mild-to-severe asthma and healthy non-atopic controls using clinical and physiological assessment and immunological sampling of blood, induced sputum, endobronchial biopsy, and bronchoalveolar lavage for flow cytometry and multiplex-electrochemiluminescence assays. Primary outcomes were changes in frequencies of Th17 and MAIT cells between health and asthma using Mann-Whitney U tests and the Jonckheere-Terpstra test (linear trend across ranked groups). The study had 80% power to detect 60% differences in T-cell frequencies at p<0·05. Bayesian Network Analysis (BNA) was used to explore associations between parameters. Topological Data Analysis (TDA) was used to identify multidimensional endotypes. The study had local research ethics approval. All participants provided informed consent. Findings: Participants were 84 male and female volunteers (60 withAbstract: Background: Incomplete understanding of mechanisms and clinicopathobiological heterogeneity in asthma hinders research progress. Pathogenic roles for T-helper-type 17 (Th17) cells and invariant T cells implied by murine data have yet to be assessed in man. We aimed to investigate the role of Th17 and mucosal associated invariant T (MAIT) cells in airway inflammation; to characterise associations between diverse clinical and immunological features of asthma; and to identify novel multidimensional asthma endotypes. Methods: In this single-centre, cross-sectional observational study in the UK, we assessed volunteers with mild-to-severe asthma and healthy non-atopic controls using clinical and physiological assessment and immunological sampling of blood, induced sputum, endobronchial biopsy, and bronchoalveolar lavage for flow cytometry and multiplex-electrochemiluminescence assays. Primary outcomes were changes in frequencies of Th17 and MAIT cells between health and asthma using Mann-Whitney U tests and the Jonckheere-Terpstra test (linear trend across ranked groups). The study had 80% power to detect 60% differences in T-cell frequencies at p<0·05. Bayesian Network Analysis (BNA) was used to explore associations between parameters. Topological Data Analysis (TDA) was used to identify multidimensional endotypes. The study had local research ethics approval. All participants provided informed consent. Findings: Participants were 84 male and female volunteers (60 with mild-to-severe asthma and 24 healthy, non-atopic controls) aged 18–70 years recruited from clinics and research cohorts. Th17 cells and γδ17 cells were not associated with asthma, even in severe neutrophilic forms. MAIT-cell frequencies were strikingly reduced in asthma compared with health (median frequency in blood 0·9% of CD3+ cells [IQR 0·3–1·8] in asthma vs 1·6 [1·2–2·6] in health, p=0·005; in sputum 1·1 [0·7–2·0] vs 1·8 [1·6–2·3], p=0·002; and in biopsy samples 1·3 [0·7–2·3] vs 3·9% [1·3–5·3%], p=0·02), especially in severe asthma where BAL regulatory T cells were also reduced compared with those in health (4·4, 3·1–6·1, vs 8·1, 5·6–10; p=0·02). BNA and TDA identified six novel clinicopathobiological clusters of underlying disease mechanisms, with elevated mast cell mediators tryptase (p<0·0001), chymase (p=0·02), and carboxypeptidase A3 (p=0·02) in severe asthma. Interpretation: This study suggests that Th17 cells do not have a major pathogenic role in human asthma. We describe a novel deficiency of MAIT cells in severe asthma. We also provide proof of concept for application of TDA to identification of multidimensional clinicopathobiological endotypes. Endotypes will require validation in further cohorts. Funding: Wellcome Trust. … (more)
- Is Part Of:
- Lancet. Volume 385(2015)Supplement 1
- Journal:
- Lancet
- Issue:
- Volume 385(2015)Supplement 1
- Issue Display:
- Volume 385, Issue 1 (2015)
- Year:
- 2015
- Volume:
- 385
- Issue:
- 1
- Issue Sort Value:
- 2015-0385-0001-0000
- Page Start:
- S42
- Page End:
- Publication Date:
- 2015-02-26
- Subjects:
- Medicine -- Periodicals
Medicine -- Periodicals
Medicine
Medicine
Electronic journals
Periodicals
610.5 - Journal URLs:
- http://www.thelancet.com/ ↗
http://www.sciencedirect.com/science/journal/01406736 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/S0140-6736(15)60357-9 ↗
- Languages:
- English
- ISSNs:
- 0140-6736
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5146.000000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21903.xml