Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients

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作者
Francisco Gude
Vanessa Riveiro
Nuria Rodríguez-Núñez
Jorge Ricoy
Óscar Lado-Baleato
Tamara Lourido
Carlos Rábade
Adriana Lama
Ana Casal
Romina Abelleira-París
Lucía Ferreiro
Juan Suárez-Antelo
María E. Toubes
Cristina Pou
Manuel Taboada-Muñiz
Felipe Calle-Velles
Plácido Mayán-Conesa
María L. Pérez del Molino
Cristóbal Galbán-Rodríguez
Julián Álvarez-Escudero
Carmen Beceiro-Abad
Sonia Molinos-Castro
Néstor Agra-Vázquez
María Pazo-Núñez
Emilio Páez-Guillán
Pablo Varela-García
Carmen Martínez-Rey
Hadrián Pernas-Pardavila
María J. Domínguez-Santalla
Martín Vidal-Vázquez
Ana T. Marques-Afonso
Arturo González-Quintela
José R. González-Juanatey
Antonio Pose
Luis Valdés
机构
[1] Health Research Institute of Santiago de Compostela (IDIS),Research Methods Group, Epidemiology Department
[2] University Clinical Hospital of Santiago,Pulmonology Department
[3] University Clinical Hospital of Santiago,Department of Statistics, Mathematical Analysis, and Optimization
[4] University of Santiago de Compostela,Pulmonology Department, Interdisciplinary Group of Research in Pulmonology
[5] University Clinical Hospital of Santiago,Anesthesiology Department
[6] Health Research Institute of Santiago de Compostela (IDIS),Primary Health Care
[7] University Clinical Hospital of Santiago,Emergency Department
[8] University Clinical Hospital of Santiago,Microbiology Department
[9] University Clinical Hospital of Santiago,Intensive Care Unit
[10] University Clinical Hospital of Santiago,Internal Medicine Department
[11] University Clinical Hospital of Santiago,Cardiology Department, CIBERCV, Health Research Institute (IDIS)
[12] University Clinical Hospital of Santiago,undefined
[13] University Clinical Hospital of Santiago,undefined
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摘要
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, SaO2, 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.
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