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Published on: July 20, 2022
Can P wave wavelet analysis predict atrial fibrillation after coronary artery bypass grafting?
Vassilios Vassilikos1, George Dakos, Ioanna Chouvarda
1First Cardiology Division, Aristotle University of Thessaloniki, Greece. vvassil@med.auth.gr
Insights
Morlet wavelet analysis of the P wave can predict atrial fibrillation (AF) after coronary artery bypass grafting (CABG). This sensitive method identifies patients at high risk for developing AF post-surgery.
Area of Science:
- Cardiology
- Biomedical Engineering
- Signal Processing
Background:
- Atrial fibrillation (AF) is a common complication after coronary artery bypass grafting (CABG).
- Predicting post-CABG AF is crucial for patient management.
- Traditional methods may not fully capture subtle electrophysiological changes.
Purpose of the Study:
- To evaluate Morlet wavelet analysis of the P wave for predicting AF development in CABG patients.
- To identify specific wavelet parameters associated with post-CABG AF.
Main Methods:
- Morlet wavelet analysis applied to P waves in 50 CABG patients.
- Calculation of P wave duration and wavelet energy parameters from ECG.
- Analysis of vector magnitude (VM) in specific frequency bands.
- Logistic regression (univariate and multivariate) to identify predictors.
Main Results:
- Hypertension, P wave energy along the Z-axis, and VM in the 200-160 Hz band predicted post-CABG AF in univariate analysis.
- Multivariate analysis identified hypertension, ejection fraction, and maximum P wave energy along Z and composite-vector axes as independent predictors.
- The multivariate model achieved 91% sensitivity and 65% specificity.
Conclusions:
- Morlet wavelet analysis of the P wave is a highly sensitive tool for predicting post-CABG AF.
- Distinct P wave activation patterns, particularly along the Z axis, may underlie post-CABG AF development.
Abstract:
The purpose of this study was the evaluation of Morlet wavelet analysis of the P wave as a means of predicting the development of atrial fibrillation (AF) in patients who undergo coronary artery bypass grafting (CABG). The P wave was analyzed using the Morlet wavelet in 50 patients who underwent successful CABG. Group A consisted of 17 patients, 12 men and 5 women, of mean age 66.9 +/- 5.9 years, who developed AF postoperatively. Group B consisted of 33 patients, 29 men and 4 women, mean age 62.4 +/- 7.8 years, who remained arrhythmid-free. Using custom-designed software, P wave duration and wavelet parameters expressing the mean and maximum energy of the P wave were calculated from 3-channel digital recordings derived from orthogonal ECG leads (X, Y, and Z), and the vector magnitude (VM) was determined in each of 3 frequency bands (200-160 Hz, 150-100 Hz and 90-50 Hz). Univariate logistic-regression analysis identified a history of hypertension, the mean and maximum energies in all frequency bands along the Z axis, the mean and maximum energies (expressed by the VM) in the 200-160 Hz frequency band, and the mean energy in the 150-100 Hz frequency band along the Y axis as predictors for post-CABG AF. Multivariate analysis identified hypertension, ejection fraction, and the maximum energies in the 90-50 Hz frequency band along the Z and composite-vector axes as independent predictors. This multivariate model had a sensitivity of 91% and a specificity of 65%. We conclude that the Morlet wavelet analysis of the P wave is a very sensitive method of identifying patients who are likely to develop AF after CABG. The occurrence of post-CABG AF can be explained by a different activation pattern along the Z axis.
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