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An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality
The Centers for Disease Control and Prevention recommends tracking risk-adjusted antimicrobial prescribing. Prior studies have used prescribing variation to drive quality improvement initiatives without adjusting for severity of illness. The present study aimed to determine the relationship between...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678007/ https://www.ncbi.nlm.nih.gov/pubmed/34934871 http://dx.doi.org/10.1097/pq9.0000000000000481 |
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author | Pelletier, Jonathan H. Au, Alicia K. Fuhrman, Dana Zullo, James Thompson, Ann E. Clark, Robert S.B. Horvat, Christopher |
author_facet | Pelletier, Jonathan H. Au, Alicia K. Fuhrman, Dana Zullo, James Thompson, Ann E. Clark, Robert S.B. Horvat, Christopher |
author_sort | Pelletier, Jonathan H. |
collection | PubMed |
description | The Centers for Disease Control and Prevention recommends tracking risk-adjusted antimicrobial prescribing. Prior studies have used prescribing variation to drive quality improvement initiatives without adjusting for severity of illness. The present study aimed to determine the relationship between antimicrobial prescribing and risk-adjusted ICU mortality in the Pediatric Health Information Systems (PHIS) database, assessed by IBM-Watson risk of mortality. A nested analysis sought to assess an alternative risk model incorporating laboratory data from federated electronic health records. METHODS: Retrospective cohort study of pediatric ICU patients in PHIS between 1/1/2010 and 12/31/2019, excluding patients admitted to a neonatal ICU, and a nested study of PHIS+ from 1/1/2010 to 12/31/2012. Hospital antimicrobial prescription volumes were assessed for association with risk-adjusted mortality. RESULTS: The cohort included 953,821 ICU encounters (23,851 [2.7%] nonsurvivors). There was 4-fold center-level variability in antimicrobial use. ICU antimicrobial use was not correlated with risk-adjusted mortality assessed using IBM-Watson. A risk model incorporating laboratory data available in PHIS+ significantly outperformed IBM-Watson (c-statistic 0.940 [95% confidence interval 0.933–0.947] versus 0.891 [0.881–0.901]; P < 0.001, area under the precision recall curve 0.561 versus 0.297). Risk-adjusted mortality was inversely associated with antimicrobial prescribing in this smaller cohort using both the PHIS+ and Watson models (P = 0.05 and P < 0.01, respectively). CONCLUSIONS: Antimicrobial prescribing among pediatric ICUs in the PHIS database is variable and not associated with risk-adjusted mortality as assessed by IBM-Watson. Expanding existing administrative databases to include laboratory data can achieve more meaningful insights when assessing multicenter antibiotic prescribing practices. |
format | Online Article Text |
id | pubmed-8678007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-86780072021-12-20 An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality Pelletier, Jonathan H. Au, Alicia K. Fuhrman, Dana Zullo, James Thompson, Ann E. Clark, Robert S.B. Horvat, Christopher Pediatr Qual Saf Individual QI projects from single institutions The Centers for Disease Control and Prevention recommends tracking risk-adjusted antimicrobial prescribing. Prior studies have used prescribing variation to drive quality improvement initiatives without adjusting for severity of illness. The present study aimed to determine the relationship between antimicrobial prescribing and risk-adjusted ICU mortality in the Pediatric Health Information Systems (PHIS) database, assessed by IBM-Watson risk of mortality. A nested analysis sought to assess an alternative risk model incorporating laboratory data from federated electronic health records. METHODS: Retrospective cohort study of pediatric ICU patients in PHIS between 1/1/2010 and 12/31/2019, excluding patients admitted to a neonatal ICU, and a nested study of PHIS+ from 1/1/2010 to 12/31/2012. Hospital antimicrobial prescription volumes were assessed for association with risk-adjusted mortality. RESULTS: The cohort included 953,821 ICU encounters (23,851 [2.7%] nonsurvivors). There was 4-fold center-level variability in antimicrobial use. ICU antimicrobial use was not correlated with risk-adjusted mortality assessed using IBM-Watson. A risk model incorporating laboratory data available in PHIS+ significantly outperformed IBM-Watson (c-statistic 0.940 [95% confidence interval 0.933–0.947] versus 0.891 [0.881–0.901]; P < 0.001, area under the precision recall curve 0.561 versus 0.297). Risk-adjusted mortality was inversely associated with antimicrobial prescribing in this smaller cohort using both the PHIS+ and Watson models (P = 0.05 and P < 0.01, respectively). CONCLUSIONS: Antimicrobial prescribing among pediatric ICUs in the PHIS database is variable and not associated with risk-adjusted mortality as assessed by IBM-Watson. Expanding existing administrative databases to include laboratory data can achieve more meaningful insights when assessing multicenter antibiotic prescribing practices. Lippincott Williams & Wilkins 2021-12-15 /pmc/articles/PMC8678007/ /pubmed/34934871 http://dx.doi.org/10.1097/pq9.0000000000000481 Text en Copyright © 2021 the Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. |
spellingShingle | Individual QI projects from single institutions Pelletier, Jonathan H. Au, Alicia K. Fuhrman, Dana Zullo, James Thompson, Ann E. Clark, Robert S.B. Horvat, Christopher An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title | An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title_full | An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title_fullStr | An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title_full_unstemmed | An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title_short | An Evaluation of Antimicrobial Prescribing and Risk-adjusted Mortality |
title_sort | evaluation of antimicrobial prescribing and risk-adjusted mortality |
topic | Individual QI projects from single institutions |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678007/ https://www.ncbi.nlm.nih.gov/pubmed/34934871 http://dx.doi.org/10.1097/pq9.0000000000000481 |
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