Department of Psychology, Neuroscience & Behaviour, McMaster University, 1280 Main Street West, Hamilton, ON, Canada.
Clin Neurophysiol. 2011 Jan;122(1):43-51. doi: 10.1016/j.clinph.2010.04.036. Epub 2010 Jun 30.
EEG recording is useful for neurological and cognitive assessment, but acquiring reliable data in infants and special populations has the challenges of limited recording time, high-amplitude background activity, and movement-related artifacts. This study objectively evaluated our previously proposed ERP analysis techniques.
We compared three artifact removal techniques: Conventional Trial Rejection (CTR), Independent Channel Rejection (ICR; He et al., 2007), and Artifact Blocking (AB; Mourad et al., 2007). We embedded a synthesized auditory ERP signal into real EEG activity recorded from 4-month-old infants. We then compared the ability of the three techniques to extract that signal from the noise.
Examination of correlation coefficients, variance in the gain across sensors, and residual power revealed that ICR and AB were significantly more successful than CTR at accurately extracting the signal. Overall performance of ICR and AB was comparable, although the AB algorithm introduced less spatial distortion than ICR.
ICR and AB are improvements over CTR in cases where the signal-to-noise ratio is low.
Both ICR and AB are improvements over standard techniques. AB can be applied to both continuous and epoched EEG.
脑电图记录在神经学和认知评估中很有用,但在婴儿和特殊人群中获取可靠的数据具有记录时间有限、高振幅背景活动和与运动相关的伪影等挑战。本研究客观评估了我们之前提出的 ERP 分析技术。
我们比较了三种去除伪影技术:常规试验拒绝(CTR)、独立通道拒绝(ICR;He 等人,2007 年)和伪影阻塞(AB;Mourad 等人,2007 年)。我们将合成的听觉 ERP 信号嵌入到从 4 个月大的婴儿记录的真实 EEG 活动中。然后,我们比较了这三种技术从噪声中提取该信号的能力。
通过检查相关系数、传感器增益的方差和剩余功率,发现 ICR 和 AB 比 CTR 更成功地准确提取信号。尽管 AB 算法比 ICR 引入的空间失真更小,但 ICR 和 AB 的整体性能相当。
在信噪比低的情况下,ICR 和 AB 优于 CTR。
ICR 和 AB 均优于标准技术。AB 可应用于连续和分段 EEG。