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Transthoracic Echocardiography-Based Prediction Model of Adverse Event Risk in Patients with COVID-19
Elena Zelikovna Golukhova1, Inessa Viktorovna Slivneva2, Maxim Leonidovich Mamalyga3
1A.N. Bakulev National Medical Scientific Center for Cardiovascular Surgery, Ministry of Health of the Russian Federation, 121552 Moscow, Russia.
Insights
Transthoracic echocardiography (TTE) can predict COVID-19 mortality. A model using right ventricle/left ventricle area, pulmonary artery pressure, and right ventricle strain accurately identifies high-risk patients for better clinical decisions.
Area of Science:
- Cardiology
- Pulmonology
- Infectious Diseases
Background:
- Cardiopulmonary disorders significantly increase COVID-19 adverse event risk.
- Effective diagnosis and treatment of comorbidities in COVID-19 patients are critical public health priorities.
Purpose of the Study:
- To analyze survival in COVID-19 patients.
- To develop a predictive model for mortality using transthoracic echocardiography (TTE) parameters in adults with moderate to severe COVID-19.
Main Methods:
- Prospective, single-center study of 110 moderate to severe COVID-19 patients.
- All patients underwent TTE evaluation.
- Univariate and multivariable logistic regression, ROC analysis, and AUC were used to identify predictors and assess model performance.
Main Results:
- A predictive model incorporating right ventricle/left ventricle area, systolic pulmonary artery pressure (sPAP), and right ventricle free wall longitudinal strain (RV FW LS) was developed.
- The model demonstrated high predictive performance with an AUC-ROC of 0.925.
- Key predictors included RV/LV area (OR=1.048), sPAP (OR=1.209), and RV FW LS (OR=0.873).
Conclusions:
- A prognostic model based on TTE data can effectively predict mortality in COVID-19 patients.
- This model aids in early risk stratification and clinical decision-making for COVID-19 management.
Abstract:
Cardiopulmonary disorders cause a significant increase in the risk of adverse events in patients with COVID-19. Therefore, the development of new diagnostic and treatment methods for comorbid disorders in COVID-19 patients is one of the main public health challenges. The aim of the study was to analyze patient survival and to develop a predictive model of survival in adults with COVID-19 infection based on transthoracic echocardiography (TTE) parameters. We conducted a prospective, single-center, temporary hospital-based study of 110 patients with moderate to severe COVID-19. All patients underwent TTE evaluation. The predictors of mortality we identified in univariate and multivariable models and the predictive performance of the model were assessed using receiver operating characteristic (ROC) analysis and area under the curve (AUC). The predictive model included three factors: right ventricle (RV)/left ventricle (LV) area (odds ratio (OR) = 1.048 per 1/100 increase, p = 0.03), systolic pulmonary artery pressure (sPAP) (OR = 1.209 per 1 mm Hg increase, p < 0.001), and right ventricle free wall longitudinal strain (RV FW LS) (OR = 0.873 per 1% increase, p = 0.036). The AUC-ROC of the obtained model was 0.925 ± 0.031 (95% confidence interval (95% CI): 0.863−0.986). The sensitivity (Se) and specificity (Sp) measures of the models at the cut-off point of 0.129 were 93.8% and 81.9%, respectively. A binary logistic regression method resulted in the development of a prognostic model of mortality in patients with moderate and severe COVID-19 based on TTE data. It may also have additional implications for early risk stratification and clinical decision making in patients with COVID-19.
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