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Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort
Background: Patients with chronic obstructive pulmonary disease (COPD) often suffer from acute exacerbations. Our objective was to describe recurrent exacerbations in a GP-based Swiss COPD cohort and develop a statistical model for predicting exacerbation. Methods: COPD cohort demographic and medica...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10606981/ https://www.ncbi.nlm.nih.gov/pubmed/37892832 http://dx.doi.org/10.3390/jcm12206695 |
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author | Abu Hussein, Nebal S. Giezendanner, Stephanie Urwyler, Pascal Bridevaux, Pierre-Olivier Chhajed, Prashant N. Geiser, Thomas Joos Zellweger, Ladina Kohler, Malcolm Miedinger, David Pasha, Zahra Thurnheer, Robert von Garnier, Christophe Leuppi, Joerg D. |
author_facet | Abu Hussein, Nebal S. Giezendanner, Stephanie Urwyler, Pascal Bridevaux, Pierre-Olivier Chhajed, Prashant N. Geiser, Thomas Joos Zellweger, Ladina Kohler, Malcolm Miedinger, David Pasha, Zahra Thurnheer, Robert von Garnier, Christophe Leuppi, Joerg D. |
author_sort | Abu Hussein, Nebal S. |
collection | PubMed |
description | Background: Patients with chronic obstructive pulmonary disease (COPD) often suffer from acute exacerbations. Our objective was to describe recurrent exacerbations in a GP-based Swiss COPD cohort and develop a statistical model for predicting exacerbation. Methods: COPD cohort demographic and medical data were recorded for 24 months, by means of a questionnaire—based COPD cohort. The data were split into training (75%) and validation (25%) datasets. A negative binomial regression model was developed using the training dataset to predict the exacerbation rate within 1 year. An exacerbation prediction model was developed, and its overall performance was validated. A nomogram was created to facilitate the clinical use of the model. Results: Of the 229 COPD patients analyzed, 77% of the patients did not experience exacerbation during the follow-up. The best subset in the training dataset revealed that lower forced expiratory volume, high scores on the MRC dyspnea scale, exacerbation history, and being on a combination therapy of LABA + ICS (long-acting beta-agonists + Inhaled Corticosteroids) or LAMA + LABA (Long-acting muscarinic receptor antagonists + long-acting beta-agonists) at baseline were associated with a higher rate of exacerbation. When validated, the area-under-curve (AUC) value was 0.75 for one or more exacerbations. The calibration was accurate (0.34 predicted exacerbations vs 0.28 observed exacerbations). Conclusion: Nomograms built from these models can assist clinicians in the decision-making process of COPD care. |
format | Online Article Text |
id | pubmed-10606981 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106069812023-10-28 Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort Abu Hussein, Nebal S. Giezendanner, Stephanie Urwyler, Pascal Bridevaux, Pierre-Olivier Chhajed, Prashant N. Geiser, Thomas Joos Zellweger, Ladina Kohler, Malcolm Miedinger, David Pasha, Zahra Thurnheer, Robert von Garnier, Christophe Leuppi, Joerg D. J Clin Med Article Background: Patients with chronic obstructive pulmonary disease (COPD) often suffer from acute exacerbations. Our objective was to describe recurrent exacerbations in a GP-based Swiss COPD cohort and develop a statistical model for predicting exacerbation. Methods: COPD cohort demographic and medical data were recorded for 24 months, by means of a questionnaire—based COPD cohort. The data were split into training (75%) and validation (25%) datasets. A negative binomial regression model was developed using the training dataset to predict the exacerbation rate within 1 year. An exacerbation prediction model was developed, and its overall performance was validated. A nomogram was created to facilitate the clinical use of the model. Results: Of the 229 COPD patients analyzed, 77% of the patients did not experience exacerbation during the follow-up. The best subset in the training dataset revealed that lower forced expiratory volume, high scores on the MRC dyspnea scale, exacerbation history, and being on a combination therapy of LABA + ICS (long-acting beta-agonists + Inhaled Corticosteroids) or LAMA + LABA (Long-acting muscarinic receptor antagonists + long-acting beta-agonists) at baseline were associated with a higher rate of exacerbation. When validated, the area-under-curve (AUC) value was 0.75 for one or more exacerbations. The calibration was accurate (0.34 predicted exacerbations vs 0.28 observed exacerbations). Conclusion: Nomograms built from these models can assist clinicians in the decision-making process of COPD care. MDPI 2023-10-23 /pmc/articles/PMC10606981/ /pubmed/37892832 http://dx.doi.org/10.3390/jcm12206695 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Abu Hussein, Nebal S. Giezendanner, Stephanie Urwyler, Pascal Bridevaux, Pierre-Olivier Chhajed, Prashant N. Geiser, Thomas Joos Zellweger, Ladina Kohler, Malcolm Miedinger, David Pasha, Zahra Thurnheer, Robert von Garnier, Christophe Leuppi, Joerg D. Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title | Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title_full | Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title_fullStr | Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title_full_unstemmed | Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title_short | Risk Factors for Recurrent Exacerbations in the General-Practitioner-Based Swiss Chronic Obstructive Pulmonary Disease (COPD) Cohort |
title_sort | risk factors for recurrent exacerbations in the general-practitioner-based swiss chronic obstructive pulmonary disease (copd) cohort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10606981/ https://www.ncbi.nlm.nih.gov/pubmed/37892832 http://dx.doi.org/10.3390/jcm12206695 |
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