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An adjusted EuroSCORE model for high-risk cardiac patients
Objective: To verify the accuracy and precision of the logistic European system for cardiac operative risk evaluation (EuroSCORE) in high-risk cardiac surgery patients and to develop and externally validate a new system of recalibration. Methods: The development series included 4279 high-risk patien...
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Published in: | European journal of cardio-thoracic surgery 2009-11, Vol.36 (5), p.791-798 |
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container_title | European journal of cardio-thoracic surgery |
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creator | Ranucci, Marco Castelvecchio, Serenella Menicanti, Lorenzo A. Scolletta, Sabino Biagioli, Bonizella Giomarelli, Pierpaolo |
description | Objective: To verify the accuracy and precision of the logistic European system for cardiac operative risk evaluation (EuroSCORE) in high-risk cardiac surgery patients and to develop and externally validate a new system of recalibration. Methods: The development series included 4279 high-risk patients who had undergone cardiac operations at the IRCCS Policlinico S. Donato. Performance, accuracy, and precision of the logistic EuroSCORE were assessed in this series, using a deciles-based comparison between expected and observed mortality rates, a receiver operating characteristic analysis, and a Hosmer–Lemeshow test for calibration. Differences between predicted and observed mortality rates were mathematically evaluated to develop an adjusted logistic EuroSCORE. This adjusted risk score was subsequently validated with the same approach on an external series of 1459 high-risk patients who had undergone cardiac operations at the Siena hospital. Results: The adjusted logistic EuroSCORE was based on five different correction factors applied to the crude logistic EuroSCORE depending on its value. At the external validation, this model provided a good performance, with observed mortality rates not significantly different from the expected in 8 out of 10 deciles of risk distribution. The adjusted EuroSCORE had the same moderate balanced accuracy of the crude logistic EuroSCORE (area under the curve: 0.695), with a better precision (Hosmer–Lemeshow calibration test: χ2: 3.6, p = 0.891). Conclusions: Recalibration of the logistic EuroSCORE in high-risk patients is needed due to its tendency to overestimate the mortality risk. The application of a variable correction factor results in a better performance, increased precision, with unaltered balanced accuracy. |
doi_str_mv | 10.1016/j.ejcts.2009.02.023 |
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Methods: The development series included 4279 high-risk patients who had undergone cardiac operations at the IRCCS Policlinico S. Donato. Performance, accuracy, and precision of the logistic EuroSCORE were assessed in this series, using a deciles-based comparison between expected and observed mortality rates, a receiver operating characteristic analysis, and a Hosmer–Lemeshow test for calibration. Differences between predicted and observed mortality rates were mathematically evaluated to develop an adjusted logistic EuroSCORE. This adjusted risk score was subsequently validated with the same approach on an external series of 1459 high-risk patients who had undergone cardiac operations at the Siena hospital. Results: The adjusted logistic EuroSCORE was based on five different correction factors applied to the crude logistic EuroSCORE depending on its value. At the external validation, this model provided a good performance, with observed mortality rates not significantly different from the expected in 8 out of 10 deciles of risk distribution. The adjusted EuroSCORE had the same moderate balanced accuracy of the crude logistic EuroSCORE (area under the curve: 0.695), with a better precision (Hosmer–Lemeshow calibration test: χ2: 3.6, p = 0.891). Conclusions: Recalibration of the logistic EuroSCORE in high-risk patients is needed due to its tendency to overestimate the mortality risk. The application of a variable correction factor results in a better performance, increased precision, with unaltered balanced accuracy.</description><identifier>ISSN: 1010-7940</identifier><identifier>EISSN: 1873-734X</identifier><identifier>DOI: 10.1016/j.ejcts.2009.02.023</identifier><identifier>PMID: 19359191</identifier><identifier>CODEN: EJCSE7</identifier><language>eng</language><publisher>Oxford: Elsevier Science B.V</publisher><subject>Aged ; Aged, 80 and over ; Biological and medical sciences ; Cardiac surgery ; Cardiac Surgical Procedures - adverse effects ; Cardiac Surgical Procedures - mortality ; Cardiology. Vascular system ; Epidemiologic Methods ; EuroSCORE ; Female ; Humans ; Italy - epidemiology ; Logistic model ; Male ; Medical sciences ; Middle Aged ; Pneumology ; Prognosis ; Risk-adjustment ; Severity of Illness Index ; Surgery (general aspects). Transplantations, organ and tissue grafts. Graft diseases ; Surgery of the heart</subject><ispartof>European journal of cardio-thoracic surgery, 2009-11, Vol.36 (5), p.791-798</ispartof><rights>European Association for Cardio-Thoracic Surgery © 2009 European Association for Cardio-Thoracic Surgery. Published by Elsevier B.V. All rights reserved. 2009</rights><rights>2009 INIST-CNRS</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c491t-4c762a22b9b7b8dd73e0813dbdf8071e81891d5c6bf8889efc26d48e7e02402d3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=22136108$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/19359191$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ranucci, Marco</creatorcontrib><creatorcontrib>Castelvecchio, Serenella</creatorcontrib><creatorcontrib>Menicanti, Lorenzo A.</creatorcontrib><creatorcontrib>Scolletta, Sabino</creatorcontrib><creatorcontrib>Biagioli, Bonizella</creatorcontrib><creatorcontrib>Giomarelli, Pierpaolo</creatorcontrib><title>An adjusted EuroSCORE model for high-risk cardiac patients</title><title>European journal of cardio-thoracic surgery</title><addtitle>Eur J Cardiothorac Surg</addtitle><addtitle>Eur J Cardiothorac Surg</addtitle><description>Objective: To verify the accuracy and precision of the logistic European system for cardiac operative risk evaluation (EuroSCORE) in high-risk cardiac surgery patients and to develop and externally validate a new system of recalibration. Methods: The development series included 4279 high-risk patients who had undergone cardiac operations at the IRCCS Policlinico S. Donato. Performance, accuracy, and precision of the logistic EuroSCORE were assessed in this series, using a deciles-based comparison between expected and observed mortality rates, a receiver operating characteristic analysis, and a Hosmer–Lemeshow test for calibration. Differences between predicted and observed mortality rates were mathematically evaluated to develop an adjusted logistic EuroSCORE. This adjusted risk score was subsequently validated with the same approach on an external series of 1459 high-risk patients who had undergone cardiac operations at the Siena hospital. Results: The adjusted logistic EuroSCORE was based on five different correction factors applied to the crude logistic EuroSCORE depending on its value. At the external validation, this model provided a good performance, with observed mortality rates not significantly different from the expected in 8 out of 10 deciles of risk distribution. The adjusted EuroSCORE had the same moderate balanced accuracy of the crude logistic EuroSCORE (area under the curve: 0.695), with a better precision (Hosmer–Lemeshow calibration test: χ2: 3.6, p = 0.891). Conclusions: Recalibration of the logistic EuroSCORE in high-risk patients is needed due to its tendency to overestimate the mortality risk. The application of a variable correction factor results in a better performance, increased precision, with unaltered balanced accuracy.</description><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Biological and medical sciences</subject><subject>Cardiac surgery</subject><subject>Cardiac Surgical Procedures - adverse effects</subject><subject>Cardiac Surgical Procedures - mortality</subject><subject>Cardiology. Vascular system</subject><subject>Epidemiologic Methods</subject><subject>EuroSCORE</subject><subject>Female</subject><subject>Humans</subject><subject>Italy - epidemiology</subject><subject>Logistic model</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Middle Aged</subject><subject>Pneumology</subject><subject>Prognosis</subject><subject>Risk-adjustment</subject><subject>Severity of Illness Index</subject><subject>Surgery (general aspects). Transplantations, organ and tissue grafts. 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Vascular system</topic><topic>Epidemiologic Methods</topic><topic>EuroSCORE</topic><topic>Female</topic><topic>Humans</topic><topic>Italy - epidemiology</topic><topic>Logistic model</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Middle Aged</topic><topic>Pneumology</topic><topic>Prognosis</topic><topic>Risk-adjustment</topic><topic>Severity of Illness Index</topic><topic>Surgery (general aspects). Transplantations, organ and tissue grafts. Graft diseases</topic><topic>Surgery of the heart</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ranucci, Marco</creatorcontrib><creatorcontrib>Castelvecchio, Serenella</creatorcontrib><creatorcontrib>Menicanti, Lorenzo A.</creatorcontrib><creatorcontrib>Scolletta, Sabino</creatorcontrib><creatorcontrib>Biagioli, Bonizella</creatorcontrib><creatorcontrib>Giomarelli, Pierpaolo</creatorcontrib><collection>Istex</collection><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of cardio-thoracic surgery</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ranucci, Marco</au><au>Castelvecchio, Serenella</au><au>Menicanti, Lorenzo A.</au><au>Scolletta, Sabino</au><au>Biagioli, Bonizella</au><au>Giomarelli, Pierpaolo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An adjusted EuroSCORE model for high-risk cardiac patients</atitle><jtitle>European journal of cardio-thoracic surgery</jtitle><stitle>Eur J Cardiothorac Surg</stitle><addtitle>Eur J Cardiothorac Surg</addtitle><date>2009-11-01</date><risdate>2009</risdate><volume>36</volume><issue>5</issue><spage>791</spage><epage>798</epage><pages>791-798</pages><issn>1010-7940</issn><eissn>1873-734X</eissn><coden>EJCSE7</coden><abstract>Objective: To verify the accuracy and precision of the logistic European system for cardiac operative risk evaluation (EuroSCORE) in high-risk cardiac surgery patients and to develop and externally validate a new system of recalibration. Methods: The development series included 4279 high-risk patients who had undergone cardiac operations at the IRCCS Policlinico S. Donato. Performance, accuracy, and precision of the logistic EuroSCORE were assessed in this series, using a deciles-based comparison between expected and observed mortality rates, a receiver operating characteristic analysis, and a Hosmer–Lemeshow test for calibration. Differences between predicted and observed mortality rates were mathematically evaluated to develop an adjusted logistic EuroSCORE. This adjusted risk score was subsequently validated with the same approach on an external series of 1459 high-risk patients who had undergone cardiac operations at the Siena hospital. Results: The adjusted logistic EuroSCORE was based on five different correction factors applied to the crude logistic EuroSCORE depending on its value. At the external validation, this model provided a good performance, with observed mortality rates not significantly different from the expected in 8 out of 10 deciles of risk distribution. The adjusted EuroSCORE had the same moderate balanced accuracy of the crude logistic EuroSCORE (area under the curve: 0.695), with a better precision (Hosmer–Lemeshow calibration test: χ2: 3.6, p = 0.891). Conclusions: Recalibration of the logistic EuroSCORE in high-risk patients is needed due to its tendency to overestimate the mortality risk. The application of a variable correction factor results in a better performance, increased precision, with unaltered balanced accuracy.</abstract><cop>Oxford</cop><pub>Elsevier Science B.V</pub><pmid>19359191</pmid><doi>10.1016/j.ejcts.2009.02.023</doi><tpages>8</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Aged Aged, 80 and over Biological and medical sciences Cardiac surgery Cardiac Surgical Procedures - adverse effects Cardiac Surgical Procedures - mortality Cardiology. Vascular system Epidemiologic Methods EuroSCORE Female Humans Italy - epidemiology Logistic model Male Medical sciences Middle Aged Pneumology Prognosis Risk-adjustment Severity of Illness Index Surgery (general aspects). Transplantations, organ and tissue grafts. Graft diseases Surgery of the heart |
title | An adjusted EuroSCORE model for high-risk cardiac patients |
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