The ROX index has greater predictive validity than NEWS2 for deterioration in Covid-19

被引:34
作者
Prower, Emma [1 ]
Grant, David [2 ]
Bisquera, Alessandra [3 ]
Breen, Cormac P. [4 ]
Camporota, Luigi [5 ]
Gavrilovski, Maja [6 ]
Pontin, Megan [7 ]
Douiri, Abdel [3 ]
Glover, Guy W. [5 ]
机构
[1] Kings Coll Hosp London, Dept Crit Care, Denmark Hill, London SE5 9RS, England
[2] Guys & St Thomas NHS Fdn Trust, Dept Clin Informat Hlth Informat, Westminster Bridge Rd, London SE1 7EH, England
[3] Kings Coll London, Dept Primary Care & Publ Hlth Sci, Guys Campus,Addison House, London SE1 1UL, England
[4] Guys & St Thomas NHS Fdn Trust, Dept Nephrol, Westminster Bridge Rd, London SE1 7EH, England
[5] Guys & St Thomas NHS Fdn Trust, Dept Crit Care, Westminster Bridge Rd, London SE1 7EH, England
[6] Guys & St Thomas NHS Fdn Trust, Dept Emergency Med, Westminster Bridge Rd, London SE1 7EH, England
[7] Guys & St Thomas NHS Fdn Trust, Dept Qual & Assurance, Westminster Bridge Rd, London SE1 7EH, England
关键词
Covid-19; Coronavirus; NEWS2; ROX; Rapid response systems; Predicting deterioration;
D O I
10.1016/j.eclinm.2021.100828
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Patients admitted to hospital with Covid-19 are at risk of deterioration. The National Early Warning Score (NEWS2) is widely recommended, however it's validity in Covid-19 is not established and indices more specific for respiratory failure may be more appropriate. We aim to describe the physiological antecedents to deterioration, test the predictive validity of NEWS2 and compare this to the ROX index ([SpO(2)/FiO(2)]/respiratory rate). Method: A single centre retrospective cohort study of adult patients who were admitted to a medical ward, between 1/3/20 and 30/5/20, with positive results for SARS-CoV-2 RNA. Physiological observations and the NEWS2 were extracted and analysed. The primary outcome was a composite of cardiac arrest, unplanned critical care admission or death within 24 hours. A generalized linear model was used to assess the association of physiological values, NEWS2 and ROX with the outcome. Findings: The primary outcome occurred in 186 patients (26%). In the preceding 24 hours, deterioration was most marked in respiratory parameters, specifically in escalating oxygen requirement; tachypnoea was a late sign, whilst cardiovascular observations remained stable. The area under the receiver operating curve was 0.815 (95% CI 0.804-0.826) for NEWS2 and 0.848 (95% CI 0.837-0.858) for ROX. Applying the optimal level of ROX, the majority of patients triggered four hours earlier than with NEWS2 of 5. Interpretation: NEWS2 may under-perform in Covid-19 due to intrinsic limitations of the design and the unique pathophysiology of the disease. A simple index utilising respiratory parameters can outperform NEWS2 in predicting the occurrence of adverse events. (c) 2021 The Authors. Published by Elsevier Ltd.
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页数:9
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共 29 条
[1]   Clinical management of severe acute respiratory infection (SARI) when COVID-19 disease is suspected. Interim guidance [J].
不详 .
PEDIATRIA I MEDYCYNA RODZINNA-PAEDIATRICS AND FAMILY MEDICINE, 2020, 16 (01) :9-26
[2]   Evaluation and improvement of the National Early Warning Score (NEWS2) for COVID-19: a multi-hospital study [J].
Carr, Ewan ;
Bendayan, Rebecca ;
Bean, Daniel ;
Stammers, Matt ;
Wang, Wenjuan ;
Zhang, Huayu ;
Searle, Thomas ;
Kraljevic, Zeljko ;
Shek, Anthony ;
Phan, Hang T. T. ;
Muruet, Walter ;
Gupta, Rishi K. ;
Shinton, Anthony J. ;
Wyatt, Mike ;
Shi, Ting ;
Zhang, Xin ;
Pickles, Andrew ;
Stahl, Daniel ;
Zakeri, Rosita ;
Noursadeghi, Mahdad ;
O'Gallagher, Kevin ;
Rogers, Matt ;
Folarin, Amos ;
Karwath, Andreas ;
Wickstrom, Kristin E. ;
Kohn-Luque, Alvaro ;
Slater, Luke ;
Cardoso, Victor Roth ;
Bourdeaux, Christopher ;
Holten, Aleksander Rygh ;
Ball, Simon ;
McWilliams, Chris ;
Roguski, Lukasz ;
Borca, Florina ;
Batchelor, James ;
Amundsen, Erik Koldberg ;
Wu, Xiaodong ;
Gkoutos, Georgios, V ;
Sun, Jiaxing ;
Pinto, Ashwin ;
Guthrie, Bruce ;
Breen, Cormac ;
Douiri, Abdel ;
Wu, Honghan ;
Curcin, Vasa ;
Teo, James T. ;
Shah, Ajay M. ;
Dobson, Richard J. B. .
BMC MEDICINE, 2021, 19 (01)
[3]   Using Machine Learning to Predict ICU Transfer in Hospitalized COVID-19 Patients [J].
Cheng, Fu-Yuan ;
Joshi, Himanshu ;
Tandon, Pranai ;
Freeman, Robert ;
Reich, David L. ;
Mazumdar, Madhu ;
Kohli-Seth, Roopa ;
Levin, Matthew A. ;
Timsina, Prem ;
Kia, Arash .
JOURNAL OF CLINICAL MEDICINE, 2020, 9 (06)
[4]   Predicting intensive care unit admission and death for COVID-19 patients in the emergency department using early warning scores [J].
Covino, Marcello ;
Sandroni, Claudio ;
Santoro, Michele ;
Sabia, Luca ;
Simeoni, Benedetta ;
Bocci, Maria Grazia ;
Ojetti, Veronica ;
Candelli, Marcello ;
Antonelli, Massimo ;
Gasbarrini, Antonio ;
Franceschi, Francesco .
RESUSCITATION, 2020, 156 :84-91
[5]   The pathophysiology of 'happy' hypoxemia in COVID-19 [J].
Dhont, Sebastiaan ;
Derom, Eric ;
Van Braeckel, Eva ;
Depuydt, Pieter ;
Lambrecht, Bart N. .
RESPIRATORY RESEARCH, 2020, 21 (01)
[6]   Features of 20133 UK patients in hospital with covid-19 using the ISARIC WHO Clinical Characterisation Protocol: prospective observational cohort study [J].
Docherty, Annemarie B. ;
Harrison, Ewen M. ;
Green, Christopher A. ;
Hardwick, Hayley E. ;
Pius, Riinu ;
Norman, Lisa ;
Holden, Karl A. ;
Read, Jonathan M. ;
Dondelinger, Frank ;
Carson, Gail ;
Merson, Laura ;
Lee, James ;
Plotkin, Daniel ;
Sigfrid, Louise ;
Halpin, Sophie ;
Jackson, Clare ;
Gamble, Carrol ;
Horby, Peter W. ;
Nguyen-Van-Tam, Jonathan S. ;
Ho, Antonia ;
Russell, Clark D. ;
Dunning, Jake ;
Openshaw, Peter Jm ;
Baillie, J. Kenneth ;
Semple, Malcolm G. .
BMJ-BRITISH MEDICAL JOURNAL, 2020, 369
[7]   Comorbidity measures for use with administrative data [J].
Elixhauser, A ;
Steiner, C ;
Harris, DR ;
Coffey, RN .
MEDICAL CARE, 1998, 36 (01) :8-27
[8]   Predictive value of National Early Warning Score 2 (NEWS2) for intensive care unit admission in patients with SARS-CoV-2 infection [J].
Gidari, Anna ;
De Socio, Giuseppe Vittorio ;
Sabbatini, Samuele ;
Francisci, Daniela .
INFECTIOUS DISEASES, 2020, 52 (10) :698-704
[9]   Development and Validation of the Quick COVID-19 Severity Index: A Prognostic Tool for Early Clinical Decompensation [J].
Haimovich, Adrian D. ;
Ravindra, Neal G. ;
Stoytchev, Stoytcho ;
Young, H. Patrick ;
Wilson, Francis P. ;
van Dijk, David ;
Schulz, Wade L. ;
Taylor, R. Andrew .
ANNALS OF EMERGENCY MEDICINE, 2020, 76 (04) :442-453
[10]   Prediction for Progression Risk in Patients With COVID-19 Pneumonia: The CALL Score [J].
Ji, Dong ;
Zhang, Dawei ;
Xu, Jing ;
Chen, Zhu ;
Yang, Tieniu ;
Zhao, Peng ;
Chen, Guofeng ;
Cheng, Gregory ;
Wang, Yudong ;
Bi, Jingfeng ;
Tan, Lin ;
Lau, George ;
Qin, Enqiang .
CLINICAL INFECTIOUS DISEASES, 2020, 71 (06) :1393-1399