External validation of Acute Physiology and Chronic Health Evaluation IV in Dutch intensive care units and comparison with Acute Physiology and Chronic Health Evaluation II and Simplified Acute Physiology Score II

Abstract Purpose The aim of this study was to validate and compare the performance of the Acute Physiology and Chronic Health Evaluation (APACHE) IV in the Dutch intensive care unit (ICU) population to the APACHE II and Simplified Acute Physiology Score (SAPS) II. Materials and Methods This is a pro...

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Veröffentlicht in:Journal of critical care 2011-02, Vol.26 (1), p.105.e11-105.e18
Hauptverfasser: Brinkman, Sylvia, MSc, Bakhshi-Raiez, Ferishta, MSc, Abu-Hanna, Ameen, PhD, de Jonge, Evert, MD, PhD, Bosman, Robert J., MD, Peelen, Linda, PhD, de Keizer, Nicolette F., PhD
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container_end_page 105.e18
container_issue 1
container_start_page 105.e11
container_title Journal of critical care
container_volume 26
creator Brinkman, Sylvia, MSc
Bakhshi-Raiez, Ferishta, MSc
Abu-Hanna, Ameen, PhD
de Jonge, Evert, MD, PhD
Bosman, Robert J., MD
Peelen, Linda, PhD
de Keizer, Nicolette F., PhD
description Abstract Purpose The aim of this study was to validate and compare the performance of the Acute Physiology and Chronic Health Evaluation (APACHE) IV in the Dutch intensive care unit (ICU) population to the APACHE II and Simplified Acute Physiology Score (SAPS) II. Materials and Methods This is a prospective study based on data from a national quality registry between 2006 and 2009 from 59 Dutch ICUs. The validation set consisted of 62 737 patients; the 3 models were compared using 44 112 patients. Measures of discrimination, accuracy, and calibration (area under the receiver operating characteristic curve (AUC), Brier score, R2 , and Ĉ-statistic) were calculated using bootstrapping. In addition, the standardized mortality ratios were calculated. Results The original APACHE IV showed good discrimination and accuracy (AUC = 0.87, Brier score = 0.10, R2 = 0.29) but poor calibration (Ĉ-statistic = 822.67). Customization significantly improved the performance of the APACHE IV. The overall discrimination and accuracy of the customized APACHE IV were statistically better, and the overall Ĉ-statistic was inferior to those of the customized APACHE II and SAPS II, but these differences were small in perspective of clinical use. Conclusions The 3 models have comparable capabilities for benchmarking purposes after customization. Main advantage of APACHE IV is the large number of diagnoses that enable subgroup analysis. The APACHE IV coronary artery bypass grafting (CABG) model has a good performance in the Dutch ICU population and can be used to complement the 3 models.
doi_str_mv 10.1016/j.jcrc.2010.07.007
format Article
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Materials and Methods This is a prospective study based on data from a national quality registry between 2006 and 2009 from 59 Dutch ICUs. The validation set consisted of 62 737 patients; the 3 models were compared using 44 112 patients. Measures of discrimination, accuracy, and calibration (area under the receiver operating characteristic curve (AUC), Brier score, R2 , and Ĉ-statistic) were calculated using bootstrapping. In addition, the standardized mortality ratios were calculated. Results The original APACHE IV showed good discrimination and accuracy (AUC = 0.87, Brier score = 0.10, R2 = 0.29) but poor calibration (Ĉ-statistic = 822.67). Customization significantly improved the performance of the APACHE IV. The overall discrimination and accuracy of the customized APACHE IV were statistically better, and the overall Ĉ-statistic was inferior to those of the customized APACHE II and SAPS II, but these differences were small in perspective of clinical use. Conclusions The 3 models have comparable capabilities for benchmarking purposes after customization. Main advantage of APACHE IV is the large number of diagnoses that enable subgroup analysis. The APACHE IV coronary artery bypass grafting (CABG) model has a good performance in the Dutch ICU population and can be used to complement the 3 models.</description><identifier>ISSN: 0883-9441</identifier><identifier>EISSN: 1557-8615</identifier><identifier>DOI: 10.1016/j.jcrc.2010.07.007</identifier><identifier>PMID: 20869840</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Acute physiology and chronic health evaluation ; Aged ; APACHE ; Critical Care ; Female ; Hospital Mortality ; Humans ; Intensive care units ; Intensive Care Units - statistics &amp; numerical data ; Male ; Middle Aged ; Netherlands ; Prognosis ; Prognostic models ; Prospective Studies ; Reproducibility of Results ; Simplified acute physiology score II ; Validation</subject><ispartof>Journal of critical care, 2011-02, Vol.26 (1), p.105.e11-105.e18</ispartof><rights>Elsevier Inc.</rights><rights>2011 Elsevier Inc.</rights><rights>Copyright © 2011 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c438t-a66fd90c0897674dd027a82640491a8580f86aeac00713f674a2d3111cc4b4863</citedby><cites>FETCH-LOGICAL-c438t-a66fd90c0897674dd027a82640491a8580f86aeac00713f674a2d3111cc4b4863</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S088394411000184X$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/20869840$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Brinkman, Sylvia, MSc</creatorcontrib><creatorcontrib>Bakhshi-Raiez, Ferishta, MSc</creatorcontrib><creatorcontrib>Abu-Hanna, Ameen, PhD</creatorcontrib><creatorcontrib>de Jonge, Evert, MD, PhD</creatorcontrib><creatorcontrib>Bosman, Robert J., MD</creatorcontrib><creatorcontrib>Peelen, Linda, PhD</creatorcontrib><creatorcontrib>de Keizer, Nicolette F., PhD</creatorcontrib><title>External validation of Acute Physiology and Chronic Health Evaluation IV in Dutch intensive care units and comparison with Acute Physiology and Chronic Health Evaluation II and Simplified Acute Physiology Score II</title><title>Journal of critical care</title><addtitle>J Crit Care</addtitle><description>Abstract Purpose The aim of this study was to validate and compare the performance of the Acute Physiology and Chronic Health Evaluation (APACHE) IV in the Dutch intensive care unit (ICU) population to the APACHE II and Simplified Acute Physiology Score (SAPS) II. Materials and Methods This is a prospective study based on data from a national quality registry between 2006 and 2009 from 59 Dutch ICUs. The validation set consisted of 62 737 patients; the 3 models were compared using 44 112 patients. Measures of discrimination, accuracy, and calibration (area under the receiver operating characteristic curve (AUC), Brier score, R2 , and Ĉ-statistic) were calculated using bootstrapping. In addition, the standardized mortality ratios were calculated. Results The original APACHE IV showed good discrimination and accuracy (AUC = 0.87, Brier score = 0.10, R2 = 0.29) but poor calibration (Ĉ-statistic = 822.67). Customization significantly improved the performance of the APACHE IV. The overall discrimination and accuracy of the customized APACHE IV were statistically better, and the overall Ĉ-statistic was inferior to those of the customized APACHE II and SAPS II, but these differences were small in perspective of clinical use. Conclusions The 3 models have comparable capabilities for benchmarking purposes after customization. Main advantage of APACHE IV is the large number of diagnoses that enable subgroup analysis. 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Bakhshi-Raiez, Ferishta, MSc ; Abu-Hanna, Ameen, PhD ; de Jonge, Evert, MD, PhD ; Bosman, Robert J., MD ; Peelen, Linda, PhD ; de Keizer, Nicolette F., PhD</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c438t-a66fd90c0897674dd027a82640491a8580f86aeac00713f674a2d3111cc4b4863</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Acute physiology and chronic health evaluation</topic><topic>Aged</topic><topic>APACHE</topic><topic>Critical Care</topic><topic>Female</topic><topic>Hospital Mortality</topic><topic>Humans</topic><topic>Intensive care units</topic><topic>Intensive Care Units - statistics &amp; numerical data</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Netherlands</topic><topic>Prognosis</topic><topic>Prognostic models</topic><topic>Prospective Studies</topic><topic>Reproducibility of Results</topic><topic>Simplified acute physiology score II</topic><topic>Validation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Brinkman, Sylvia, MSc</creatorcontrib><creatorcontrib>Bakhshi-Raiez, Ferishta, MSc</creatorcontrib><creatorcontrib>Abu-Hanna, Ameen, PhD</creatorcontrib><creatorcontrib>de Jonge, Evert, MD, PhD</creatorcontrib><creatorcontrib>Bosman, Robert J., MD</creatorcontrib><creatorcontrib>Peelen, Linda, PhD</creatorcontrib><creatorcontrib>de Keizer, Nicolette F., PhD</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>Nursing &amp; 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Materials and Methods This is a prospective study based on data from a national quality registry between 2006 and 2009 from 59 Dutch ICUs. The validation set consisted of 62 737 patients; the 3 models were compared using 44 112 patients. Measures of discrimination, accuracy, and calibration (area under the receiver operating characteristic curve (AUC), Brier score, R2 , and Ĉ-statistic) were calculated using bootstrapping. In addition, the standardized mortality ratios were calculated. Results The original APACHE IV showed good discrimination and accuracy (AUC = 0.87, Brier score = 0.10, R2 = 0.29) but poor calibration (Ĉ-statistic = 822.67). Customization significantly improved the performance of the APACHE IV. The overall discrimination and accuracy of the customized APACHE IV were statistically better, and the overall Ĉ-statistic was inferior to those of the customized APACHE II and SAPS II, but these differences were small in perspective of clinical use. Conclusions The 3 models have comparable capabilities for benchmarking purposes after customization. Main advantage of APACHE IV is the large number of diagnoses that enable subgroup analysis. The APACHE IV coronary artery bypass grafting (CABG) model has a good performance in the Dutch ICU population and can be used to complement the 3 models.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>20869840</pmid><doi>10.1016/j.jcrc.2010.07.007</doi></addata></record>
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1557-8615
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subjects Acute physiology and chronic health evaluation
Aged
APACHE
Critical Care
Female
Hospital Mortality
Humans
Intensive care units
Intensive Care Units - statistics & numerical data
Male
Middle Aged
Netherlands
Prognosis
Prognostic models
Prospective Studies
Reproducibility of Results
Simplified acute physiology score II
Validation
title External validation of Acute Physiology and Chronic Health Evaluation IV in Dutch intensive care units and comparison with Acute Physiology and Chronic Health Evaluation II and Simplified Acute Physiology Score II
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