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独立成分分析去除电诱发复合动作电位伪迹:技术验证。

Electrically evoked compound action potential artifact rejection by independent component analysis: technique validation.

机构信息

School of Psychological Sciences, Faculty of Medical and Human Sciences, The University of Manchester, Manchester M13 9PL, UK.

出版信息

Hear Res. 2013 Aug;302:60-73. doi: 10.1016/j.heares.2013.04.005. Epub 2013 Apr 28.

Abstract

The electrically-evoked compound action potential (ECAP) is the synchronous whole auditory nerve activity in response to an electrical stimulus, and can be recorded in situ on cochlear implant (CI) electrodes. A novel procedure (ECAP-ICA) to isolate the ECAP from the stimulation artifact, based on independent component analysis (ICA), is described here. ECAPs with artifact (raw-ECAPs) were sequentially recorded for the same stimulus on 9 different intracochlear recording electrodes. The raw-ECAPs were fed to ICA, which separated them into independent sources. Restricting the ICA projection to 4 independent components did not induce under-fitting and was found to explain most of the raw-data variance. The sources were identified and only the source corresponding to the neural response was retained for artifact-free ECAP reconstruction. The validity of the ECAP-ICA procedure was supported as follows: N1 and P1 peaks occurred at usual latencies; and ECAP-ICA and artifact amplitude-growth functions (AGFs) had different slopes. Concatenation of raw-ECAPs from multiple stimulus currents, including some below the ECAP-ICA threshold, improved the source separation process. The main advantage of ECAP-ICA is that use of maskers or alternating polarity stimulation are not needed.

摘要

电诱发复合动作电位(ECAP)是对电刺激的同步全听神经活动,可以在耳蜗植入物(CI)电极上原位记录。本文介绍了一种基于独立成分分析(ICA)的从刺激伪迹中分离 ECAP 的新方法(ECAP-ICA)。对 9 个不同的耳蜗内记录电极上相同刺激的带伪迹的 ECAP(raw-ECAP)进行了顺序记录。将 raw-ECAP 输入 ICA,ICA 将它们分为独立的源。限制 ICA 投影到 4 个独立分量不会导致欠拟合,并发现它解释了大部分原始数据的方差。确定了源,并且仅保留对应于神经响应的源以进行无伪迹的 ECAP 重建。以下方法支持 ECAP-ICA 过程的有效性:N1 和 P1 峰出现在通常的潜伏期;并且 ECAP-ICA 和伪迹幅度增长函数(AGF)具有不同的斜率。将来自多个刺激电流的 raw-ECAP 串联,包括低于 ECAP-ICA 阈值的电流,可改善源分离过程。ECAP-ICA 的主要优点是不需要使用掩蔽器或交替极性刺激。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6630/3709093/6ab88c3541fe/fx1.jpg

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