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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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 |
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fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_850561037</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>1_s2_0_S088394411000184X</els_id><sourcerecordid>2745473571</sourcerecordid><originalsourceid>FETCH-LOGICAL-c438t-a66fd90c0897674dd027a82640491a8580f86aeac00713f674a2d3111cc4b4863</originalsourceid><addsrcrecordid>eNqVktGK1DAUhoMo7uzqC3ghAS-86njSpm0KIizj6BYWFEbFu5BNT53UtBmTdtx5UN_HdGdVWEHwJgnJ9_9Jzn8IecJgyYAVL7plp71ephA3oFwClPfIguV5mYiC5ffJAoTIkopzdkJOQ-gAWJll-UNykoIoKsFhQX6sr0f0g7J0r6xp1GjcQF1Lz_U0In2_PQTjrPtyoGpo6Grr3WA0vUBlxy1dR8l0VNSfqBno62nU27gYcQhmj1Qrj3QazBhu5Nr1O-VNiPx3E_X_e0d9A2xMv7OmNdj8bbDRLt5Y14_Ig1bZgI9v5zPy8c36w-oiuXz3tl6dXyaaZ2JMVFG0TQUaRFUWJW8aSEsl0oIDr5gSuYBWFAqVjqVlWRsRlTYZY0xrfsVFkZ2R50ffnXffJgyj7E3QaK0a0E1BihzygkFWRvLZHbJz01z3ION5zrI0jpFKj5T2LgSPrdx50yt_iJCcM5ednDOXc-YSShkfFkVPb62nqx6b35JfIUfg5RHAWIq9QS-DNjhobIxHPcrGmX_7v7oj19bEiJT9igcMf_4hQypBbuaum5uOQWw4wT9nPwEZ9dRP</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1035132035</pqid></control><display><type>article</type><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><source>MEDLINE</source><source>Elsevier ScienceDirect Journals</source><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</creator><creatorcontrib>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</creatorcontrib><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.</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 & 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. 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><subject>Acute physiology and chronic health evaluation</subject><subject>Aged</subject><subject>APACHE</subject><subject>Critical Care</subject><subject>Female</subject><subject>Hospital Mortality</subject><subject>Humans</subject><subject>Intensive care units</subject><subject>Intensive Care Units - statistics & numerical data</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Netherlands</subject><subject>Prognosis</subject><subject>Prognostic models</subject><subject>Prospective Studies</subject><subject>Reproducibility of Results</subject><subject>Simplified acute physiology score II</subject><subject>Validation</subject><issn>0883-9441</issn><issn>1557-8615</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>8G5</sourceid><sourceid>BENPR</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><recordid>eNqVktGK1DAUhoMo7uzqC3ghAS-86njSpm0KIizj6BYWFEbFu5BNT53UtBmTdtx5UN_HdGdVWEHwJgnJ9_9Jzn8IecJgyYAVL7plp71ephA3oFwClPfIguV5mYiC5ffJAoTIkopzdkJOQ-gAWJll-UNykoIoKsFhQX6sr0f0g7J0r6xp1GjcQF1Lz_U0In2_PQTjrPtyoGpo6Grr3WA0vUBlxy1dR8l0VNSfqBno62nU27gYcQhmj1Qrj3QazBhu5Nr1O-VNiPx3E_X_e0d9A2xMv7OmNdj8bbDRLt5Y14_Ig1bZgI9v5zPy8c36w-oiuXz3tl6dXyaaZ2JMVFG0TQUaRFUWJW8aSEsl0oIDr5gSuYBWFAqVjqVlWRsRlTYZY0xrfsVFkZ2R50ffnXffJgyj7E3QaK0a0E1BihzygkFWRvLZHbJz01z3ION5zrI0jpFKj5T2LgSPrdx50yt_iJCcM5ednDOXc-YSShkfFkVPb62nqx6b35JfIUfg5RHAWIq9QS-DNjhobIxHPcrGmX_7v7oj19bEiJT9igcMf_4hQypBbuaum5uOQWw4wT9nPwEZ9dRP</recordid><startdate>20110201</startdate><enddate>20110201</enddate><creator>Brinkman, Sylvia, MSc</creator><creator>Bakhshi-Raiez, Ferishta, MSc</creator><creator>Abu-Hanna, Ameen, PhD</creator><creator>de Jonge, Evert, MD, PhD</creator><creator>Bosman, Robert J., MD</creator><creator>Peelen, Linda, PhD</creator><creator>de Keizer, Nicolette F., PhD</creator><general>Elsevier Inc</general><general>Elsevier Limited</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>7RV</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AN0</scope><scope>ASE</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FPQ</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>K6X</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>MBDVC</scope><scope>NAPCQ</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>7X8</scope></search><sort><creationdate>20110201</creationdate><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><author>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</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 & 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 & Allied Health Database</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>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>British Nursing Database</collection><collection>British Nursing Index</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>British Nursing Index (BNI) (1985 to Present)</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>British Nursing Index</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Research Library</collection><collection>Research Library (Corporate)</collection><collection>Nursing & Allied Health Premium</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of critical care</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Brinkman, Sylvia, MSc</au><au>Bakhshi-Raiez, Ferishta, MSc</au><au>Abu-Hanna, Ameen, PhD</au><au>de Jonge, Evert, MD, PhD</au><au>Bosman, Robert J., MD</au><au>Peelen, Linda, PhD</au><au>de Keizer, Nicolette F., PhD</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>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</atitle><jtitle>Journal of critical care</jtitle><addtitle>J Crit Care</addtitle><date>2011-02-01</date><risdate>2011</risdate><volume>26</volume><issue>1</issue><spage>105.e11</spage><epage>105.e18</epage><pages>105.e11-105.e18</pages><issn>0883-9441</issn><eissn>1557-8615</eissn><abstract>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.</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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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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