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WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales

BACKGROUND: The WHO ordinal severity scale has been used to predict mortality and guide trials in COVID-19. However, it has its limitations. OBJECTIVE: The present study aims to compare three classificatory and predictive models: the WHO ordinal severity scale, the model based on inflammation grades...

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Autores principales: Rubio-Rivas, Manuel, Mora-Luján, José María, Formiga, Francesc, Arévalo-Cañas, Coral, Lebrón Ramos, Juan Manuel, Villalba García, María Victoria, Fonseca Aizpuru, Eva Mª, Díez-Manglano, Jesús, Arnalich Fernández, Francisco, Romero Cabrera, Juan Luis, García García, Gema María, Pesqueira Fontan, Paula M., Vargas Núñez, Juan Antonio, Freire Castro, Santiago Jesús, Loureiro Amigo, José, Pascual Pérez, Maria de los Reyes, Alcalá Pedrajas, José N., Encinas-Sánchez, Daniel, Mella Pérez, Carmen, Ena, Javier, Gracia Gutiérrez, Anyuli, Esteban Giner, María José, Varona, José F., Millán Núñez-Cortés, Jesús, Casas-Rojo, José-Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8992782/
https://www.ncbi.nlm.nih.gov/pubmed/35396659
http://dx.doi.org/10.1007/s11606-022-07511-7
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author Rubio-Rivas, Manuel
Mora-Luján, José María
Formiga, Francesc
Arévalo-Cañas, Coral
Lebrón Ramos, Juan Manuel
Villalba García, María Victoria
Fonseca Aizpuru, Eva Mª
Díez-Manglano, Jesús
Arnalich Fernández, Francisco
Romero Cabrera, Juan Luis
García García, Gema María
Pesqueira Fontan, Paula M.
Vargas Núñez, Juan Antonio
Freire Castro, Santiago Jesús
Loureiro Amigo, José
Pascual Pérez, Maria de los Reyes
Alcalá Pedrajas, José N.
Encinas-Sánchez, Daniel
Mella Pérez, Carmen
Ena, Javier
Gracia Gutiérrez, Anyuli
Esteban Giner, María José
Varona, José F.
Millán Núñez-Cortés, Jesús
Casas-Rojo, José-Manuel
author_facet Rubio-Rivas, Manuel
Mora-Luján, José María
Formiga, Francesc
Arévalo-Cañas, Coral
Lebrón Ramos, Juan Manuel
Villalba García, María Victoria
Fonseca Aizpuru, Eva Mª
Díez-Manglano, Jesús
Arnalich Fernández, Francisco
Romero Cabrera, Juan Luis
García García, Gema María
Pesqueira Fontan, Paula M.
Vargas Núñez, Juan Antonio
Freire Castro, Santiago Jesús
Loureiro Amigo, José
Pascual Pérez, Maria de los Reyes
Alcalá Pedrajas, José N.
Encinas-Sánchez, Daniel
Mella Pérez, Carmen
Ena, Javier
Gracia Gutiérrez, Anyuli
Esteban Giner, María José
Varona, José F.
Millán Núñez-Cortés, Jesús
Casas-Rojo, José-Manuel
author_sort Rubio-Rivas, Manuel
collection PubMed
description BACKGROUND: The WHO ordinal severity scale has been used to predict mortality and guide trials in COVID-19. However, it has its limitations. OBJECTIVE: The present study aims to compare three classificatory and predictive models: the WHO ordinal severity scale, the model based on inflammation grades, and the hybrid model. DESIGN: Retrospective cohort study with patient data collected and followed up from March 1, 2020, to May 1, 2021, from the nationwide SEMI-COVID-19 Registry. The primary study outcome was in-hospital mortality. As this was a hospital-based study, the patients included corresponded to categories 3 to 7 of the WHO ordinal scale. Categories 6 and 7 were grouped in the same category. KEY RESULTS: A total of 17,225 patients were included in the study. Patients classified as high risk in each of the WHO categories according to the degree of inflammation were as follows: 63.8% vs. 79.9% vs. 90.2% vs. 95.1% (p<0.001). In-hospital mortality for WHO ordinal scale categories 3 to 6/7 was as follows: 0.8% vs. 24.3% vs. 45.3% vs. 34% (p<0.001). In-hospital mortality for the combined categories of ordinal scale 3a to 5b was as follows: 0.4% vs. 1.1% vs. 11.2% vs. 27.5% vs. 35.5% vs. 41.1% (p<0.001). The predictive regression model for in-hospital mortality with our proposed combined ordinal scale reached an AUC=0.871, superior to the two models separately. CONCLUSIONS: The present study proposes a new severity grading scale for COVID-19 hospitalized patients. In our opinion, it is the most informative, representative, and predictive scale in COVID-19 patients to date. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11606-022-07511-7.
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spelling pubmed-89927822022-04-11 WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales Rubio-Rivas, Manuel Mora-Luján, José María Formiga, Francesc Arévalo-Cañas, Coral Lebrón Ramos, Juan Manuel Villalba García, María Victoria Fonseca Aizpuru, Eva Mª Díez-Manglano, Jesús Arnalich Fernández, Francisco Romero Cabrera, Juan Luis García García, Gema María Pesqueira Fontan, Paula M. Vargas Núñez, Juan Antonio Freire Castro, Santiago Jesús Loureiro Amigo, José Pascual Pérez, Maria de los Reyes Alcalá Pedrajas, José N. Encinas-Sánchez, Daniel Mella Pérez, Carmen Ena, Javier Gracia Gutiérrez, Anyuli Esteban Giner, María José Varona, José F. Millán Núñez-Cortés, Jesús Casas-Rojo, José-Manuel J Gen Intern Med Original Research BACKGROUND: The WHO ordinal severity scale has been used to predict mortality and guide trials in COVID-19. However, it has its limitations. OBJECTIVE: The present study aims to compare three classificatory and predictive models: the WHO ordinal severity scale, the model based on inflammation grades, and the hybrid model. DESIGN: Retrospective cohort study with patient data collected and followed up from March 1, 2020, to May 1, 2021, from the nationwide SEMI-COVID-19 Registry. The primary study outcome was in-hospital mortality. As this was a hospital-based study, the patients included corresponded to categories 3 to 7 of the WHO ordinal scale. Categories 6 and 7 were grouped in the same category. KEY RESULTS: A total of 17,225 patients were included in the study. Patients classified as high risk in each of the WHO categories according to the degree of inflammation were as follows: 63.8% vs. 79.9% vs. 90.2% vs. 95.1% (p<0.001). In-hospital mortality for WHO ordinal scale categories 3 to 6/7 was as follows: 0.8% vs. 24.3% vs. 45.3% vs. 34% (p<0.001). In-hospital mortality for the combined categories of ordinal scale 3a to 5b was as follows: 0.4% vs. 1.1% vs. 11.2% vs. 27.5% vs. 35.5% vs. 41.1% (p<0.001). The predictive regression model for in-hospital mortality with our proposed combined ordinal scale reached an AUC=0.871, superior to the two models separately. CONCLUSIONS: The present study proposes a new severity grading scale for COVID-19 hospitalized patients. In our opinion, it is the most informative, representative, and predictive scale in COVID-19 patients to date. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11606-022-07511-7. Springer International Publishing 2022-04-08 2022-06 /pmc/articles/PMC8992782/ /pubmed/35396659 http://dx.doi.org/10.1007/s11606-022-07511-7 Text en © The Author(s), under exclusive licence to Society of General Internal Medicine 2022
spellingShingle Original Research
Rubio-Rivas, Manuel
Mora-Luján, José María
Formiga, Francesc
Arévalo-Cañas, Coral
Lebrón Ramos, Juan Manuel
Villalba García, María Victoria
Fonseca Aizpuru, Eva Mª
Díez-Manglano, Jesús
Arnalich Fernández, Francisco
Romero Cabrera, Juan Luis
García García, Gema María
Pesqueira Fontan, Paula M.
Vargas Núñez, Juan Antonio
Freire Castro, Santiago Jesús
Loureiro Amigo, José
Pascual Pérez, Maria de los Reyes
Alcalá Pedrajas, José N.
Encinas-Sánchez, Daniel
Mella Pérez, Carmen
Ena, Javier
Gracia Gutiérrez, Anyuli
Esteban Giner, María José
Varona, José F.
Millán Núñez-Cortés, Jesús
Casas-Rojo, José-Manuel
WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title_full WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title_fullStr WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title_full_unstemmed WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title_short WHO Ordinal Scale and Inflammation Risk Categories in COVID-19. Comparative Study of the Severity Scales
title_sort who ordinal scale and inflammation risk categories in covid-19. comparative study of the severity scales
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8992782/
https://www.ncbi.nlm.nih.gov/pubmed/35396659
http://dx.doi.org/10.1007/s11606-022-07511-7
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