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Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability
BACKGROUND: Severe refractory asthma is a heterogeneous disease. We sought to determine statistical clusters from the British Thoracic Society Severe refractory Asthma Registry and to examine cluster-specific outcomes and stability. METHODS: Factor analysis and statistical cluster modelling was unde...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4109965/ https://www.ncbi.nlm.nih.gov/pubmed/25058007 http://dx.doi.org/10.1371/journal.pone.0102987 |
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author | Newby, Chris Heaney, Liam G. Menzies-Gow, Andrew Niven, Rob M. Mansur, Adel Bucknall, Christine Chaudhuri, Rekha Thompson, John Burton, Paul Brightling, Chris |
author_facet | Newby, Chris Heaney, Liam G. Menzies-Gow, Andrew Niven, Rob M. Mansur, Adel Bucknall, Christine Chaudhuri, Rekha Thompson, John Burton, Paul Brightling, Chris |
author_sort | Newby, Chris |
collection | PubMed |
description | BACKGROUND: Severe refractory asthma is a heterogeneous disease. We sought to determine statistical clusters from the British Thoracic Society Severe refractory Asthma Registry and to examine cluster-specific outcomes and stability. METHODS: Factor analysis and statistical cluster modelling was undertaken to determine the number of clusters and their membership (N = 349). Cluster-specific outcomes were assessed after a median follow-up of 3 years. A classifier was programmed to determine cluster stability and was validated in an independent cohort of new patients recruited to the registry (n = 245). FINDINGS: Five clusters were identified. Cluster 1 (34%) were atopic with early onset disease, cluster 2 (21%) were obese with late onset disease, cluster 3 (15%) had the least severe disease, cluster 4 (15%) were the eosinophilic with late onset disease and cluster 5 (15%) had significant fixed airflow obstruction. At follow-up, the proportion of subjects treated with oral corticosteroids increased in all groups with an increase in body mass index. Exacerbation frequency decreased significantly in clusters 1, 2 and 4 and was associated with a significant fall in the peripheral blood eosinophil count in clusters 2 and 4. Stability of cluster membership at follow-up was 52% for the whole group with stability being best in cluster 2 (71%) and worst in cluster 4 (25%). In an independent validation cohort, the classifier identified the same 5 clusters with similar patient distribution and characteristics. INTERPRETATION: Statistical cluster analysis can identify distinct phenotypes with specific outcomes. Cluster membership can be determined using a classifier, but when treatment is optimised, cluster stability is poor. |
format | Online Article Text |
id | pubmed-4109965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41099652014-07-29 Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability Newby, Chris Heaney, Liam G. Menzies-Gow, Andrew Niven, Rob M. Mansur, Adel Bucknall, Christine Chaudhuri, Rekha Thompson, John Burton, Paul Brightling, Chris PLoS One Research Article BACKGROUND: Severe refractory asthma is a heterogeneous disease. We sought to determine statistical clusters from the British Thoracic Society Severe refractory Asthma Registry and to examine cluster-specific outcomes and stability. METHODS: Factor analysis and statistical cluster modelling was undertaken to determine the number of clusters and their membership (N = 349). Cluster-specific outcomes were assessed after a median follow-up of 3 years. A classifier was programmed to determine cluster stability and was validated in an independent cohort of new patients recruited to the registry (n = 245). FINDINGS: Five clusters were identified. Cluster 1 (34%) were atopic with early onset disease, cluster 2 (21%) were obese with late onset disease, cluster 3 (15%) had the least severe disease, cluster 4 (15%) were the eosinophilic with late onset disease and cluster 5 (15%) had significant fixed airflow obstruction. At follow-up, the proportion of subjects treated with oral corticosteroids increased in all groups with an increase in body mass index. Exacerbation frequency decreased significantly in clusters 1, 2 and 4 and was associated with a significant fall in the peripheral blood eosinophil count in clusters 2 and 4. Stability of cluster membership at follow-up was 52% for the whole group with stability being best in cluster 2 (71%) and worst in cluster 4 (25%). In an independent validation cohort, the classifier identified the same 5 clusters with similar patient distribution and characteristics. INTERPRETATION: Statistical cluster analysis can identify distinct phenotypes with specific outcomes. Cluster membership can be determined using a classifier, but when treatment is optimised, cluster stability is poor. Public Library of Science 2014-07-24 /pmc/articles/PMC4109965/ /pubmed/25058007 http://dx.doi.org/10.1371/journal.pone.0102987 Text en © 2014 Newby et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Newby, Chris Heaney, Liam G. Menzies-Gow, Andrew Niven, Rob M. Mansur, Adel Bucknall, Christine Chaudhuri, Rekha Thompson, John Burton, Paul Brightling, Chris Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title | Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title_full | Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title_fullStr | Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title_full_unstemmed | Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title_short | Statistical Cluster Analysis of the British Thoracic Society Severe Refractory Asthma Registry: Clinical Outcomes and Phenotype Stability |
title_sort | statistical cluster analysis of the british thoracic society severe refractory asthma registry: clinical outcomes and phenotype stability |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4109965/ https://www.ncbi.nlm.nih.gov/pubmed/25058007 http://dx.doi.org/10.1371/journal.pone.0102987 |
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