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Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease
BACKGROUND: We hypothesized that heterogeneity exists within the Global Initiative for Chronic Obstructive Lung Disease (GOLD) 1 spirometric category and that different subgroups could be identified within this GOLD category. METHODS: Pre-randomization study participants from two clinical trials wer...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4407903/ https://www.ncbi.nlm.nih.gov/pubmed/25906326 http://dx.doi.org/10.1371/journal.pone.0123626 |
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author | Gagnon, Philippe Casaburi, Richard Saey, Didier Porszasz, Janos Provencher, Steeve Milot, Julie Bourbeau, Jean O’Donnell, Denis E. Maltais, François |
author_facet | Gagnon, Philippe Casaburi, Richard Saey, Didier Porszasz, Janos Provencher, Steeve Milot, Julie Bourbeau, Jean O’Donnell, Denis E. Maltais, François |
author_sort | Gagnon, Philippe |
collection | PubMed |
description | BACKGROUND: We hypothesized that heterogeneity exists within the Global Initiative for Chronic Obstructive Lung Disease (GOLD) 1 spirometric category and that different subgroups could be identified within this GOLD category. METHODS: Pre-randomization study participants from two clinical trials were symptomatic/asymptomatic GOLD 1 chronic obstructive pulmonary disease (COPD) patients and healthy controls. A hierarchical cluster analysis used pre-randomization demographics, symptom scores, lung function, peak exercise response and daily physical activity levels to derive population subgroups. RESULTS: Considerable heterogeneity existed for clinical variables among patients with GOLD 1 COPD. All parameters, except forced expiratory volume in 1 second (FEV(1))/forced vital capacity (FVC), had considerable overlap between GOLD 1 COPD and controls. Three-clusters were identified: cluster I (18 [15%] COPD patients; 105 [85%] controls); cluster II (45 [80%] COPD patients; 11 [20%] controls); and cluster III (22 [92%] COPD patients; 2 [8%] controls). Apart from reduced diffusion capacity and lower baseline dyspnea index versus controls, cluster I COPD patients had otherwise preserved lung volumes, exercise capacity and physical activity levels. Cluster II COPD patients had a higher smoking history and greater hyperinflation versus cluster I COPD patients. Cluster III COPD patients had reduced physical activity versus controls and clusters I and II COPD patients, and lower FEV(1)/FVC versus clusters I and II COPD patients. CONCLUSIONS: The results emphasize heterogeneity within GOLD 1 COPD, supporting an individualized therapeutic approach to patients. TRIAL REGISTRATION: www.clinicaltrials.gov. NCT01360788 and NCT01072396. |
format | Online Article Text |
id | pubmed-4407903 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44079032015-05-04 Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease Gagnon, Philippe Casaburi, Richard Saey, Didier Porszasz, Janos Provencher, Steeve Milot, Julie Bourbeau, Jean O’Donnell, Denis E. Maltais, François PLoS One Research Article BACKGROUND: We hypothesized that heterogeneity exists within the Global Initiative for Chronic Obstructive Lung Disease (GOLD) 1 spirometric category and that different subgroups could be identified within this GOLD category. METHODS: Pre-randomization study participants from two clinical trials were symptomatic/asymptomatic GOLD 1 chronic obstructive pulmonary disease (COPD) patients and healthy controls. A hierarchical cluster analysis used pre-randomization demographics, symptom scores, lung function, peak exercise response and daily physical activity levels to derive population subgroups. RESULTS: Considerable heterogeneity existed for clinical variables among patients with GOLD 1 COPD. All parameters, except forced expiratory volume in 1 second (FEV(1))/forced vital capacity (FVC), had considerable overlap between GOLD 1 COPD and controls. Three-clusters were identified: cluster I (18 [15%] COPD patients; 105 [85%] controls); cluster II (45 [80%] COPD patients; 11 [20%] controls); and cluster III (22 [92%] COPD patients; 2 [8%] controls). Apart from reduced diffusion capacity and lower baseline dyspnea index versus controls, cluster I COPD patients had otherwise preserved lung volumes, exercise capacity and physical activity levels. Cluster II COPD patients had a higher smoking history and greater hyperinflation versus cluster I COPD patients. Cluster III COPD patients had reduced physical activity versus controls and clusters I and II COPD patients, and lower FEV(1)/FVC versus clusters I and II COPD patients. CONCLUSIONS: The results emphasize heterogeneity within GOLD 1 COPD, supporting an individualized therapeutic approach to patients. TRIAL REGISTRATION: www.clinicaltrials.gov. NCT01360788 and NCT01072396. Public Library of Science 2015-04-23 /pmc/articles/PMC4407903/ /pubmed/25906326 http://dx.doi.org/10.1371/journal.pone.0123626 Text en © 2015 Gagnon 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 Gagnon, Philippe Casaburi, Richard Saey, Didier Porszasz, Janos Provencher, Steeve Milot, Julie Bourbeau, Jean O’Donnell, Denis E. Maltais, François Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title | Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title_full | Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title_fullStr | Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title_full_unstemmed | Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title_short | Cluster Analysis in Patients with GOLD 1 Chronic Obstructive Pulmonary Disease |
title_sort | cluster analysis in patients with gold 1 chronic obstructive pulmonary disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4407903/ https://www.ncbi.nlm.nih.gov/pubmed/25906326 http://dx.doi.org/10.1371/journal.pone.0123626 |
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