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通过相位整流信号平均法从单导联心电图检测癫痫发作。

Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging.

作者信息

Varon Carolina, Caicedo Alexander, Jansen Katrien, Lagae Lieven, Van Huffel Sabine

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:3789-90. doi: 10.1109/EMBC.2014.6944448.

DOI:10.1109/EMBC.2014.6944448
PMID:25570816
Abstract

Epileptic seizures have a clear effect on the regulatory mechanisms of the autonomic nervous system, especially on the cardiac and respiratory controls. Changes in heart rate and respiration are well known to occur around the onset of the seizure. This paper studies the ECG signals recorded from patients suffering from epilepsy, whose ages ranged from 3 to 48 years. Both focal and generalized seizures are considered. Changes in cardiorespiratory control and coupling, are assessed using phase rectified signal averaging (PRSA), which is a technique that finds quasi-periodicities in noisy and non-stationary signals. A positive predictive value (PPV) of 86.21% with sensitivity of 100% was obtained for focal seizures, and a PPV of 84.3% with 93.1% sensitivity for generalized seizures.

摘要

癫痫发作对自主神经系统的调节机制有明显影响,尤其是对心脏和呼吸控制方面。众所周知,在癫痫发作开始时会出现心率和呼吸的变化。本文研究了年龄在3至48岁之间的癫痫患者记录的心电图信号。研究考虑了局灶性发作和全身性发作。使用相位整流信号平均法(PRSA)评估心肺控制和耦合的变化,PRSA是一种在噪声和非平稳信号中寻找准周期性的技术。局灶性发作的阳性预测值(PPV)为86.21%,敏感性为100%;全身性发作的PPV为84.3%,敏感性为93.1%。

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引用本文的文献

1
Seizure detection: do current devices work? And when can they be useful?癫痫发作检测:现有设备是否有效?何时有用?
Curr Neurol Neurosci Rep. 2018 May 23;18(7):40. doi: 10.1007/s11910-018-0849-z.
2
Early Seizure Detection Based on Cardiac Autonomic Regulation Dynamics.基于心脏自主调节动力学的早期癫痫发作检测
Front Physiol. 2017 Oct 5;8:765. doi: 10.3389/fphys.2017.00765. eCollection 2017.