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A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study
BACKGROUND: Creating an easy-to-use instrument to identify predictors of short-term (30/60-day) mortality after an exacerbation of chronic obstructive pulmonary disease (eCOPD) could help clinicians choose specific measures of medical care to decrease mortality in these patients. The objective of th...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699373/ https://www.ncbi.nlm.nih.gov/pubmed/26695935 http://dx.doi.org/10.1186/s12931-015-0313-4 |
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author | Esteban, Cristóbal Arostegui, Inmaculada Garcia-Gutierrez, Susana Gonzalez, Nerea Lafuente, Iratxe Bare, Marisa Fernandez de Larrea, Nerea Rivas, Francisco Quintana, José M. |
author_facet | Esteban, Cristóbal Arostegui, Inmaculada Garcia-Gutierrez, Susana Gonzalez, Nerea Lafuente, Iratxe Bare, Marisa Fernandez de Larrea, Nerea Rivas, Francisco Quintana, José M. |
author_sort | Esteban, Cristóbal |
collection | PubMed |
description | BACKGROUND: Creating an easy-to-use instrument to identify predictors of short-term (30/60-day) mortality after an exacerbation of chronic obstructive pulmonary disease (eCOPD) could help clinicians choose specific measures of medical care to decrease mortality in these patients. The objective of this study was to develop and validate a classification and regression tree (CART) to predict short term mortality among patients evaluated in an emergency department (ED) for an eCOPD. METHODS: We conducted a prospective cohort study including participants from 16 hospitals in Spain. COPD patients with an exacerbation attending the emergency department (ED) of any of the hospitals between June 2008 and September 2010 were recruited. Patients were randomly divided into derivation (50 %) and validation samples (50 %). A CART based on a recursive partitioning algorithm was created in the derivation sample and applied to the validation sample. RESULTS: Two thousand four hundred eighty-seven patients, 1252 patients in the derivation sample and 1235 in the validation sample, were enrolled in the study. Based on the results of the univariate analysis, five variables (baseline dyspnea, cardiac disease, the presence of paradoxical breathing or use of accessory inspiratory muscles, age, and Glasgow Coma Scale score) were used to build the CART. Mortality rates 30 days after discharge ranged from 0 % to 55 % in the five CART classes. The lowest mortality rate was for the branch composed of low baseline dyspnea and lack of cardiac disease. The highest mortality rate was in the branch with the highest baseline dyspnea level, use of accessory inspiratory muscles or paradoxical breathing upon ED arrival, and Glasgow score <15. The area under the receiver-operating curve (AUC) in the derivation sample was 0.835 (95 % CI: 0.783, 0.888) and 0.794 (95 % CI: 0.723, 0.865) in the validation sample. CART was improved to predict 60-days mortality risk by adding the Charlson Comorbidity Index, reaching an AUC in the derivation sample of 0.817 (95 % CI: 0.776, 0.859) and 0.770 (95 % CI: 0.716, 0.823) in the validation sample. CONCLUSIONS: We identified several easy-to-determine variables that allow clinicians to classify eCOPD patients by short term mortality risk, which can provide useful information for establishing appropriate clinical care. TRIAL REGISTRATION: NCT02434536. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12931-015-0313-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4699373 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46993732016-01-05 A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study Esteban, Cristóbal Arostegui, Inmaculada Garcia-Gutierrez, Susana Gonzalez, Nerea Lafuente, Iratxe Bare, Marisa Fernandez de Larrea, Nerea Rivas, Francisco Quintana, José M. Respir Res Research BACKGROUND: Creating an easy-to-use instrument to identify predictors of short-term (30/60-day) mortality after an exacerbation of chronic obstructive pulmonary disease (eCOPD) could help clinicians choose specific measures of medical care to decrease mortality in these patients. The objective of this study was to develop and validate a classification and regression tree (CART) to predict short term mortality among patients evaluated in an emergency department (ED) for an eCOPD. METHODS: We conducted a prospective cohort study including participants from 16 hospitals in Spain. COPD patients with an exacerbation attending the emergency department (ED) of any of the hospitals between June 2008 and September 2010 were recruited. Patients were randomly divided into derivation (50 %) and validation samples (50 %). A CART based on a recursive partitioning algorithm was created in the derivation sample and applied to the validation sample. RESULTS: Two thousand four hundred eighty-seven patients, 1252 patients in the derivation sample and 1235 in the validation sample, were enrolled in the study. Based on the results of the univariate analysis, five variables (baseline dyspnea, cardiac disease, the presence of paradoxical breathing or use of accessory inspiratory muscles, age, and Glasgow Coma Scale score) were used to build the CART. Mortality rates 30 days after discharge ranged from 0 % to 55 % in the five CART classes. The lowest mortality rate was for the branch composed of low baseline dyspnea and lack of cardiac disease. The highest mortality rate was in the branch with the highest baseline dyspnea level, use of accessory inspiratory muscles or paradoxical breathing upon ED arrival, and Glasgow score <15. The area under the receiver-operating curve (AUC) in the derivation sample was 0.835 (95 % CI: 0.783, 0.888) and 0.794 (95 % CI: 0.723, 0.865) in the validation sample. CART was improved to predict 60-days mortality risk by adding the Charlson Comorbidity Index, reaching an AUC in the derivation sample of 0.817 (95 % CI: 0.776, 0.859) and 0.770 (95 % CI: 0.716, 0.823) in the validation sample. CONCLUSIONS: We identified several easy-to-determine variables that allow clinicians to classify eCOPD patients by short term mortality risk, which can provide useful information for establishing appropriate clinical care. TRIAL REGISTRATION: NCT02434536. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12931-015-0313-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-12-22 2015 /pmc/articles/PMC4699373/ /pubmed/26695935 http://dx.doi.org/10.1186/s12931-015-0313-4 Text en © Esteban et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Esteban, Cristóbal Arostegui, Inmaculada Garcia-Gutierrez, Susana Gonzalez, Nerea Lafuente, Iratxe Bare, Marisa Fernandez de Larrea, Nerea Rivas, Francisco Quintana, José M. A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title_full | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title_fullStr | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title_full_unstemmed | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title_short | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
title_sort | decision tree to assess short-term mortality after an emergency department visit for an exacerbation of copd: a cohort study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699373/ https://www.ncbi.nlm.nih.gov/pubmed/26695935 http://dx.doi.org/10.1186/s12931-015-0313-4 |
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