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首页> 外文期刊>Nonlinear dynamics, psychology and life sciences >Separation of Heart Rate Variability Components of the Autonomic Nervous System by Utilizing Principal Dynamic Modes
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Separation of Heart Rate Variability Components of the Autonomic Nervous System by Utilizing Principal Dynamic Modes

机译:利用主要动态模式分离自主神经系统的心率变异性成分

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This work introduces a modified Principal Dynamic Modes (PDM) methodology using eigenvalue/eigenvector analysis to separate individual components of the sympathetic and parasympathetic nervous contributions to heart rate variability. We have modified the PDM technique to be used with even a single output signal of heart rate variability data, whereas the original PDMs required both input and output data. This method specifically accounts for the inherent nonlinear dynamics of heart rate control, which the current method of power spectrum density (PSD) is unable to do. Propranolol and atropine were administered to normal human volunteers intravenously to inhibit the sympathetic and parasympathetic activities, respectively. With separate applications of the respective drugs, we found a significant decrease in the amplitude of the waveforms that correspond to each nervous activity. Furthermore, we observed near complete elimination of these dynamics when both drugs were given to the subjects. Comparison of our method to the conventional low/high frequency ratio of PSD shows that PDM methodology provides much more accurate assessment of the autonomic nervous balance by separation of individual components of the autonomic nervous activities. The PDM methodology is expected to have an added benefit that diagnosis and prognostication of a patient's health can be determined simply via a non-invasive electrocardiogram.
机译:这项工作介绍了一种改进的主要动态模式(PDM)方法,该方法使用特征值/特征向量分析来分离交感神经和副交感神经对心率变异性的贡献的各个组成部分。我们已经修改了PDM技术,甚至可以将其用于心率变异性数据的单个输出信号,而原始PDM需要输入和输出数据。这种方法专门解决了心率控制固有的非线性动力学问题,而当前的功率谱密度(PSD)方法无法做到这一点。向正常人类志愿者静脉注射普萘洛尔和阿托品,以分别抑制交感和副交感神经活动。通过分别使用各种药物,我们发现与每种神经活动相对应的波形幅度显着下降。此外,当两种药物都给予受试者时,我们观察到这些动力学几乎完全消除。我们的方法与传统的PSD低频/高频比的比较表明,PDM方法通过分离自主神经活动的各个组成部分,可以更准确地评估自主神经平衡。 PDM方法有望带来额外的好处,即可以通过无创心电图简单地确定患者健康状况的诊断和预后。

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