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

被引:16
作者
Gude, Francisco [1 ]
Riveiro, Vanessa [2 ]
Rodriguez-Nunez, Nuria [2 ]
Ricoy, Jorge [2 ]
Lado-Baleato, Oscar [3 ]
Lourido, Tamara [2 ]
Rabade, Carlos [2 ]
Lama, Adriana [2 ]
Casal, Ana [2 ]
Abelleira-Paris, Romina [2 ]
Ferreiro, Lucia [4 ]
Suarez-Antelo, Juan [2 ]
Toubes, Maria E. [2 ]
Pou, Cristina [2 ]
Taboada-Muniz, Manuel [5 ]
Calle-Velles, Felipe [6 ]
Mayan-Conesa, Placido [7 ]
Perez del Molino, Maria L. [8 ]
Galban-Rodriguez, Cristobal [9 ]
Alvarez-Escudero, Julian [5 ]
Beceiro-Abad, Carmen [10 ]
Molinos-Castro, Sonia [10 ]
Agra-Vazquez, Nestor [10 ]
Pazo-Nunez, Maria [10 ]
Paez-Guillan, Emilio [10 ]
Varela-Garcia, Pablo [10 ]
Martinez-Rey, Carmen [10 ]
Pernas-Pardavila, Hadrian [10 ]
Dominguez-Santalla, Maria J. [10 ]
Vidal-Vazquez, Martin [10 ]
Marques-Afonso, Ana T. [10 ]
Gonzalez-Quintela, Arturo [10 ]
Gonzalez-Juanatey, Jose R. [11 ]
Pose, Antonio [10 ]
Valdes, Luis [4 ]
机构
[1] Univ Clin Hosp Santiago, Hlth Res Inst Santiago Compostela IDIS, Epidemiol Dept, Res Methods Grp, Santiago De Compostela, Spain
[2] Univ Clin Hosp Santiago, Pulmonol Dept, Santiago De Compostela, Spain
[3] Univ Santiago Compostela, Dept Stat Math Anal & Optimizat, Santiago De Compostela, Spain
[4] Univ Clin Hosp Santiago, Hlth Res Inst Santiago Compostela IDIS, Interdisciplinary Grp Res Pulmonol, Pulmonol Dept, Santiago De Compostela, Spain
[5] Univ Clin Hosp Santiago, Anesthesiol Dept, Santiago De Compostela, Spain
[6] Univ Clin Hosp Santiago, Primary Hlth Care, Santiago De Compostela, Spain
[7] Univ Clin Hosp Santiago, Emergency Dept, Santiago De Compostela, Spain
[8] Univ Clin Hosp Santiago, Microbiol Dept, Santiago De Compostela, Spain
[9] Univ Clin Hosp Santiago, Intens Care Unit, Santiago De Compostela, Spain
[10] Univ Clin Hosp Santiago, Internal Med Dept, Santiago De Compostela, Spain
[11] Univ Clin Hosp Santiago, Hlth Res Inst IDIS, Cardiol Dept, CIBERCV, Santiago De Compostela, Spain
关键词
D O I
10.1038/s41598-020-75651-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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, 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.
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页数:10
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