Improved robust T-wave alternans detectors

New statistical and spectral detectors, the modified matched pairs t test, the extended spectral method and the modified spectral method, were proposed for T-wave alternans (TWA) detection gaining robustness according to trend and single-frequency interferences. They were compared to classic detecto...

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Veröffentlicht in:Medical & biological engineering & computing 2015-04, Vol.53 (4), p.361-370
Hauptverfasser: Meste, O., Janusek, D., Karczmarewicz, S., Przybylski, A., Kania, M., Maciag, A., Maniewski, R.
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Sprache:eng
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Zusammenfassung:New statistical and spectral detectors, the modified matched pairs t test, the extended spectral method and the modified spectral method, were proposed for T-wave alternans (TWA) detection gaining robustness according to trend and single-frequency interferences. They were compared to classic detectors such as matched pairs t test, unpaired t test, spectral method, generalized likelihood ratio test and estimated TWA amplitude within a simulation framework and applied to real data. The optimal detection threshold was selected by using a full Monte-Carlo simulation where signals, with and without alternans episodes, were corrupted by Gaussian noise with different power and single-frequency interferences with different tones. All the combinations of noise and frequency were selected and repeated 500 times in order to compute probability of detection ( P d ) and the false alarm probability ( P fa ), providing ROC curves. The study group consisted of 50 patients with implantable cardioverter-defibrillator (age: 55.3 ± 16.4 ; LVEF: 42.8 ± 15.5 ), who were paced (ventricular pacing) at 100 bpm. Two-minute recordings were analyzed. The XYZ orthogonal lead system was used. The best performance was reached by using the modified matched pairs t test (in comparison with the spectral method and other reference methods).
ISSN:0140-0118
1741-0444
DOI:10.1007/s11517-015-1243-5