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Removal of Cardiopulmonary Resuscitation Artifacts with an Enhanced Adaptive Filtering Method: An Experimental Trial

机译:用增强的自适应滤波方法去除心肺复苏人工制品:一项实验性试验

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摘要

Current automated external defibrillators mandate interruptions of chest compression to avoid the effect of artifacts produced by CPR for reliable rhythm analyses. But even seconds of interruption of chest compression during CPR adversely affects the rate of restoration of spontaneous circulation and survival. Numerous digital signal processing techniques have been developed to remove the artifacts or interpret the corrupted ECG with promising result, but the performance is still inadequate, especially for nonshockable rhythms. In the present study, we suppressed the CPR artifacts with an enhanced adaptive filtering method. The performance of the method was evaluated by comparing the sensitivity and specificity for shockable rhythm detection before and after filtering the CPR corrupted ECG signals. The dataset comprised 283 segments of shockable and 280 segments of nonshockable ECG signals during CPR recorded from 22 adult pigs that experienced prolonged cardiac arrest. For the unfiltered signals, the sensitivity and specificity were 99.3% and 46.8%, respectively. After filtering, a sensitivity of 93.3% and a specificity of 96.0% were achieved. This animal trial demonstrated that the enhanced adaptive filtering method could significantly improve the detection of nonshockable rhythms without compromising the ability to detect a shockable rhythm during uninterrupted CPR.
机译:当前的自动体外除纤颤器要求中断胸部按压,以避免心肺复苏术产生的伪影的影响,从而进行可靠的心律分析。但是即使在心肺复苏过程中中断胸部按压几秒钟,也会对自然循环和存活率的恢复产生不利影响。已经开发了许多数字信号处理技术来去除伪像或解释损坏的ECG并取得了可喜的结果,但是性能仍然不足,尤其是对于不可电击的节奏。在本研究中,我们使用增强的自适应滤波方法抑制了CPR伪影。通过比较在过滤CPR损坏的ECG信号之前和之后可电击节奏检测的灵敏度和特异性,评估了该方法的性能。该数据集包括CPR期间记录的283段可电击的心电信号段和280段不可电击的心电信号段,这些心电图信号来自22头经历了长时间心脏骤停的成年猪。对于未过滤的信号,灵敏度和特异性分别为99.3%和46.8%。过滤后,灵敏度为93.3%,特异性为96.0%。这项动物试验表明,增强的自适应滤波方法可以显着改善不可电击心律的检测,而不会损害在不间断CPR期间检测可电击心律的能力。

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