A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study
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...
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Veröffentlicht in: | Respiratory research 2015-12, Vol.16 (154), p.151-151, Article 151 |
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creator | Esteban, Cristóbal Arostegui, Inmaculada Garcia-Gutierrez, Susana Gonzalez, Nerea Lafuente, Iratxe Bare, Marisa Fernandez de Larrea, Nerea Rivas, Francisco Quintana, José M |
description | 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.
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.
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 |
doi_str_mv | 10.1186/s12931-015-0313-4 |
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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.
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.
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.
NCT02434536.</description><identifier>ISSN: 1465-993X</identifier><identifier>ISSN: 1465-9921</identifier><identifier>EISSN: 1465-993X</identifier><identifier>EISSN: 1465-9921</identifier><identifier>DOI: 10.1186/s12931-015-0313-4</identifier><identifier>PMID: 26695935</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Age Factors ; Aged ; Aged, 80 and over ; Algorithms ; Area Under Curve ; Care and treatment ; Chronic obstructive pulmonary disease ; Complications and side effects ; Decision Support Techniques ; Decision Trees ; Disease Progression ; Dyspnea - diagnosis ; Dyspnea - mortality ; Dyspnea - physiopathology ; Emergency medical services ; Emergency service ; Emergency Service, Hospital ; Female ; Glasgow Coma Scale ; Health risks ; Hospitals ; Humans ; Inhalation ; Lung - physiopathology ; Lung diseases, Obstructive ; Male ; Middle Aged ; Mortality ; Mortality risk ; Muscles ; Predictive Value of Tests ; Prognosis ; Prospective Studies ; Pulmonary Disease, Chronic Obstructive - diagnosis ; Pulmonary Disease, Chronic Obstructive - mortality ; Pulmonary Disease, Chronic Obstructive - physiopathology ; Pulmonary Disease, Chronic Obstructive - therapy ; Reproducibility of Results ; Respiratory Muscles - physiopathology ; Risk Assessment ; Risk Factors ; ROC Curve ; Survival Analysis ; Time Factors ; United Kingdom</subject><ispartof>Respiratory research, 2015-12, Vol.16 (154), p.151-151, Article 151</ispartof><rights>COPYRIGHT 2015 BioMed Central Ltd.</rights><rights>Copyright BioMed Central 2015</rights><rights>Esteban et al. 2015</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c494t-a415539b2073b5605c72d146843c5659735c032d55d7c7b5ab26bb16e6e0fbfc3</citedby><cites>FETCH-LOGICAL-c494t-a415539b2073b5605c72d146843c5659735c032d55d7c7b5ab26bb16e6e0fbfc3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699373/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699373/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26695935$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Esteban, Cristóbal</creatorcontrib><creatorcontrib>Arostegui, Inmaculada</creatorcontrib><creatorcontrib>Garcia-Gutierrez, Susana</creatorcontrib><creatorcontrib>Gonzalez, Nerea</creatorcontrib><creatorcontrib>Lafuente, Iratxe</creatorcontrib><creatorcontrib>Bare, Marisa</creatorcontrib><creatorcontrib>Fernandez de Larrea, Nerea</creatorcontrib><creatorcontrib>Rivas, Francisco</creatorcontrib><creatorcontrib>Quintana, José M</creatorcontrib><creatorcontrib>IRYSS-COPD Group</creatorcontrib><creatorcontrib>for the IRYSS-COPD group</creatorcontrib><title>A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study</title><title>Respiratory research</title><addtitle>Respir Res</addtitle><description>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.
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.
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.
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.
NCT02434536.</description><subject>Age Factors</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Algorithms</subject><subject>Area Under Curve</subject><subject>Care and treatment</subject><subject>Chronic obstructive pulmonary disease</subject><subject>Complications and side effects</subject><subject>Decision Support Techniques</subject><subject>Decision Trees</subject><subject>Disease Progression</subject><subject>Dyspnea - diagnosis</subject><subject>Dyspnea - mortality</subject><subject>Dyspnea - physiopathology</subject><subject>Emergency medical services</subject><subject>Emergency service</subject><subject>Emergency Service, Hospital</subject><subject>Female</subject><subject>Glasgow Coma Scale</subject><subject>Health risks</subject><subject>Hospitals</subject><subject>Humans</subject><subject>Inhalation</subject><subject>Lung - physiopathology</subject><subject>Lung diseases, Obstructive</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Mortality</subject><subject>Mortality risk</subject><subject>Muscles</subject><subject>Predictive Value of Tests</subject><subject>Prognosis</subject><subject>Prospective Studies</subject><subject>Pulmonary Disease, Chronic Obstructive - diagnosis</subject><subject>Pulmonary Disease, Chronic Obstructive - mortality</subject><subject>Pulmonary Disease, Chronic Obstructive - physiopathology</subject><subject>Pulmonary Disease, Chronic Obstructive - therapy</subject><subject>Reproducibility of Results</subject><subject>Respiratory Muscles - physiopathology</subject><subject>Risk Assessment</subject><subject>Risk Factors</subject><subject>ROC Curve</subject><subject>Survival Analysis</subject><subject>Time Factors</subject><subject>United Kingdom</subject><issn>1465-993X</issn><issn>1465-9921</issn><issn>1465-993X</issn><issn>1465-9921</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><recordid>eNptkkuLFDEUhYMoztj6A9xIwI2bGpPKq-NCaNonDIwLBXchlbrVk6EqaZPUYG_87abocZwRySKX5JwvuZeD0HNKzihdy9eZtprRhlDREEZZwx-gU8qlaLRm3x_eqU_Qk5yvCKFqrcRjdNJKqYVm4hT92uAenM8-BlwSAC4R25whZ5wvYypNgTThqVZ29OWA7VAPsA0YJkg7CO5Q_XubygSh4OsKKniIR8VP6yB1tizsOODtxZd3b7DFLi5gnMvcH56iR4MdMzy72Vfo24f3X7efmvOLj5-3m_PGcc1LYzkVgumuJYp1QhLhVNvX7tacOSGFVkw4wtpeiF451QnbtbLrqAQJZOgGx1bo7ZG7n7sJelc_m-xo9slPNh1MtN7cvwn-0uziteGyzk-xCnh1A0jxxwy5mMlnB-NoA8Q5G6oElYro-s0VevmP9CrOKdT2qkppSVuh6V_Vzo5gfBhifdctULPhlSW15G1Vnf1HVVcPk3cxwODr-T0DPRpcijknGG57pMQsoTHH0JgaGrOExvDqeXF3OLeOPylhvwFdvL0V</recordid><startdate>20151222</startdate><enddate>20151222</enddate><creator>Esteban, Cristóbal</creator><creator>Arostegui, Inmaculada</creator><creator>Garcia-Gutierrez, Susana</creator><creator>Gonzalez, Nerea</creator><creator>Lafuente, Iratxe</creator><creator>Bare, Marisa</creator><creator>Fernandez de Larrea, Nerea</creator><creator>Rivas, Francisco</creator><creator>Quintana, José M</creator><general>BioMed Central Ltd</general><general>BioMed Central</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QL</scope><scope>7U7</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20151222</creationdate><title>A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study</title><author>Esteban, Cristóbal ; Arostegui, Inmaculada ; Garcia-Gutierrez, Susana ; Gonzalez, Nerea ; Lafuente, Iratxe ; Bare, Marisa ; Fernandez de Larrea, Nerea ; Rivas, Francisco ; Quintana, José M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c494t-a415539b2073b5605c72d146843c5659735c032d55d7c7b5ab26bb16e6e0fbfc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Age Factors</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Algorithms</topic><topic>Area Under Curve</topic><topic>Care and treatment</topic><topic>Chronic obstructive pulmonary disease</topic><topic>Complications and side effects</topic><topic>Decision Support Techniques</topic><topic>Decision Trees</topic><topic>Disease Progression</topic><topic>Dyspnea - diagnosis</topic><topic>Dyspnea - mortality</topic><topic>Dyspnea - physiopathology</topic><topic>Emergency medical services</topic><topic>Emergency service</topic><topic>Emergency Service, Hospital</topic><topic>Female</topic><topic>Glasgow Coma Scale</topic><topic>Health risks</topic><topic>Hospitals</topic><topic>Humans</topic><topic>Inhalation</topic><topic>Lung - physiopathology</topic><topic>Lung diseases, Obstructive</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Mortality</topic><topic>Mortality risk</topic><topic>Muscles</topic><topic>Predictive Value of Tests</topic><topic>Prognosis</topic><topic>Prospective Studies</topic><topic>Pulmonary Disease, Chronic Obstructive - diagnosis</topic><topic>Pulmonary Disease, Chronic Obstructive - mortality</topic><topic>Pulmonary Disease, Chronic Obstructive - physiopathology</topic><topic>Pulmonary Disease, Chronic Obstructive - therapy</topic><topic>Reproducibility of Results</topic><topic>Respiratory Muscles - physiopathology</topic><topic>Risk Assessment</topic><topic>Risk Factors</topic><topic>ROC Curve</topic><topic>Survival Analysis</topic><topic>Time Factors</topic><topic>United Kingdom</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Esteban, Cristóbal</creatorcontrib><creatorcontrib>Arostegui, Inmaculada</creatorcontrib><creatorcontrib>Garcia-Gutierrez, Susana</creatorcontrib><creatorcontrib>Gonzalez, Nerea</creatorcontrib><creatorcontrib>Lafuente, Iratxe</creatorcontrib><creatorcontrib>Bare, Marisa</creatorcontrib><creatorcontrib>Fernandez de Larrea, Nerea</creatorcontrib><creatorcontrib>Rivas, Francisco</creatorcontrib><creatorcontrib>Quintana, José M</creatorcontrib><creatorcontrib>IRYSS-COPD Group</creatorcontrib><creatorcontrib>for the IRYSS-COPD group</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Toxicology Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Respiratory research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Esteban, Cristóbal</au><au>Arostegui, Inmaculada</au><au>Garcia-Gutierrez, Susana</au><au>Gonzalez, Nerea</au><au>Lafuente, Iratxe</au><au>Bare, Marisa</au><au>Fernandez de Larrea, Nerea</au><au>Rivas, Francisco</au><au>Quintana, José M</au><aucorp>IRYSS-COPD Group</aucorp><aucorp>for the IRYSS-COPD group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study</atitle><jtitle>Respiratory research</jtitle><addtitle>Respir Res</addtitle><date>2015-12-22</date><risdate>2015</risdate><volume>16</volume><issue>154</issue><spage>151</spage><epage>151</epage><pages>151-151</pages><artnum>151</artnum><issn>1465-993X</issn><issn>1465-9921</issn><eissn>1465-993X</eissn><eissn>1465-9921</eissn><abstract>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.
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.
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.
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.
NCT02434536.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>26695935</pmid><doi>10.1186/s12931-015-0313-4</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Age Factors Aged Aged, 80 and over Algorithms Area Under Curve Care and treatment Chronic obstructive pulmonary disease Complications and side effects Decision Support Techniques Decision Trees Disease Progression Dyspnea - diagnosis Dyspnea - mortality Dyspnea - physiopathology Emergency medical services Emergency service Emergency Service, Hospital Female Glasgow Coma Scale Health risks Hospitals Humans Inhalation Lung - physiopathology Lung diseases, Obstructive Male Middle Aged Mortality Mortality risk Muscles Predictive Value of Tests Prognosis Prospective Studies Pulmonary Disease, Chronic Obstructive - diagnosis Pulmonary Disease, Chronic Obstructive - mortality Pulmonary Disease, Chronic Obstructive - physiopathology Pulmonary Disease, Chronic Obstructive - therapy Reproducibility of Results Respiratory Muscles - physiopathology Risk Assessment Risk Factors ROC Curve Survival Analysis Time Factors United Kingdom |
title | A decision tree to assess short-term mortality after an emergency department visit for an exacerbation of COPD: a cohort study |
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