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使用独立成分分析从同步的胃肌电图/胃电活动记录中分离胃电控制活动。

Separation of gastric electrical control activity from simultaneous MGG/EGG recordings using independent component analysis.

作者信息

Irimia Andrie, Gallucci Michael R, Richards William O, Bradshaw L Alan

机构信息

Dept. of Phys. & Astron., Vanderbilt Univ., Nashville, TN 37235-1807, USA.

出版信息

Conf Proc IEEE Eng Med Biol Soc. 2006;2006:3110-3. doi: 10.1109/IEMBS.2006.259699.

Abstract

Spatiotemporal parameters of gastric electrical control activity such as its amplitude, direction and propagation velocity are physiological parameters of distinctive clinical interest due to their potential use for differentiating between the healthy and diseased states of the human stomach. Whereas their time evolution is relatively well behaved in the case of healthy subjects, significant deviations from normal have been observed in patients suffering from a number of gastric diseases such as gastroparesis and gastropathy. For this reason, monitoring ECA parameters noninvasively may offer a useful test for the presence of such diseases whose diagnosis remains problematic. Here, we describe a method for computing ECA direction and orientation from simultaneous, noninvasive magnetogastrographic (MGG) and electrogastrographic (EGG) recordings. We demonstrate how independent component analysis and standard frequency analysis methods can be used to predict the locations and orientations of gastric current dipoles from MGG/EGG data. We compare our MGG-based dipole parameters to analogous ones obtained from simultaneous EGG recordings within the experimental framework of a human model. We find that magnetic recordings are superior in their ability to portray the underlying physiology of the stomach.

摘要

胃电控制活动的时空参数,如振幅、方向和传播速度,因其在区分人类胃的健康和疾病状态方面的潜在用途,而成为具有独特临床意义的生理参数。在健康受试者中,其随时间的变化相对规律,但在患有多种胃部疾病(如胃轻瘫和胃病)的患者中,已观察到与正常情况有显著偏差。因此,无创监测ECA参数可能为诊断仍存在问题的此类疾病提供一种有用的检测方法。在此,我们描述了一种从同步的无创磁胃图(MGG)和胃电图(EGG)记录中计算ECA方向和取向的方法。我们展示了如何使用独立成分分析和标准频率分析方法从MGG/EGG数据预测胃电流偶极子的位置和取向。在人体模型的实验框架内,我们将基于MGG的偶极子参数与从同步EGG记录中获得的类似参数进行比较。我们发现磁记录在描绘胃的潜在生理状况方面更具优势。

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