Meste O, Janusek D, Karczmarewicz S, Przybylski A, Kania M, Maciag A, Maniewski R
Laboratoire I3S UNS-CNRS UMR7172, Université de Nice-Sophia Antipolis, 2000 route des lucioles Les Algorithmes - bt. Euclide B, CS 40121, 06903, Sophia Antipolis Cedex, France,
Med Biol Eng Comput. 2015 Apr;53(4):361-70. doi: 10.1007/s11517-015-1243-5. Epub 2015 Feb 3.
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 ([Formula: see text]) and the false alarm probability ([Formula: see text]), providing ROC curves. The study group consisted of 50 patients with implantable cardioverter-defibrillator (age: [Formula: see text]; LVEF: [Formula: see text]), 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).
针对T波电交替(TWA)检测,提出了新的统计和频谱检测器,即改进的配对t检验、扩展频谱法和改进频谱法,以增强对趋势和单频干扰的鲁棒性。在模拟框架内,将它们与经典检测器(如配对t检验、非配对t检验、频谱法、广义似然比检验和估计的TWA幅度)进行比较,并应用于实际数据。通过全蒙特卡罗模拟选择最佳检测阈值,在该模拟中,有或无交替发作的信号被不同功率的高斯噪声和不同频率的单频干扰所干扰。选择噪声和频率的所有组合并重复500次,以计算检测概率([公式:见正文])和误报概率([公式:见正文]),从而提供ROC曲线。研究组由50名植入式心脏复律除颤器患者组成(年龄:[公式:见正文];左心室射血分数:[公式:见正文]),以100次/分钟的频率进行心室起搏。对两分钟的记录进行分析。使用XYZ正交导联系统。使用改进的配对t检验(与频谱法和其他参考方法相比)可达到最佳性能。