Development and validation of a predictive model for bacteremia in patients hospitalized by the emergency department with suspected infection
Positive blood cultures usually indicate disseminated infection that is associated with a poor prognosis and higher mortality. We seek to develop and validate a predictive model to identify factors associated with positive blood cultures in emergency patients. Secondary analysis of data from two pro...
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Veröffentlicht in: | Revista chilena de infectología 2016-04, Vol.33 (2), p.150-158 |
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creator | Cuervo, Alba Correa, Julieta Garcés, Danlela Ascuntar, Johana León, Alba Jaimes, Fabián A |
description | Positive blood cultures usually indicate disseminated infection that is associated with a poor prognosis and higher mortality. We seek to develop and validate a predictive model to identify factors associated with positive blood cultures in emergency patients.
Secondary analysis of data from two prospective cohorts (EPISEPSIS: developing cohort, and DISEPSIS: validation cohort) of patients with suspected or confirmed infection, assembled in emergency services in 10 hospitals in four cities in Colombia between September 2007 and February 2008. A logistic multivariable model was fitted to identify clinical and laboratory variables predictive of positive blood culture.
We analyzed 719 patients in developing and 467 in validation cohort with 32% and 21% positive blood cultures, respectively. The final predictive model included variables with significant coefficients for both cohorts: temperature > 38° C, Glasgow < 15 and platelet < 150.000 cells/mm³, with calibration (goodness-of-fit H-L) p = 0.0907 and p = 0.7003 and discrimination AUC = 0.68 (95% CI = 0.65-0.72) and 0.65 (95% CI = 0.61-0.70) in EPISEPSIS and DISEPSIS, respectively. Specifically, temperature > 38 °C and platelets < 150.000 cells/mm³ and normal Glasgow; or Glasgow < 15 with normal temperature and platelets exhibit a LR between 1,9 (CI 95% = 1,2-3,1) and 2,3 (CI 95% = 1,7-3,1). Glasgow < 15 with any of low platelets or high temperature shows a LR between 2,2 (CI 95% = 1,1-4,4) and 2,6 (CI 95% = 1,7-4,3).
Temperature > 38° C, platelet count < 150,000 cells/mm³ and GCS < 15 are variables associated with increased likelihood of having a positive blood culture. |
doi_str_mv | 10.4067/S0716-10182016000200004 |
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Secondary analysis of data from two prospective cohorts (EPISEPSIS: developing cohort, and DISEPSIS: validation cohort) of patients with suspected or confirmed infection, assembled in emergency services in 10 hospitals in four cities in Colombia between September 2007 and February 2008. A logistic multivariable model was fitted to identify clinical and laboratory variables predictive of positive blood culture.
We analyzed 719 patients in developing and 467 in validation cohort with 32% and 21% positive blood cultures, respectively. The final predictive model included variables with significant coefficients for both cohorts: temperature > 38° C, Glasgow < 15 and platelet < 150.000 cells/mm³, with calibration (goodness-of-fit H-L) p = 0.0907 and p = 0.7003 and discrimination AUC = 0.68 (95% CI = 0.65-0.72) and 0.65 (95% CI = 0.61-0.70) in EPISEPSIS and DISEPSIS, respectively. Specifically, temperature > 38 °C and platelets < 150.000 cells/mm³ and normal Glasgow; or Glasgow < 15 with normal temperature and platelets exhibit a LR between 1,9 (CI 95% = 1,2-3,1) and 2,3 (CI 95% = 1,7-3,1). Glasgow < 15 with any of low platelets or high temperature shows a LR between 2,2 (CI 95% = 1,1-4,4) and 2,6 (CI 95% = 1,7-4,3).
Temperature > 38° C, platelet count < 150,000 cells/mm³ and GCS < 15 are variables associated with increased likelihood of having a positive blood culture.]]></description><identifier>EISSN: 0717-6341</identifier><identifier>DOI: 10.4067/S0716-10182016000200004</identifier><identifier>PMID: 27314992</identifier><language>spa</language><publisher>Chile</publisher><subject>Adult ; Aged ; Bacteremia - blood ; Bacteremia - diagnosis ; Bacteria - isolation & purification ; Blood Cell Count ; Blood Culture - methods ; Body Temperature ; Emergency Service, Hospital ; Female ; Glasgow Coma Scale ; Humans ; Logistic Models ; Male ; Middle Aged ; Predictive Value of Tests ; Prospective Studies ; Reference Values ; Reproducibility of Results ; Risk Factors</subject><ispartof>Revista chilena de infectología, 2016-04, Vol.33 (2), p.150-158</ispartof><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27314992$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Cuervo, Alba</creatorcontrib><creatorcontrib>Correa, Julieta</creatorcontrib><creatorcontrib>Garcés, Danlela</creatorcontrib><creatorcontrib>Ascuntar, Johana</creatorcontrib><creatorcontrib>León, Alba</creatorcontrib><creatorcontrib>Jaimes, Fabián A</creatorcontrib><title>Development and validation of a predictive model for bacteremia in patients hospitalized by the emergency department with suspected infection</title><title>Revista chilena de infectología</title><addtitle>Rev Chilena Infectol</addtitle><description><![CDATA[Positive blood cultures usually indicate disseminated infection that is associated with a poor prognosis and higher mortality. We seek to develop and validate a predictive model to identify factors associated with positive blood cultures in emergency patients.
Secondary analysis of data from two prospective cohorts (EPISEPSIS: developing cohort, and DISEPSIS: validation cohort) of patients with suspected or confirmed infection, assembled in emergency services in 10 hospitals in four cities in Colombia between September 2007 and February 2008. A logistic multivariable model was fitted to identify clinical and laboratory variables predictive of positive blood culture.
We analyzed 719 patients in developing and 467 in validation cohort with 32% and 21% positive blood cultures, respectively. The final predictive model included variables with significant coefficients for both cohorts: temperature > 38° C, Glasgow < 15 and platelet < 150.000 cells/mm³, with calibration (goodness-of-fit H-L) p = 0.0907 and p = 0.7003 and discrimination AUC = 0.68 (95% CI = 0.65-0.72) and 0.65 (95% CI = 0.61-0.70) in EPISEPSIS and DISEPSIS, respectively. Specifically, temperature > 38 °C and platelets < 150.000 cells/mm³ and normal Glasgow; or Glasgow < 15 with normal temperature and platelets exhibit a LR between 1,9 (CI 95% = 1,2-3,1) and 2,3 (CI 95% = 1,7-3,1). Glasgow < 15 with any of low platelets or high temperature shows a LR between 2,2 (CI 95% = 1,1-4,4) and 2,6 (CI 95% = 1,7-4,3).
Temperature > 38° C, platelet count < 150,000 cells/mm³ and GCS < 15 are variables associated with increased likelihood of having a positive blood culture.]]></description><subject>Adult</subject><subject>Aged</subject><subject>Bacteremia - blood</subject><subject>Bacteremia - diagnosis</subject><subject>Bacteria - isolation & purification</subject><subject>Blood Cell Count</subject><subject>Blood Culture - methods</subject><subject>Body Temperature</subject><subject>Emergency Service, Hospital</subject><subject>Female</subject><subject>Glasgow Coma Scale</subject><subject>Humans</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Predictive Value of Tests</subject><subject>Prospective Studies</subject><subject>Reference Values</subject><subject>Reproducibility of Results</subject><subject>Risk Factors</subject><issn>0717-6341</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNo1kEtLAzEUhYMgtlb_gmbpZjSvJjNLqU8ouFDXQya5YyPziEmmUv-D_9mgdXG5F86534GD0Dkll4JIdfVMFJUFJbRkhEpCCMtDxAGaZ0EVkgs6Q8cxvmdFSUqP0IwpTkVVsTn6voEtdKPvYUhYDxZvdeesTm4c8NhijX0A60xyW8D9aKHD7Rhwo02CAL3T2A3YZ3t-j3gzRu9SBnyBxc0Opw1g6CG8wWB22ILXIf0Gfbq0wXGKHjLHZkabjxx5gg5b3UU43e8Fer27fVk9FOun-8fV9brwVNBULBlQxqUyyjRguWIl14pqEFIqJgxnrWxMSzlAWVaVrjTnZVMqBm1LpdDAF-jij-vD-DFBTHXvooGu0wOMU6ypqlQpVUWW2Xq2t05ND7b2wfU67Or_CvkPLwx2KQ</recordid><startdate>201604</startdate><enddate>201604</enddate><creator>Cuervo, Alba</creator><creator>Correa, Julieta</creator><creator>Garcés, Danlela</creator><creator>Ascuntar, Johana</creator><creator>León, Alba</creator><creator>Jaimes, Fabián A</creator><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>7X8</scope></search><sort><creationdate>201604</creationdate><title>Development and validation of a predictive model for bacteremia in patients hospitalized by the emergency department with suspected infection</title><author>Cuervo, Alba ; Correa, Julieta ; Garcés, Danlela ; Ascuntar, Johana ; León, Alba ; Jaimes, Fabián A</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-p141t-52e12367c7cbed37283a71ae466724c32f6bcf13ee8899a9a338b872eff164ae3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>spa</language><creationdate>2016</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Bacteremia - blood</topic><topic>Bacteremia - diagnosis</topic><topic>Bacteria - isolation & purification</topic><topic>Blood Cell Count</topic><topic>Blood Culture - methods</topic><topic>Body Temperature</topic><topic>Emergency Service, Hospital</topic><topic>Female</topic><topic>Glasgow Coma Scale</topic><topic>Humans</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Predictive Value of Tests</topic><topic>Prospective Studies</topic><topic>Reference Values</topic><topic>Reproducibility of Results</topic><topic>Risk Factors</topic><toplevel>online_resources</toplevel><creatorcontrib>Cuervo, Alba</creatorcontrib><creatorcontrib>Correa, Julieta</creatorcontrib><creatorcontrib>Garcés, Danlela</creatorcontrib><creatorcontrib>Ascuntar, Johana</creatorcontrib><creatorcontrib>León, Alba</creatorcontrib><creatorcontrib>Jaimes, Fabián A</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>MEDLINE - Academic</collection><jtitle>Revista chilena de infectología</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Cuervo, Alba</au><au>Correa, Julieta</au><au>Garcés, Danlela</au><au>Ascuntar, Johana</au><au>León, Alba</au><au>Jaimes, Fabián A</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development and validation of a predictive model for bacteremia in patients hospitalized by the emergency department with suspected infection</atitle><jtitle>Revista chilena de infectología</jtitle><addtitle>Rev Chilena Infectol</addtitle><date>2016-04</date><risdate>2016</risdate><volume>33</volume><issue>2</issue><spage>150</spage><epage>158</epage><pages>150-158</pages><eissn>0717-6341</eissn><abstract><![CDATA[Positive blood cultures usually indicate disseminated infection that is associated with a poor prognosis and higher mortality. We seek to develop and validate a predictive model to identify factors associated with positive blood cultures in emergency patients.
Secondary analysis of data from two prospective cohorts (EPISEPSIS: developing cohort, and DISEPSIS: validation cohort) of patients with suspected or confirmed infection, assembled in emergency services in 10 hospitals in four cities in Colombia between September 2007 and February 2008. A logistic multivariable model was fitted to identify clinical and laboratory variables predictive of positive blood culture.
We analyzed 719 patients in developing and 467 in validation cohort with 32% and 21% positive blood cultures, respectively. The final predictive model included variables with significant coefficients for both cohorts: temperature > 38° C, Glasgow < 15 and platelet < 150.000 cells/mm³, with calibration (goodness-of-fit H-L) p = 0.0907 and p = 0.7003 and discrimination AUC = 0.68 (95% CI = 0.65-0.72) and 0.65 (95% CI = 0.61-0.70) in EPISEPSIS and DISEPSIS, respectively. Specifically, temperature > 38 °C and platelets < 150.000 cells/mm³ and normal Glasgow; or Glasgow < 15 with normal temperature and platelets exhibit a LR between 1,9 (CI 95% = 1,2-3,1) and 2,3 (CI 95% = 1,7-3,1). Glasgow < 15 with any of low platelets or high temperature shows a LR between 2,2 (CI 95% = 1,1-4,4) and 2,6 (CI 95% = 1,7-4,3).
Temperature > 38° C, platelet count < 150,000 cells/mm³ and GCS < 15 are variables associated with increased likelihood of having a positive blood culture.]]></abstract><cop>Chile</cop><pmid>27314992</pmid><doi>10.4067/S0716-10182016000200004</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Bacteremia - blood Bacteremia - diagnosis Bacteria - isolation & purification Blood Cell Count Blood Culture - methods Body Temperature Emergency Service, Hospital Female Glasgow Coma Scale Humans Logistic Models Male Middle Aged Predictive Value of Tests Prospective Studies Reference Values Reproducibility of Results Risk Factors |
title | Development and validation of a predictive model for bacteremia in patients hospitalized by the emergency department with suspected infection |
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