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Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients
The prognosis of a patient with COVID-19 pneumonia is uncertain. Our objective was to establish a predictive model of disease progression to facilitate early decision-making. A retrospective study was performed of patients admitted with COVID-19 pneumonia, classified as severe (admission to the inte...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7666132/ https://www.ncbi.nlm.nih.gov/pubmed/33188225 http://dx.doi.org/10.1038/s41598-020-75651-z |
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author | Gude, Francisco Riveiro, Vanessa Rodríguez-Núñez, Nuria Ricoy, Jorge Lado-Baleato, Óscar Lourido, Tamara Rábade, Carlos Lama, Adriana Casal, Ana Abelleira-París, Romina Ferreiro, Lucía Suárez-Antelo, Juan Toubes, María E. Pou, Cristina Taboada-Muñiz, Manuel Calle-Velles, Felipe Mayán-Conesa, Plácido del Molino, María L. Pérez Galbán-Rodríguez, Cristóbal Álvarez-Escudero, Julián Beceiro-Abad, Carmen Molinos-Castro, Sonia Agra-Vázquez, Néstor Pazo-Núñez, María Páez-Guillán, Emilio Varela-García, Pablo Martínez-Rey, Carmen Pernas-Pardavila, Hadrián Domínguez-Santalla, María J. Vidal-Vázquez, Martín Marques-Afonso, Ana T. González-Quintela, Arturo González-Juanatey, José R. Pose, Antonio Valdés, Luis |
author_facet | Gude, Francisco Riveiro, Vanessa Rodríguez-Núñez, Nuria Ricoy, Jorge Lado-Baleato, Óscar Lourido, Tamara Rábade, Carlos Lama, Adriana Casal, Ana Abelleira-París, Romina Ferreiro, Lucía Suárez-Antelo, Juan Toubes, María E. Pou, Cristina Taboada-Muñiz, Manuel Calle-Velles, Felipe Mayán-Conesa, Plácido del Molino, María L. Pérez Galbán-Rodríguez, Cristóbal Álvarez-Escudero, Julián Beceiro-Abad, Carmen Molinos-Castro, Sonia Agra-Vázquez, Néstor Pazo-Núñez, María Páez-Guillán, Emilio Varela-García, Pablo Martínez-Rey, Carmen Pernas-Pardavila, Hadrián Domínguez-Santalla, María J. Vidal-Vázquez, Martín Marques-Afonso, Ana T. González-Quintela, Arturo González-Juanatey, José R. Pose, Antonio Valdés, Luis |
author_sort | Gude, Francisco |
collection | PubMed |
description | The prognosis of a patient with COVID-19 pneumonia is uncertain. Our objective was to establish a predictive model of disease progression to facilitate early decision-making. A retrospective study was performed of patients admitted with COVID-19 pneumonia, classified as severe (admission to the intensive care unit, mechanic invasive ventilation, or death) or non-severe. A predictive model based on clinical, laboratory, and radiological parameters was built. The probability of progression to severe disease was estimated by logistic regression analysis. Calibration and discrimination (receiver operating characteristics curves and AUC) were assessed to determine model performance. During the study period 1152 patients presented with SARS-CoV-2 infection, of whom 229 (19.9%) were admitted for pneumonia. During hospitalization, 51 (22.3%) progressed to severe disease, of whom 26 required ICU care (11.4); 17 (7.4%) underwent invasive mechanical ventilation, and 32 (14%) died of any cause. Five predictors determined within 24 h of admission were identified: Diabetes, Age, Lymphocyte count, SaO(2), and pH (DALSH score). The prediction model showed a good clinical performance, including discrimination (AUC 0.87 CI 0.81, 0.92) and calibration (Brier score = 0.11). In total, 0%, 12%, and 50% of patients with severity risk scores ≤ 5%, 6–25%, and > 25% exhibited disease progression, respectively. A risk score based on five factors predicts disease progression and facilitates early decision-making according to prognosis. |
format | Online Article Text |
id | pubmed-7666132 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-76661322020-11-16 Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients Gude, Francisco Riveiro, Vanessa Rodríguez-Núñez, Nuria Ricoy, Jorge Lado-Baleato, Óscar Lourido, Tamara Rábade, Carlos Lama, Adriana Casal, Ana Abelleira-París, Romina Ferreiro, Lucía Suárez-Antelo, Juan Toubes, María E. Pou, Cristina Taboada-Muñiz, Manuel Calle-Velles, Felipe Mayán-Conesa, Plácido del Molino, María L. Pérez Galbán-Rodríguez, Cristóbal Álvarez-Escudero, Julián Beceiro-Abad, Carmen Molinos-Castro, Sonia Agra-Vázquez, Néstor Pazo-Núñez, María Páez-Guillán, Emilio Varela-García, Pablo Martínez-Rey, Carmen Pernas-Pardavila, Hadrián Domínguez-Santalla, María J. Vidal-Vázquez, Martín Marques-Afonso, Ana T. González-Quintela, Arturo González-Juanatey, José R. Pose, Antonio Valdés, Luis Sci Rep Article The prognosis of a patient with COVID-19 pneumonia is uncertain. Our objective was to establish a predictive model of disease progression to facilitate early decision-making. A retrospective study was performed of patients admitted with COVID-19 pneumonia, classified as severe (admission to the intensive care unit, mechanic invasive ventilation, or death) or non-severe. A predictive model based on clinical, laboratory, and radiological parameters was built. The probability of progression to severe disease was estimated by logistic regression analysis. Calibration and discrimination (receiver operating characteristics curves and AUC) were assessed to determine model performance. During the study period 1152 patients presented with SARS-CoV-2 infection, of whom 229 (19.9%) were admitted for pneumonia. During hospitalization, 51 (22.3%) progressed to severe disease, of whom 26 required ICU care (11.4); 17 (7.4%) underwent invasive mechanical ventilation, and 32 (14%) died of any cause. Five predictors determined within 24 h of admission were identified: Diabetes, Age, Lymphocyte count, SaO(2), and pH (DALSH score). The prediction model showed a good clinical performance, including discrimination (AUC 0.87 CI 0.81, 0.92) and calibration (Brier score = 0.11). In total, 0%, 12%, and 50% of patients with severity risk scores ≤ 5%, 6–25%, and > 25% exhibited disease progression, respectively. A risk score based on five factors predicts disease progression and facilitates early decision-making according to prognosis. Nature Publishing Group UK 2020-11-13 /pmc/articles/PMC7666132/ /pubmed/33188225 http://dx.doi.org/10.1038/s41598-020-75651-z Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Gude, Francisco Riveiro, Vanessa Rodríguez-Núñez, Nuria Ricoy, Jorge Lado-Baleato, Óscar Lourido, Tamara Rábade, Carlos Lama, Adriana Casal, Ana Abelleira-París, Romina Ferreiro, Lucía Suárez-Antelo, Juan Toubes, María E. Pou, Cristina Taboada-Muñiz, Manuel Calle-Velles, Felipe Mayán-Conesa, Plácido del Molino, María L. Pérez Galbán-Rodríguez, Cristóbal Álvarez-Escudero, Julián Beceiro-Abad, Carmen Molinos-Castro, Sonia Agra-Vázquez, Néstor Pazo-Núñez, María Páez-Guillán, Emilio Varela-García, Pablo Martínez-Rey, Carmen Pernas-Pardavila, Hadrián Domínguez-Santalla, María J. Vidal-Vázquez, Martín Marques-Afonso, Ana T. González-Quintela, Arturo González-Juanatey, José R. Pose, Antonio Valdés, Luis Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title | Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title_full | Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title_fullStr | Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title_full_unstemmed | Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title_short | Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients |
title_sort | development and validation of a clinical score to estimate progression to severe or critical state in covid-19 pneumonia hospitalized patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7666132/ https://www.ncbi.nlm.nih.gov/pubmed/33188225 http://dx.doi.org/10.1038/s41598-020-75651-z |
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