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A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study
BACKGROUND: The COVID-19 pandemic continues to escalate. There is urgent need to stratify patients. Understanding risk of deterioration will assist in admission and discharge decisions, and help selection for clinical studies to indicate where risk of therapy-related complications is justified. METH...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The British Infection Association. Published by Elsevier Ltd.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7258846/ https://www.ncbi.nlm.nih.gov/pubmed/32479771 http://dx.doi.org/10.1016/j.jinf.2020.05.064 |
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author | Galloway, James B Norton, Sam Barker, Richard D Brookes, Andrew Carey, Ivana Clarke, Benjamin D Jina, Raeesa Reid, Carole Russell, Mark D Sneep, Ruth Sugarman, Leah Williams, Sarah Yates, Mark Teo, James Shah, Ajay M Cantle, Fleur |
author_facet | Galloway, James B Norton, Sam Barker, Richard D Brookes, Andrew Carey, Ivana Clarke, Benjamin D Jina, Raeesa Reid, Carole Russell, Mark D Sneep, Ruth Sugarman, Leah Williams, Sarah Yates, Mark Teo, James Shah, Ajay M Cantle, Fleur |
author_sort | Galloway, James B |
collection | PubMed |
description | BACKGROUND: The COVID-19 pandemic continues to escalate. There is urgent need to stratify patients. Understanding risk of deterioration will assist in admission and discharge decisions, and help selection for clinical studies to indicate where risk of therapy-related complications is justified. METHODS: An observational cohort of patients acutely admitted to two London hospitals with COVID-19 and positive SARS-CoV-2 swab results was assessed. Demographic details, clinical data, comorbidities, blood parameters and chest radiograph severity scores were collected from electronic health records. Endpoints assessed were critical care admission and death. A risk score was developed to predict outcomes. FINDINGS: Analyses included 1,157 patients. Older age, male sex, comorbidities, respiratory rate, oxygenation, radiographic severity, higher neutrophils, higher CRP and lower albumin at presentation predicted critical care admission and mortality. Non-white ethnicity predicted critical care admission but not death. Social deprivation was not predictive of outcome. A risk score was developed incorporating twelve characteristics: age>40, male, non-white ethnicity, oxygen saturations<93%, radiological severity score>3, neutrophil count>8.0 x10(9)/L, CRP>40 mg/L, albumin<34 g/L, creatinine>100 µmol/L, diabetes mellitus, hypertension and chronic lung disease. Risk scores of 4 or higher corresponded to a 28-day cumulative incidence of critical care admission or death of 40.7% (95% CI: 37.1 to 44.4), versus 12.4% (95% CI: 8.2 to 16.7) for scores less than 4. INTERPRETATION: Our study identified predictors of critical care admission and death in people admitted to hospital with COVID-19. These predictors were incorporated into a risk score that will inform clinical care and stratify patients for clinical trials. |
format | Online Article Text |
id | pubmed-7258846 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | The British Infection Association. Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-72588462020-05-29 A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study Galloway, James B Norton, Sam Barker, Richard D Brookes, Andrew Carey, Ivana Clarke, Benjamin D Jina, Raeesa Reid, Carole Russell, Mark D Sneep, Ruth Sugarman, Leah Williams, Sarah Yates, Mark Teo, James Shah, Ajay M Cantle, Fleur J Infect Article BACKGROUND: The COVID-19 pandemic continues to escalate. There is urgent need to stratify patients. Understanding risk of deterioration will assist in admission and discharge decisions, and help selection for clinical studies to indicate where risk of therapy-related complications is justified. METHODS: An observational cohort of patients acutely admitted to two London hospitals with COVID-19 and positive SARS-CoV-2 swab results was assessed. Demographic details, clinical data, comorbidities, blood parameters and chest radiograph severity scores were collected from electronic health records. Endpoints assessed were critical care admission and death. A risk score was developed to predict outcomes. FINDINGS: Analyses included 1,157 patients. Older age, male sex, comorbidities, respiratory rate, oxygenation, radiographic severity, higher neutrophils, higher CRP and lower albumin at presentation predicted critical care admission and mortality. Non-white ethnicity predicted critical care admission but not death. Social deprivation was not predictive of outcome. A risk score was developed incorporating twelve characteristics: age>40, male, non-white ethnicity, oxygen saturations<93%, radiological severity score>3, neutrophil count>8.0 x10(9)/L, CRP>40 mg/L, albumin<34 g/L, creatinine>100 µmol/L, diabetes mellitus, hypertension and chronic lung disease. Risk scores of 4 or higher corresponded to a 28-day cumulative incidence of critical care admission or death of 40.7% (95% CI: 37.1 to 44.4), versus 12.4% (95% CI: 8.2 to 16.7) for scores less than 4. INTERPRETATION: Our study identified predictors of critical care admission and death in people admitted to hospital with COVID-19. These predictors were incorporated into a risk score that will inform clinical care and stratify patients for clinical trials. The British Infection Association. Published by Elsevier Ltd. 2020-08 2020-05-29 /pmc/articles/PMC7258846/ /pubmed/32479771 http://dx.doi.org/10.1016/j.jinf.2020.05.064 Text en © 2020 The British Infection Association. Published by Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Galloway, James B Norton, Sam Barker, Richard D Brookes, Andrew Carey, Ivana Clarke, Benjamin D Jina, Raeesa Reid, Carole Russell, Mark D Sneep, Ruth Sugarman, Leah Williams, Sarah Yates, Mark Teo, James Shah, Ajay M Cantle, Fleur A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title | A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title_full | A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title_fullStr | A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title_full_unstemmed | A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title_short | A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study |
title_sort | clinical risk score to identify patients with covid-19 at high risk of critical care admission or death: an observational cohort study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7258846/ https://www.ncbi.nlm.nih.gov/pubmed/32479771 http://dx.doi.org/10.1016/j.jinf.2020.05.064 |
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