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Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool

Introduction: A rapid surge in cases during the COVID-19 pandemic can overwhelm any healthcare system. It is imperative to triage patients who would require oxygen and ICU care, and predict mortality. Specific parameters at admission may help in identifying them. Methodology: A prospective observati...

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Autores principales: Keri, Vishakh C, Jorwal, Pankaj, Verma, Rohit, Ranjan, Piyush, Upadhyay, Ashish D, Aggarwal, Anivita, Sarda, Radhika, Sharma, Kunal, Sahni, Shubham, Rajanna, Chaithra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cureus 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9424646/
https://www.ncbi.nlm.nih.gov/pubmed/36060343
http://dx.doi.org/10.7759/cureus.27459
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author Keri, Vishakh C
Jorwal, Pankaj
Verma, Rohit
Ranjan, Piyush
Upadhyay, Ashish D
Aggarwal, Anivita
Sarda, Radhika
Sharma, Kunal
Sahni, Shubham
Rajanna, Chaithra
author_facet Keri, Vishakh C
Jorwal, Pankaj
Verma, Rohit
Ranjan, Piyush
Upadhyay, Ashish D
Aggarwal, Anivita
Sarda, Radhika
Sharma, Kunal
Sahni, Shubham
Rajanna, Chaithra
author_sort Keri, Vishakh C
collection PubMed
description Introduction: A rapid surge in cases during the COVID-19 pandemic can overwhelm any healthcare system. It is imperative to triage patients who would require oxygen and ICU care, and predict mortality. Specific parameters at admission may help in identifying them. Methodology: A prospective observational study was undertaken in a COVID-19 ward of a tertiary care center. All baseline clinical and laboratory data were captured. Patients were followed till death or discharge. Univariable and multivariable logistic regression was used to find predictors of the need for oxygen, need for ICU care, and mortality. Objective scoring systems were developed for the same using the predictors. Results: The study included 209 patients. Disease severity was mild, moderate, and severe in 98 (46.9%), 74 (35.4%), and 37 (17.7%) patients, respectively. The neutrophil-to-lymphocyte ratio (NLR) >4 was a common independent predictor of the need for oxygen (p<0.001), need for ICU transfer (p=0.04), and mortality (p=0.06). Clinical risk scores were developed (10*c-reactive protein (CRP) + 14.8*NLR + 12*urea), (10*aspartate transaminase (AST) + 15.7*NLR + 14.28*CRP), (10*NLR + 10.1*creatinine) which, if ≥14.8, ≥25.7, ≥10.1 predicted need for oxygenation, need for ICU transfer and mortality with a sensitivity and specificity (81.6%, 70%), (73.3%, 75.7%), (61.1%, 75%), respectively.  Conclusion: The NLR, CRP, urea, creatinine, and AST are independent predictors in identifying patients with poor outcomes. An objective scoring system can be used at the bedside for appropriate triaging of patients and utilization of resources.
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spelling pubmed-94246462022-09-02 Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool Keri, Vishakh C Jorwal, Pankaj Verma, Rohit Ranjan, Piyush Upadhyay, Ashish D Aggarwal, Anivita Sarda, Radhika Sharma, Kunal Sahni, Shubham Rajanna, Chaithra Cureus Internal Medicine Introduction: A rapid surge in cases during the COVID-19 pandemic can overwhelm any healthcare system. It is imperative to triage patients who would require oxygen and ICU care, and predict mortality. Specific parameters at admission may help in identifying them. Methodology: A prospective observational study was undertaken in a COVID-19 ward of a tertiary care center. All baseline clinical and laboratory data were captured. Patients were followed till death or discharge. Univariable and multivariable logistic regression was used to find predictors of the need for oxygen, need for ICU care, and mortality. Objective scoring systems were developed for the same using the predictors. Results: The study included 209 patients. Disease severity was mild, moderate, and severe in 98 (46.9%), 74 (35.4%), and 37 (17.7%) patients, respectively. The neutrophil-to-lymphocyte ratio (NLR) >4 was a common independent predictor of the need for oxygen (p<0.001), need for ICU transfer (p=0.04), and mortality (p=0.06). Clinical risk scores were developed (10*c-reactive protein (CRP) + 14.8*NLR + 12*urea), (10*aspartate transaminase (AST) + 15.7*NLR + 14.28*CRP), (10*NLR + 10.1*creatinine) which, if ≥14.8, ≥25.7, ≥10.1 predicted need for oxygenation, need for ICU transfer and mortality with a sensitivity and specificity (81.6%, 70%), (73.3%, 75.7%), (61.1%, 75%), respectively.  Conclusion: The NLR, CRP, urea, creatinine, and AST are independent predictors in identifying patients with poor outcomes. An objective scoring system can be used at the bedside for appropriate triaging of patients and utilization of resources. Cureus 2022-07-29 /pmc/articles/PMC9424646/ /pubmed/36060343 http://dx.doi.org/10.7759/cureus.27459 Text en Copyright © 2022, Keri et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Internal Medicine
Keri, Vishakh C
Jorwal, Pankaj
Verma, Rohit
Ranjan, Piyush
Upadhyay, Ashish D
Aggarwal, Anivita
Sarda, Radhika
Sharma, Kunal
Sahni, Shubham
Rajanna, Chaithra
Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title_full Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title_fullStr Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title_full_unstemmed Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title_short Novel Scoring Systems to Predict the Need for Oxygenation and ICU Care, and Mortality in Hospitalized COVID-19 Patients: A Risk Stratification Tool
title_sort novel scoring systems to predict the need for oxygenation and icu care, and mortality in hospitalized covid-19 patients: a risk stratification tool
topic Internal Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9424646/
https://www.ncbi.nlm.nih.gov/pubmed/36060343
http://dx.doi.org/10.7759/cureus.27459
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