Development and validation of a simplified risk score for the prediction of critical COVID-19 illness in newly diagnosed patients.
COVID-19
logistic models
machine learning
risk factors
Journal
Journal of medical virology
ISSN: 1096-9071
Titre abrégé: J Med Virol
Pays: United States
ID NLM: 7705876
Informations de publication
Date de publication:
12 2021
12 2021
Historique:
revised:
13
05
2021
received:
19
03
2021
accepted:
29
07
2021
pubmed:
1
8
2021
medline:
28
10
2021
entrez:
31
7
2021
Statut:
ppublish
Résumé
Scores to identify patients at high risk of progression of coronavirus disease (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), may become instrumental for clinical decision-making and patient management. We used patient data from the multicentre Lean European Open Survey on SARS-CoV-2-Infected Patients (LEOSS) and applied variable selection to develop a simplified scoring system to identify patients at increased risk of critical illness or death. A total of 1946 patients who tested positive for SARS-CoV-2 were included in the initial analysis and assigned to derivation and validation cohorts (n = 1297 and n = 649, respectively). Stability selection from over 100 baseline predictors for the combined endpoint of progression to the critical phase or COVID-19-related death enabled the development of a simplified score consisting of five predictors: C-reactive protein (CRP), age, clinical disease phase (uncomplicated vs. complicated), serum urea, and D-dimer (abbreviated as CAPS-D score). This score yielded an area under the curve (AUC) of 0.81 (95% confidence interval [CI]: 0.77-0.85) in the validation cohort for predicting the combined endpoint within 7 days of diagnosis and 0.81 (95% CI: 0.77-0.85) during full follow-up. We used an additional prospective cohort of 682 patients, diagnosed largely after the "first wave" of the pandemic to validate the predictive accuracy of the score and observed similar results (AUC for the event within 7 days: 0.83 [95% CI: 0.78-0.87]; for full follow-up: 0.82 [95% CI: 0.78-0.86]). An easily applicable score to calculate the risk of COVID-19 progression to critical illness or death was thus established and validated.
Identifiants
pubmed: 34331717
doi: 10.1002/jmv.27252
pmc: PMC8426905
doi:
Substances chimiques
Fibrin Fibrinogen Degradation Products
0
fibrin fragment D
0
Urea
8W8T17847W
C-Reactive Protein
9007-41-4
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
6703-6713Subventions
Organisme : German Centre for Infection Research
Organisme : Willy Robert Pitzer Foundation
Commentaires et corrections
Type : ErratumIn
Informations de copyright
© 2021 The Authors. Journal of Medical Virology Published by Wiley Periodicals LLC.
Références
Rambam Maimonides Med J. 2020 Jul 31;11(3):
pubmed: 32792043
BMJ. 2020 Oct 20;371:m3777
pubmed: 33082149
Am J Epidemiol. 2006 Apr 1;163(7):670-5
pubmed: 16410346
Int J Epidemiol. 2021 Jan 23;49(6):1918-1929
pubmed: 32997743
Lancet Respir Med. 2020 Jul;8(7):738-742
pubmed: 32416769
Nature. 2020 Aug;584(7821):430-436
pubmed: 32640463
BMC Bioinformatics. 2014 Nov 05;15:346
pubmed: 25371041
NPJ Digit Med. 2020 Oct 6;3:130
pubmed: 33083565
Sci Data. 2020 Dec 10;7(1):435
pubmed: 33303746
Front Cell Infect Microbiol. 2018 Oct 08;8:343
pubmed: 30349811
J Infect. 2020 Aug;81(2):282-288
pubmed: 32479771
BMJ. 2020 Sep 9;370:m3339
pubmed: 32907855
BMC Bioinformatics. 2011 Sep 19;12:372
pubmed: 21929786
J Med Internet Res. 2020 Nov 6;22(11):e24018
pubmed: 33027032
J Med Virol. 2021 Dec;93(12):6703-6713
pubmed: 34331717
N Engl J Med. 2020 Feb 20;382(8):727-733
pubmed: 31978945
Lancet Glob Health. 2020 Apr;8(4):e480
pubmed: 32109372
JAMA Intern Med. 2020 Aug 1;180(8):1081-1089
pubmed: 32396163
Nat Rev Nephrol. 2020 Dec;16(12):747-764
pubmed: 33060844
PLoS One. 2020 Jul 30;15(7):e0236618
pubmed: 32730358
Stat Anal Data Min. 2017 Dec;10(6):363-377
pubmed: 29403567
BMJ. 2020 Apr 7;369:m1328
pubmed: 32265220
Lancet. 2020 Nov 7;396(10261):1525-1534
pubmed: 32979936
Infection. 2021 Feb;49(1):63-73
pubmed: 33001409