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 |
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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). |
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ISSN: | 0140-0118 1741-0444 |
DOI: | 10.1007/s11517-015-1243-5 |