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迈向儿童接受性语言的个体化神经评估

Toward an Individualized Neural Assessment of Receptive Language in Children.

作者信息

Petit Selene, Badcock Nicholas A, Grootswagers Tijl, Rich Anina N, Brock Jon, Nickels Lyndsey, Moerel Denise, Dermody Nadene, Yau Shu, Schmidt Elaine, Woolgar Alexandra

机构信息

Perception in Action Research Centre, Macquarie University, Sydney, New South Wales, Australia.

Department of Cognitive Science, Macquarie University, Sydney, New South Wales, Australia.

出版信息

J Speech Lang Hear Res. 2020 Jul 20;63(7):2361-2385. doi: 10.1044/2020_JSLHR-19-00313. Epub 2020 Jul 8.

Abstract

Purpose We aimed to develop a noninvasive neural test of language comprehension to use with nonspeaking children for whom standard behavioral testing is unreliable (e.g., minimally verbal autism). Our aims were threefold. First, we sought to establish the sensitivity of two auditory paradigms to elicit neural responses in individual neurotypical children. Second, we aimed to validate the use of a portable and accessible electroencephalography (EEG) system, by comparing its recordings to those of a research-grade system. Third, in light of substantial interindividual variability in individuals' neural responses, we assessed whether multivariate decoding methods could improve sensitivity. Method We tested the sensitivity of two child-friendly covert N400 paradigms. Thirty-one typically developing children listened to identical spoken words that were either strongly predicted by the preceding context or violated lexical-semantic expectations. Context was given by a cue word (Experiment 1) or sentence frame (Experiment 2), and participants either made an overall judgment on word relatedness or counted lexical-semantic violations. We measured EEG concurrently from a research-grade system, Neuroscan's SynAmps2, and an adapted gaming system, Emotiv's EPOC+. Results We found substantial interindividual variability in the timing and topology of N400-like effects. For both paradigms and EEG systems, traditional N400 effects at the expected sensors and time points were statistically significant in around 50% of individuals. Using multivariate analyses, detection rate increased to 88% of individuals for the research-grade system in the sentences paradigm, illustrating the robustness of this method in the face of interindividual variations in topography. Conclusions There was large interindividual variability in neural responses, suggesting interindividual variation in either the cognitive response to lexical-semantic violations and/or the neural substrate of that response. Around half of our neurotypical participants showed the expected N400 effect at the expected location and time points. A low-cost, accessible EEG system provided comparable data for univariate analysis but was not well suited to multivariate decoding. However, multivariate analyses with a research-grade EEG system increased our detection rate to 88% of individuals. This approach provides a strong foundation to establish a neural index of language comprehension in children with limited communication. Supplemental Material https://doi.org/10.23641/asha.12606311.

摘要

目的 我们旨在开发一种用于语言理解的非侵入性神经测试,以用于标准行为测试不可靠的非言语儿童(例如,极少言语的自闭症儿童)。我们有三个目标。首先,我们试图确定两种听觉范式在个体神经典型儿童中引发神经反应的敏感性。其次,我们旨在通过将便携式且易于使用的脑电图(EEG)系统的记录与研究级系统的记录进行比较,来验证该系统的使用。第三,鉴于个体神经反应存在很大的个体差异,我们评估了多变量解码方法是否可以提高敏感性。方法 我们测试了两种对儿童友好的隐蔽N400范式的敏感性。31名发育正常的儿童听相同的口语单词,这些单词要么被前文强烈预测,要么违反词汇语义预期。前文由一个提示词(实验1)或句子框架(实验2)给出,参与者要么对单词相关性做出总体判断,要么计算词汇语义违反情况。我们同时使用研究级系统Neuroscan公司的SynAmps2和经过改装的游戏系统Emotiv公司的EPOC+来测量脑电图。结果 我们发现类似N400效应的时间和拓扑结构存在很大的个体差异。对于两种范式和EEG系统,在预期的传感器和时间点上,传统的N400效应在大约50%的个体中具有统计学意义。使用多变量分析,在句子范式中,研究级系统对个体的检测率提高到了88%,说明了该方法在面对地形个体差异时的稳健性。结论 神经反应存在很大的个体差异,这表明在对词汇语义违反的认知反应和/或该反应的神经基础方面存在个体差异。我们大约一半的神经典型参与者在预期的位置和时间点表现出预期的N400效应。一个低成本、易于使用的EEG系统为单变量分析提供了可比的数据,但不太适合多变量解码。然而,使用研究级EEG系统进行多变量分析使我们对个体的检测率提高到了88%。这种方法为建立沟通受限儿童语言理解的神经指标提供了坚实的基础。补充材料 https://doi.org/10.23641/asha.12606311

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