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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
- Source :
- RUNA. Repositorio da Consellería de Sanidade e Sergas, Servizo Galego de Saúde (SERGAS), Scientific Reports, Vol 10, Iss 1, Pp 1-10 (2020), Scientific Reports
- Publication Year :
- 2020
-
Abstract
- 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, analytical, 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 1,152 patients presented with Covid-19 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 hours 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 simple risk score based on five factors predicts disease progression and facilitates early decision-making according to prognosis. Carlos III Health Institute, Spain, Ministry of Economy and Competitiveness (SPAIN) and the European Regional Development Fund (FEDER) Instituto de Salud Carlos III
- Subjects :
- Male
2019-20 coronavirus outbreak
medicine.medical_specialty
Coronavirus disease 2019 (COVID-19)
Hospitalized patients
Critical Illness
European Regional Development Fund
lcsh:Medicine
severity
Diseases
Comorbidity
030204 cardiovascular system & hematology
Severe Acute Respiratory Syndrome
Severity of Illness Index
Article
predictive model
03 medical and health sciences
0302 clinical medicine
Medical research
Modelo Predictivo
Gravedad
Severity of illness
Medicine
Humans
pneumonia
030212 general & internal medicine
lcsh:Science
Aged
Inpatients
Multidisciplinary
business.industry
lcsh:R
COVID-19
neumonía
síndrome respiratorio agudo grave
Middle Aged
medicine.disease
Respiration, Artificial
Coronavirus
Pneumonia
Emergency medicine
Disease Progression
Christian ministry
Female
lcsh:Q
business
Gravidade
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- RUNA. Repositorio da Consellería de Sanidade e Sergas, Servizo Galego de Saúde (SERGAS), Scientific Reports, Vol 10, Iss 1, Pp 1-10 (2020), Scientific Reports
- Accession number :
- edsair.doi.dedup.....149e9bcde75330a30806e5970e8ef411