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评估事件相关电位研究中伪迹校正和剔除的有效性。

Evaluating the effectiveness of artifact correction and rejection in event-related potential research.

机构信息

Center for Mind & Brain, University of California-Davis, Davis, California, USA.

出版信息

Psychophysiology. 2024 May;61(5):e14511. doi: 10.1111/psyp.14511. Epub 2024 Jan 2.

Abstract

Eyeblinks and other large artifacts can create two major problems in event-related potential (ERP) research, namely confounds and increased noise. Here, we developed a method for assessing the effectiveness of artifact correction and rejection methods in minimizing these two problems. We then used this method to assess a common artifact minimization approach, in which independent component analysis (ICA) is used to correct ocular artifacts, and artifact rejection is used to reject trials with extreme values resulting from other sources (e.g., movement artifacts). This approach was applied to data from five common ERP components (P3b, N400, N170, mismatch negativity, and error-related negativity). Four common scoring methods (mean amplitude, peak amplitude, peak latency, and 50% area latency) were examined for each component. We found that eyeblinks differed systematically across experimental conditions for several of the components. We also found that artifact correction was reasonably effective at minimizing these confounds, although it did not usually eliminate them completely. In addition, we found that the rejection of trials with extreme voltage values was effective at reducing noise, with the benefits of eliminating these trials outweighing the reduced number of trials available for averaging. For researchers who are analyzing similar ERP components and participant populations, this combination of artifact correction and rejection approaches should minimize artifact-related confounds and lead to improved data quality. Researchers who are analyzing other components or participant populations can use the method developed in this study to determine which artifact minimization approaches are effective in their data.

摘要

眨眼和其他大的伪迹会在事件相关电位(ERP)研究中造成两个主要问题,即混淆和增加噪声。在这里,我们开发了一种评估伪迹校正和剔除方法在最小化这两个问题方面有效性的方法。然后,我们使用这种方法评估了一种常见的伪迹最小化方法,其中独立成分分析(ICA)用于校正眼动伪迹,而使用artifact rejection 来剔除由于其他来源(例如运动伪迹)引起的极值的试验。这种方法应用于五个常见 ERP 成分(P3b、N400、N170、失匹配负波和错误相关负波)的数据。对于每个成分,我们检查了四种常见的评分方法(平均振幅、峰值振幅、峰值潜伏期和 50%面积潜伏期)。我们发现,对于几个成分,眨眼在实验条件下系统地不同。我们还发现,尽管artifact correction 通常不能完全消除这些伪迹,但它在最小化这些混淆方面是相当有效的。此外,我们发现,剔除具有极端电压值的试验可以有效地降低噪声,剔除这些试验的好处超过了可供平均的试验数量减少。对于分析类似 ERP 成分和参与者群体的研究人员来说,这种artifact correction 和 rejection 方法的组合应该可以最小化artifact 相关的混淆,并提高数据质量。对于分析其他成分或参与者群体的研究人员来说,可以使用本研究中开发的方法来确定哪种artifact 最小化方法在其数据中有效。

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