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Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients
OBJECTIVES: Triaging patients at admission to determine subsequent deterioration risk can be difficult. This is especially true of coronavirus disease 2019 patients, some of whom experience significant physiologic deterioration due to dysregulated immune response following admission. A well-establis...
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/PMC8084057/ https://www.ncbi.nlm.nih.gov/pubmed/33937866 http://dx.doi.org/10.1097/CCE.0000000000000400 |
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author | Beals, Joseph Barnes, Jaime J. Durand, Daniel J. Rimar, Joan M. Donohue, Thomas J. Hoq, S. Mahfuz Belk, Kathy W. Amin, Alpesh N. Rothman, Michael J. |
author_facet | Beals, Joseph Barnes, Jaime J. Durand, Daniel J. Rimar, Joan M. Donohue, Thomas J. Hoq, S. Mahfuz Belk, Kathy W. Amin, Alpesh N. Rothman, Michael J. |
author_sort | Beals, Joseph |
collection | PubMed |
description | OBJECTIVES: Triaging patients at admission to determine subsequent deterioration risk can be difficult. This is especially true of coronavirus disease 2019 patients, some of whom experience significant physiologic deterioration due to dysregulated immune response following admission. A well-established acuity measure, the Rothman Index, is evaluated for stratification of patients at admission into high or low risk of subsequent deterioration. DESIGN: Multicenter retrospective study. SETTING: One academic medical center in Connecticut, and three community hospitals in Connecticut and Maryland. PATIENTS: Three thousand four hundred ninety-nine coronavirus disease 2019 and 14,658 noncoronavirus disease 2019 adult patients admitted to a medical service between January 1, 2020, and September 15, 2020. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Performance of the Rothman Index at admission to predict in-hospital mortality or ICU utilization for both general medical and coronavirus disease 2019 populations was evaluated using the area under the curve. Precision and recall for mortality prediction were calculated, high- and low-risk thresholds were determined, and patients meeting threshold criteria were characterized. The Rothman Index at admission has good to excellent discriminatory performance for in-hospital mortality in the coronavirus disease 2019 (area under the curve, 0.81–0.84) and noncoronavirus disease 2019 (area under the curve, 0.90–0.92) populations. We show that for a given admission acuity, the risk of deterioration for coronavirus disease 2019 patients is significantly higher than for noncoronavirus disease 2019 patients. At admission, Rothman Index–based thresholds segregate the majority of patients into either high- or low-risk groups; high-risk groups have mortality rates of 34–45% (coronavirus disease 2019) and 17–25% (noncoronavirus disease 2019), whereas low-risk groups have mortality rates of 2–5% (coronavirus disease 2019) and 0.2–0.4% (noncoronavirus disease 2019). Similarly large differences in ICU utilization are also found. CONCLUSIONS: Acuity level at admission may support rapid and effective risk triage. Notably, in-hospital mortality risk associated with a given acuity at admission is significantly higher for coronavirus disease 2019 patients than for noncoronavirus disease 2019 patients. This insight may help physicians more effectively triage coronavirus disease 2019 patients, guiding level of care decisions and resource allocation. |
format | Online Article Text |
id | pubmed-8084057 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-80840572021-04-30 Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients Beals, Joseph Barnes, Jaime J. Durand, Daniel J. Rimar, Joan M. Donohue, Thomas J. Hoq, S. Mahfuz Belk, Kathy W. Amin, Alpesh N. Rothman, Michael J. Crit Care Explor Original Clinical Report OBJECTIVES: Triaging patients at admission to determine subsequent deterioration risk can be difficult. This is especially true of coronavirus disease 2019 patients, some of whom experience significant physiologic deterioration due to dysregulated immune response following admission. A well-established acuity measure, the Rothman Index, is evaluated for stratification of patients at admission into high or low risk of subsequent deterioration. DESIGN: Multicenter retrospective study. SETTING: One academic medical center in Connecticut, and three community hospitals in Connecticut and Maryland. PATIENTS: Three thousand four hundred ninety-nine coronavirus disease 2019 and 14,658 noncoronavirus disease 2019 adult patients admitted to a medical service between January 1, 2020, and September 15, 2020. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Performance of the Rothman Index at admission to predict in-hospital mortality or ICU utilization for both general medical and coronavirus disease 2019 populations was evaluated using the area under the curve. Precision and recall for mortality prediction were calculated, high- and low-risk thresholds were determined, and patients meeting threshold criteria were characterized. The Rothman Index at admission has good to excellent discriminatory performance for in-hospital mortality in the coronavirus disease 2019 (area under the curve, 0.81–0.84) and noncoronavirus disease 2019 (area under the curve, 0.90–0.92) populations. We show that for a given admission acuity, the risk of deterioration for coronavirus disease 2019 patients is significantly higher than for noncoronavirus disease 2019 patients. At admission, Rothman Index–based thresholds segregate the majority of patients into either high- or low-risk groups; high-risk groups have mortality rates of 34–45% (coronavirus disease 2019) and 17–25% (noncoronavirus disease 2019), whereas low-risk groups have mortality rates of 2–5% (coronavirus disease 2019) and 0.2–0.4% (noncoronavirus disease 2019). Similarly large differences in ICU utilization are also found. CONCLUSIONS: Acuity level at admission may support rapid and effective risk triage. Notably, in-hospital mortality risk associated with a given acuity at admission is significantly higher for coronavirus disease 2019 patients than for noncoronavirus disease 2019 patients. This insight may help physicians more effectively triage coronavirus disease 2019 patients, guiding level of care decisions and resource allocation. Lippincott Williams & Wilkins 2021-04-05 /pmc/articles/PMC8084057/ /pubmed/33937866 http://dx.doi.org/10.1097/CCE.0000000000000400 Text en Copyright © 2021 2021 The Authors. Published by Wolters Kluwer Health, Inc. on behalf of the Society of Critical Care Medicine. 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 | Original Clinical Report Beals, Joseph Barnes, Jaime J. Durand, Daniel J. Rimar, Joan M. Donohue, Thomas J. Hoq, S. Mahfuz Belk, Kathy W. Amin, Alpesh N. Rothman, Michael J. Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title | Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title_full | Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title_fullStr | Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title_full_unstemmed | Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title_short | Stratifying Deterioration Risk by Acuity at Admission Offers Triage Insights for Coronavirus Disease 2019 Patients |
title_sort | stratifying deterioration risk by acuity at admission offers triage insights for coronavirus disease 2019 patients |
topic | Original Clinical Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8084057/ https://www.ncbi.nlm.nih.gov/pubmed/33937866 http://dx.doi.org/10.1097/CCE.0000000000000400 |
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