The importance of decomposing periodic and aperiodic EEG signals for assessment of brain function in a global context

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Teresa Del Bianco, Rianne Haartsen, Luke Mason, Virginia Carter Leno, Cilla Springer, Mandy Potter, Wendy Mackay, Petrusa Smit, Carlie Du Plessis, Lucy Brink, Mark H. Johnson, Declan Murphy, Eva Loth, Hein Odendaal, Emily J. H. Jones
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Abstract

Measures of early neuro-cognitive development that are suitable for use in low-resource settings are needed to enable studies of the effects of early adversity on the developing brain in a global context. These measures should have high acquisition rates and good face and construct validity. Here, we investigated the feasibility of a naturalistic electroencephalography (EEG) paradigm in a low-resource context during childhood. Additionally, we examined the sensitivity of periodic and aperiodic EEG metrics to social and non-social stimuli. We recorded simultaneous 20-channel EEG and eye-tracking in 72 children aged 4–12 years (45 females) while they watched videos of women singing nursery rhymes and moving toys, selected to represent familiar childhood experiences. These measures were part of a feasibility study that assessed the feasibility and acceptability of a follow-up data collection of the South African Safe Passage Study, which tracks environmental adversity and brain and cognitive development from before birth up until childhood. We examined whether data quantity and quality varied with child characteristics and the sensitivity of varying EEG metrics (canonical band power in the theta and alpha band and periodic and aperiodic features of the power spectra). We found that children who completed the EEG and eye-tracking assessment were, in general, representative of the full cohort. Data quantity was higher in children with greater visual attention to the stimuli. Out of the tested EEG metrics, periodic measures in the theta frequency range were most sensitive to condition differences, compared to alpha range measures and canonical and aperiodic EEG measures. Our results show that measuring EEG during ecologically valid social and non-social stimuli is feasible in low-resource settings, is feasible for most children, and produces robust indices of social brain function. This work provides preliminary support for testing longitudinal links between social brain function, environmental factors, and emerging behaviors.

Abstract Image

分解周期性和非周期性脑电信号对全面评估大脑功能的重要性。
需要有适合在低资源环境下使用的早期神经认知发展测量方法,以便在全球范围内研究早期逆境对大脑发育的影响。这些测量指标应具有较高的获取率、良好的表面效度和建构效度。在此,我们研究了在资源匮乏的环境中使用自然脑电图(EEG)范例的可行性。此外,我们还研究了周期性和非周期性脑电图指标对社交和非社交刺激的敏感性。我们同时记录了 72 名 4-12 岁儿童(45 名女性)的 20 通道脑电图和眼动追踪,当时他们正在观看妇女唱童谣和移动玩具的视频,这些视频被选来代表熟悉的童年经历。这些措施是可行性研究的一部分,该研究评估了南非安全通道研究后续数据收集的可行性和可接受性。我们研究了数据的数量和质量是否随儿童特征和不同脑电图指标(θ 和 α 波段的典型波段功率以及功率频谱的周期性和非周期性特征)的敏感性而变化。我们发现,完成脑电图和眼动追踪评估的儿童一般都能代表整个群体。对刺激物视觉注意力更集中的儿童的数据量更高。在测试的脑电图指标中,θ 频率范围内的周期性测量对条件差异最为敏感,而α 范围内的测量以及标准和非周期性脑电图测量则不敏感。我们的研究结果表明,在生态学上有效的社交和非社交刺激期间测量脑电图在资源匮乏的环境中是可行的,对大多数儿童来说也是可行的,而且能产生可靠的社交大脑功能指数。这项工作为测试社交脑功能、环境因素和新兴行为之间的纵向联系提供了初步支持。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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