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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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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. |
format | Online Article Text |
id | pubmed-8992782 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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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