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

被引:0
|
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
来源
关键词
D O I
暂无
中图分类号
学科分类号
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.
引用
收藏
相关论文
共 50 条
  • [31] DESIGN AND DEVELOPMENT OF AN EARLY WARNING SCORE FOR COVID-19 HOSPITALIZED PATIENTS
    Huespe, Ivan
    Carboni Bisso, Indalecio
    Gemelli, Nicolas A.
    Terrasa, Sergio A.
    Di Stefano, Sabrina
    Burgos, Valeria
    Sinner, Jorge
    Oubina, Mailen
    Bezzati, Marina
    Delgado, Pablo
    Las Heras, Marcos
    Risk, Marcelo R.
    MEDICINA-BUENOS AIRES, 2021, 81 (04) : 508 - 526
  • [32] The role of methylprednisolone on preventing disease progression for hospitalized patients with severe COVID-19
    Yang, Rongrong
    Xiong, Yong
    Ke, Hengning
    Chen, Tielong
    Gao, Shicheng
    EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2020, 50 (11)
  • [33] The Clinical and Chest CT Features Associated With Severe and Critical COVID-19 Pneumonia
    Li, Kunhua
    Wu, Jiong
    Wu, Faqi
    Guo, Dajing
    Chen, Linli
    Fang, Zheng
    Li, Chuanming
    INVESTIGATIVE RADIOLOGY, 2020, 55 (06) : 327 - 331
  • [34] A risk scoring system to predict progression to severe pneumonia in patients with Covid-19
    Lee, Ji Yeon
    Nam, Byung-Ho
    Kim, Mhinjine
    Hwang, Jongmin
    Kim, Jin Young
    Hyun, Miri
    Kim, Hyun Ah
    Cho, Chi-Heum
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [35] A risk scoring system to predict progression to severe pneumonia in patients with Covid-19
    Ji Yeon Lee
    Byung-Ho Nam
    Mhinjine Kim
    Jongmin Hwang
    Jin Young Kim
    Miri Hyun
    Hyun Ah Kim
    Chi-Heum Cho
    Scientific Reports, 12
  • [36] Comparison of clinical and biochemical features of hospitalized COVID-19 and influenza pneumonia patients
    Hattatoglu, Didem Gorgun
    Yildiz, Birsen P.
    JOURNAL OF MEDICAL VIROLOGY, 2021, 93 (12) : 6619 - 6627
  • [37] Efficacy of additional hemoperfusion in hospitalized patients with severe to critical COVID-19 disease
    Chiewroongroj, Supattra
    Ratanarat, Ranistha
    Naorungroj, Thummaporn
    Teeratakulpisarn, Napassorn
    Theeragul, Suapa
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [38] Mortality in patients with interstitial lung diseases hospitalized by severe or critical COVID-19
    Ana Karem S. Pruneda
    José Omar Barreto-Rodríguez
    Moises Selman
    Fortunato Juárez-Hernández
    Ivette Buendía-Roldán
    BMC Pulmonary Medicine, 23
  • [39] Venous thromboembolism and major bleeding in severe and critical COVID-19 hospitalized patients
    Abate, Veronica
    Vergatti, Anita
    Casoria, Aniello
    Zarrella, Aquilino Flavio
    Muscariello, Riccardo
    Nuzzo, Vincenzo
    Vargas, Maria
    Servillo, Giuseppe
    Conca, Paolo
    D'Elia, Lanfranco
    Iannuzzo, Gabriella
    Venetucci, Pietro
    De Filippo, Gianpaolo
    Tufano, Antonella
    Rendina, Domenico
    MONALDI ARCHIVES FOR CHEST DISEASE, 2024, 94 (02)
  • [40] Mortality in patients with interstitial lung diseases hospitalized by severe or critical COVID-19
    Pruneda, Ana Karem S.
    Barreto-Rodriguez, Jose Omar
    Selman, Moises
    Juarez-Hernandez, Fortunato
    Buendia-Roldan, Ivette
    BMC PULMONARY MEDICINE, 2023, 23 (01)