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CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19
OBJECTIVES: To develop and validate a clinical risk score that can accurately quantify the probability of SARS-CoV-2 infection in patients presenting to an emergency department without the need for laboratory testing. DESIGN: Cohort study of participants in the Canadian COVID-19 Emergency Department...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8640195/ https://www.ncbi.nlm.nih.gov/pubmed/34857584 http://dx.doi.org/10.1136/bmjopen-2021-055832 |
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author | McRae, Andrew D Hohl, Corinne M Rosychuk, Rhonda Vatanpour, Shabnam Ghaderi, Gelareh Archambault, Patrick M Brooks, Steven C Cheng, Ivy Davis, Philip Hayward, Jake Lang, Eddy Ohle, Robert Rowe, Brian Welsford, Michelle Yadav, Krishan Morrison, Laurie J Perry, Jeffrey |
author_facet | McRae, Andrew D Hohl, Corinne M Rosychuk, Rhonda Vatanpour, Shabnam Ghaderi, Gelareh Archambault, Patrick M Brooks, Steven C Cheng, Ivy Davis, Philip Hayward, Jake Lang, Eddy Ohle, Robert Rowe, Brian Welsford, Michelle Yadav, Krishan Morrison, Laurie J Perry, Jeffrey |
author_sort | McRae, Andrew D |
collection | PubMed |
description | OBJECTIVES: To develop and validate a clinical risk score that can accurately quantify the probability of SARS-CoV-2 infection in patients presenting to an emergency department without the need for laboratory testing. DESIGN: Cohort study of participants in the Canadian COVID-19 Emergency Department Rapid Response Network (CCEDRRN) registry. Regression models were fitted to predict a positive SARS-CoV-2 test result using clinical and demographic predictors, as well as an indicator of local SARS-CoV-2 incidence. SETTING: 32 emergency departments in eight Canadian provinces. PARTICIPANTS: 27 665 consecutively enrolled patients who were tested for SARS-CoV-2 in participating emergency departments between 1 March and 30 October 2020. MAIN OUTCOME MEASURES: Positive SARS-CoV-2 nucleic acid test result within 14 days of an index emergency department encounter for suspected COVID-19 disease. RESULTS: We derived a 10-item CCEDRRN COVID-19 Infection Score using data from 21 743 patients. This score included variables from history and physical examination and an indicator of local disease incidence. The score had a c-statistic of 0.838 with excellent calibration. We externally validated the rule in 5295 patients. The score maintained excellent discrimination and calibration and had superior performance compared with another previously published risk score. Score cut-offs were identified that can rule-in or rule-out SARS-CoV-2 infection without the need for nucleic acid testing with 97.4% sensitivity (95% CI 96.4 to 98.3) and 95.9% specificity (95% CI 95.5 to 96.0). CONCLUSIONS: The CCEDRRN COVID-19 Infection Score uses clinical characteristics and publicly available indicators of disease incidence to quantify a patient’s probability of SARS-CoV-2 infection. The score can identify patients at sufficiently high risk of SARS-CoV-2 infection to warrant isolation and empirical therapy prior to test confirmation while also identifying patients at sufficiently low risk of infection that they may not need testing. TRIAL REGISTRATION NUMBER: NCT04702945. |
format | Online Article Text |
id | pubmed-8640195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-86401952021-12-03 CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 McRae, Andrew D Hohl, Corinne M Rosychuk, Rhonda Vatanpour, Shabnam Ghaderi, Gelareh Archambault, Patrick M Brooks, Steven C Cheng, Ivy Davis, Philip Hayward, Jake Lang, Eddy Ohle, Robert Rowe, Brian Welsford, Michelle Yadav, Krishan Morrison, Laurie J Perry, Jeffrey BMJ Open Emergency Medicine OBJECTIVES: To develop and validate a clinical risk score that can accurately quantify the probability of SARS-CoV-2 infection in patients presenting to an emergency department without the need for laboratory testing. DESIGN: Cohort study of participants in the Canadian COVID-19 Emergency Department Rapid Response Network (CCEDRRN) registry. Regression models were fitted to predict a positive SARS-CoV-2 test result using clinical and demographic predictors, as well as an indicator of local SARS-CoV-2 incidence. SETTING: 32 emergency departments in eight Canadian provinces. PARTICIPANTS: 27 665 consecutively enrolled patients who were tested for SARS-CoV-2 in participating emergency departments between 1 March and 30 October 2020. MAIN OUTCOME MEASURES: Positive SARS-CoV-2 nucleic acid test result within 14 days of an index emergency department encounter for suspected COVID-19 disease. RESULTS: We derived a 10-item CCEDRRN COVID-19 Infection Score using data from 21 743 patients. This score included variables from history and physical examination and an indicator of local disease incidence. The score had a c-statistic of 0.838 with excellent calibration. We externally validated the rule in 5295 patients. The score maintained excellent discrimination and calibration and had superior performance compared with another previously published risk score. Score cut-offs were identified that can rule-in or rule-out SARS-CoV-2 infection without the need for nucleic acid testing with 97.4% sensitivity (95% CI 96.4 to 98.3) and 95.9% specificity (95% CI 95.5 to 96.0). CONCLUSIONS: The CCEDRRN COVID-19 Infection Score uses clinical characteristics and publicly available indicators of disease incidence to quantify a patient’s probability of SARS-CoV-2 infection. The score can identify patients at sufficiently high risk of SARS-CoV-2 infection to warrant isolation and empirical therapy prior to test confirmation while also identifying patients at sufficiently low risk of infection that they may not need testing. TRIAL REGISTRATION NUMBER: NCT04702945. BMJ Publishing Group 2021-12-02 /pmc/articles/PMC8640195/ /pubmed/34857584 http://dx.doi.org/10.1136/bmjopen-2021-055832 Text en © Author(s) (or their employer(s)) 2021. 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 McRae, Andrew D Hohl, Corinne M Rosychuk, Rhonda Vatanpour, Shabnam Ghaderi, Gelareh Archambault, Patrick M Brooks, Steven C Cheng, Ivy Davis, Philip Hayward, Jake Lang, Eddy Ohle, Robert Rowe, Brian Welsford, Michelle Yadav, Krishan Morrison, Laurie J Perry, Jeffrey CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title | CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title_full | CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title_fullStr | CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title_full_unstemmed | CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title_short | CCEDRRN COVID-19 Infection Score (CCIS): development and validation in a Canadian cohort of a clinical risk score to predict SARS-CoV-2 infection in patients presenting to the emergency department with suspected COVID-19 |
title_sort | ccedrrn covid-19 infection score (ccis): development and validation in a canadian cohort of a clinical risk score to predict sars-cov-2 infection in patients presenting to the emergency department with suspected covid-19 |
topic | Emergency Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8640195/ https://www.ncbi.nlm.nih.gov/pubmed/34857584 http://dx.doi.org/10.1136/bmjopen-2021-055832 |
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