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[The method for prediction of high-grade premature ventricular contractions in patients with heart failure and
T V Konovalova1, N B Perepech1
1Federal State Budgetary Educational Institution of Higher Education "Saint Petersburg State University".
Insights
This study developed a predictive method for high-grade ventricular extrasystole (VE) in chronic heart failure with preserved ejection fraction (CHF-PEF) patients using echocardiography. Key predictors identified include diastolic dysfunction, end-diastolic volume index, and interventricular septal thickness.
Area of Science:
- Cardiology
- Medical Imaging
- Predictive Analytics
Background:
- Chronic heart failure with preserved ejection fraction (CHF-PEF) is associated with arrhythmias like ventricular extrasystoles (VE).
- Predicting high-grade VE is crucial for managing CHF-PEF patients, but reliable non-invasive methods are needed.
Purpose of the Study:
- To develop and validate a predictive model for high-grade VE in CHF-PEF patients using echocardiography (EchoCG) criteria.
- To identify specific EchoCG parameters that are significant predictors of high-grade VE.
Main Methods:
- A logistic regression model was developed using EchoCG data from 121 CHF-PEF patients (calculation group).
- The model's predictive accuracy was tested in an independent group of 42 CHF-PEF patients (control group).
- Echocardiography (EchoCG) and ECG Holter monitoring were performed; VE classified using Lown-Ryan criteria.
Main Results:
- Interventricular septal (IVS) thickness, end-diastolic volume index (EDVI), and degree of diastolic dysfunction (DD) were significant predictors (p<0.05).
- The developed prediction method demonstrated good accuracy (81.0% in calculation group, 76.2% in control group, 79.8% combined).
- High sensitivity (79.3%) and specificity (80.0%) were achieved, with an AUC of 0.855, indicating a robust prognostic model.
Conclusions:
- Echocardiography parameters including degree of DD, EDVI, and IVS thickness are valuable predictors of high-grade VE in CHF-PEF.
- The developed formula provides a sensitive, specific, and accurate method for predicting high-grade VE in this patient population.
Abstract:
Aim To develop a method for prediction of high-grade ventricular extrasystole (VE) in patients with chronic heart failure with preserved ejection fraction (CHF-PEF) based on results of an echocardiography (EchoCG) study.Material and methods At the first step, the study included 121 patients of the Cardiology Department, Municipal Clinical Hospital #31, St. Petersburg (calculation group) with symptoms and clinical signs of CHF-PEF (median age, 62 years). For testing accuracy of the developed formula, a control group was formed, which consisted of 42 patients with CHF-PEF (median age, 59 years). EchoCG at rest and ECG Holter monitoring were performed for all patient. The VE classification according to B. Lown and M. Wolf (1971) in the M. Ryan (1975) modification was used. Results of the evaluation were determined by the most significant recorded grade. Grade III or higher VE were considered as high-grade VE.Results Using logistic regression analysis of data for patients of the calculation group, a statistical model was constructed and a respective formula was developed to predict a probability of high-grade VE in CHF-PEF patients depending on the presence of risk factors (EchoCG criteria). According to the obtained data the following factors primarily contributed to the model: interventricular septal (IVS) thickness (p=0.007; Wald=7.44), end-diastolic volume index (EDVI) (p=0.044; Wald=4.13), and the degree of diastolic dysfunction (DD) (p<0.0001; Wald=19.90). For testing the formula accuracy, the analysis was performed in the control group. Based on data of both stages, the following values were obtained: for the calculation group, the method sensitivity was 77.8 %, the specificity was 82.4 %, the accuracy was 81.0 %; for the control group, 81.8 %, 70 %, and 76.2 %, respectively; for both groups together, 79.3 %, 80.0 %, and 79.8 %, respectively. In ROC-analysis of this prognostic model, the area under the ROC-curve (AUC) was 0.852 (95 % CI: 0.776-0.910; p<0.0001) for the calculation group; 0.818 (95 % CI: 0.669-0.920; p<0.0001) for the control group; and 0.855 (95 % CI: 0.792-0.905; p<0.0001) for both groups together, which indicated a good quality of the prognostic model.Conclusion The EchoCG predictors of high-grade VE in patients with CHF-PEF included degree of DD, EDVI, and IVS thickness. The developed method with the constructed formula for prediction of high-grade VE in CHF-PEF patients showed high sensitivity, specificity and accuracy.
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