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Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study
OBJECTIVES: Identifying patients with a possible SARS-CoV-2 infection in the emergency department (ED) is challenging. Symptoms differ, incidence rates vary and test capacity may be limited. As PCR-testing all ED patients is neither feasible nor effective in most centres, a rapid, objective, low-cos...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9352566/ https://www.ncbi.nlm.nih.gov/pubmed/35922102 http://dx.doi.org/10.1136/bmjopen-2021-059111 |
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author | Boer, Arjen-Kars Deneer, Ruben Maas, Maaike Ammerlaan, Heidi S M van Balkom, Roland H H Thijssen, Wendy A H M Bennenbroek, Sophie Leers, Mathie Martens, Remy J H Buijs, Madelon M Kerremans, Jos J Messchaert, Muriël van Suijlen, Jeroen J van Riel, Natal A W Scharnhorst, Volkher |
author_facet | Boer, Arjen-Kars Deneer, Ruben Maas, Maaike Ammerlaan, Heidi S M van Balkom, Roland H H Thijssen, Wendy A H M Bennenbroek, Sophie Leers, Mathie Martens, Remy J H Buijs, Madelon M Kerremans, Jos J Messchaert, Muriël van Suijlen, Jeroen J van Riel, Natal A W Scharnhorst, Volkher |
author_sort | Boer, Arjen-Kars |
collection | PubMed |
description | OBJECTIVES: Identifying patients with a possible SARS-CoV-2 infection in the emergency department (ED) is challenging. Symptoms differ, incidence rates vary and test capacity may be limited. As PCR-testing all ED patients is neither feasible nor effective in most centres, a rapid, objective, low-cost early warning score to triage ED patients for a possible infection is developed. DESIGN: Case–control study. SETTING: Secondary and tertiary hospitals in the Netherlands. PARTICIPANTS: The study included patients presenting to the ED with venous blood sampling from July 2019 to July 2020 (n=10 417, 279 SARS-CoV-2-positive). The temporal validation cohort covered the period from July 2020 to October 2021 (n=14 080, 1093 SARS-CoV-2-positive). The external validation cohort consisted of patients presenting to the ED of three hospitals in the Netherlands (n=12 061, 652 SARS-CoV-2-positive). PRIMARY OUTCOME MEASURES: The primary outcome was one or more positive SARS-CoV-2 PCR test results within 1 day prior to or 1 week after ED presentation. RESULTS: The resulting ‘CoLab-score’ consists of 10 routine laboratory measurements and age. The score showed good discriminative ability (AUC: 0.930, 95% CI 0.909 to 0.945). The lowest CoLab-score had high sensitivity for COVID-19 (0.984, 95% CI 0.970 to 0.991; specificity: 0.411, 95% CI 0.285 to 0.520). Conversely, the highest score had high specificity (0.978, 95% CI 0.973 to 0.983; sensitivity: 0.608, 95% CI 0.522 to 0.685). The results were confirmed in temporal and external validation. CONCLUSIONS: The CoLab-score is based on routine laboratory measurements and is available within 1 hour after presentation. Depending on the prevalence, COVID-19 may be safely ruled out in over one-third of ED presentations. Highly suspect cases can be identified regardless of presenting symptoms. The CoLab-score is continuous, in contrast to the binary outcome of lateral flow testing, and can guide PCR testing and triage ED patients. |
format | Online Article Text |
id | pubmed-9352566 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-93525662022-08-09 Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study Boer, Arjen-Kars Deneer, Ruben Maas, Maaike Ammerlaan, Heidi S M van Balkom, Roland H H Thijssen, Wendy A H M Bennenbroek, Sophie Leers, Mathie Martens, Remy J H Buijs, Madelon M Kerremans, Jos J Messchaert, Muriël van Suijlen, Jeroen J van Riel, Natal A W Scharnhorst, Volkher BMJ Open Emergency Medicine OBJECTIVES: Identifying patients with a possible SARS-CoV-2 infection in the emergency department (ED) is challenging. Symptoms differ, incidence rates vary and test capacity may be limited. As PCR-testing all ED patients is neither feasible nor effective in most centres, a rapid, objective, low-cost early warning score to triage ED patients for a possible infection is developed. DESIGN: Case–control study. SETTING: Secondary and tertiary hospitals in the Netherlands. PARTICIPANTS: The study included patients presenting to the ED with venous blood sampling from July 2019 to July 2020 (n=10 417, 279 SARS-CoV-2-positive). The temporal validation cohort covered the period from July 2020 to October 2021 (n=14 080, 1093 SARS-CoV-2-positive). The external validation cohort consisted of patients presenting to the ED of three hospitals in the Netherlands (n=12 061, 652 SARS-CoV-2-positive). PRIMARY OUTCOME MEASURES: The primary outcome was one or more positive SARS-CoV-2 PCR test results within 1 day prior to or 1 week after ED presentation. RESULTS: The resulting ‘CoLab-score’ consists of 10 routine laboratory measurements and age. The score showed good discriminative ability (AUC: 0.930, 95% CI 0.909 to 0.945). The lowest CoLab-score had high sensitivity for COVID-19 (0.984, 95% CI 0.970 to 0.991; specificity: 0.411, 95% CI 0.285 to 0.520). Conversely, the highest score had high specificity (0.978, 95% CI 0.973 to 0.983; sensitivity: 0.608, 95% CI 0.522 to 0.685). The results were confirmed in temporal and external validation. CONCLUSIONS: The CoLab-score is based on routine laboratory measurements and is available within 1 hour after presentation. Depending on the prevalence, COVID-19 may be safely ruled out in over one-third of ED presentations. Highly suspect cases can be identified regardless of presenting symptoms. The CoLab-score is continuous, in contrast to the binary outcome of lateral flow testing, and can guide PCR testing and triage ED patients. BMJ Publishing Group 2022-08-02 /pmc/articles/PMC9352566/ /pubmed/35922102 http://dx.doi.org/10.1136/bmjopen-2021-059111 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Emergency Medicine Boer, Arjen-Kars Deneer, Ruben Maas, Maaike Ammerlaan, Heidi S M van Balkom, Roland H H Thijssen, Wendy A H M Bennenbroek, Sophie Leers, Mathie Martens, Remy J H Buijs, Madelon M Kerremans, Jos J Messchaert, Muriël van Suijlen, Jeroen J van Riel, Natal A W Scharnhorst, Volkher Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title | Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title_full | Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title_fullStr | Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title_full_unstemmed | Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title_short | Development and validation of an early warning score to identify COVID-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
title_sort | development and validation of an early warning score to identify covid-19 in the emergency department based on routine laboratory tests: a multicentre case–control study |
topic | Emergency Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9352566/ https://www.ncbi.nlm.nih.gov/pubmed/35922102 http://dx.doi.org/10.1136/bmjopen-2021-059111 |
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