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脑电图测量的电极间相关性可预测认知能力的个体差异。

Inter-electrode correlations measured with EEG predict individual differences in cognitive ability.

机构信息

Department of Psychology, University of Chicago, Chicago, IL 60637, USA; Institute for Mind and Biology, University of Chicago, Chicago, IL 60637, USA.

Department of Psychology, University of Chicago, Chicago, IL 60637, USA; Institute for Mind and Biology, University of Chicago, Chicago, IL 60637, USA; Neuroscience Institute, University of Chicago, Chicago, IL 60637, USA.

出版信息

Curr Biol. 2021 Nov 22;31(22):4998-5008.e6. doi: 10.1016/j.cub.2021.09.036. Epub 2021 Oct 11.

Abstract

Human brains share a broadly similar functional organization with consequential individual variation. This duality in brain function has primarily been observed when using techniques that consider the spatial organization of the brain, such as MRI. Here, we ask whether these common and unique signals of cognition are also present in temporally sensitive but spatially insensitive neural signals. To address this question, we compiled electroencephalogram (EEG) data from individuals of both sexes while they performed multiple working memory tasks at two different data-collection sites (n = 171 and 165). Results revealed that trial-averaged EEG activity exhibited inter-electrode correlations that were stable within individuals and unique across individuals. Furthermore, models based on these inter-electrode correlations generalized across datasets to predict participants' working memory capacity and general fluid intelligence. Thus, inter-electrode correlation patterns measured with EEG provide a signature of working memory and fluid intelligence in humans and a new framework for characterizing individual differences in cognitive abilities.

摘要

人类大脑在功能组织上具有广泛的相似性,但也存在个体差异。这种大脑功能的双重性主要是在用考虑大脑空间组织的技术(如 MRI)时观察到的。在这里,我们想知道这些认知的共同和独特信号是否也存在于对时间敏感但对空间不敏感的神经信号中。为了解决这个问题,我们在两个不同的数据采集地点(n=171 和 165)收集了个体的脑电图(EEG)数据,这些个体在执行多项工作记忆任务时进行了采集。结果表明,平均试验的脑电图活动在个体内部表现出稳定的电极间相关性,并且在个体之间是独特的。此外,基于这些电极间相关性的模型可以在数据集之间推广,以预测参与者的工作记忆能力和一般流体智力。因此,用脑电图测量的电极间相关模式为人类的工作记忆和流体智力提供了一个特征,并为描述认知能力的个体差异提供了一个新的框架。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee2b/8612967/0417a0496eda/nihms-1742624-f0001.jpg

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