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特定语言障碍儿童的脑复杂性与功率谱密度参数化

Brain Complexity and Parametrization of Power Spectral Density in Children with Specific Language Impairment.

作者信息

Angulo-Ruiz Brenda Y, Rodríguez-Martínez Elena I, Ruiz-Martínez Francisco J, Gómez-Treviño Ana, Muñoz Vanesa, Andalia Crespo Sheyla, Gómez Carlos M

机构信息

Human Psychobiology Laboratory, Experimental Psychology Department, University of Seville, 41018 Seville, Spain.

Unidad de Desarrollo Infantil y Atención Temprana (UDIATE) Affiliated with the Hospital Victoria Eugenia, Spanish Red Cross, 41009 Seville, Spain.

出版信息

Entropy (Basel). 2025 May 28;27(6):572. doi: 10.3390/e27060572.

Abstract

This study examined spontaneous activity in children aged 3-11 years with specific language impairment (SLI) using an electroencephalogram (EEG). We compared SLI-diagnosed children with a normo-development group (ND). The signal complexity, multiscale entropy (MSE) and parameterized power spectral density (FOOOF) were analyzed, decomposing the PSD into its aperiodic (AP, proportional to 1/fx) and periodic (P) components. The results showed increases in complexity across scales in both groups. Although the topographic distributions were similar, children with SLI exhibited an increased AP component over a broad frequency range (13-45 Hz) in the medial regions. The P component showed differences in brain activity according to the frequency and region. At 9-12 Hz, ND presented greater central-anterior activity, whereas, in SLI, this was seen for posterior-central. At 33-36 Hz, anterior activity was greater in SLI than in ND. At 37-45 Hz, SLI showed greater activity than ND, with a specific increase in the left, medial and right regions at 41-45 Hz. These findings suggest alterations in the excitatory-inhibitory balance and impaired intra- and interhemispheric connectivity, indicating difficulties in neuronal modulation possibly associated with the cognitive and linguistic characteristics of SLI.

摘要

本研究使用脑电图(EEG)对3至11岁患有特定语言障碍(SLI)的儿童的自发活动进行了检查。我们将被诊断为SLI的儿童与正常发育组(ND)进行了比较。分析了信号复杂性、多尺度熵(MSE)和参数化功率谱密度(FOOOF),将功率谱密度分解为其非周期性(AP,与1/fx成正比)和周期性(P)成分。结果显示两组在各个尺度上的复杂性均增加。尽管地形分布相似,但SLI儿童在内侧区域的广泛频率范围(13 - 45 Hz)内表现出增加的AP成分。P成分根据频率和区域显示出大脑活动的差异。在9 - 12 Hz时,ND组在前中央区域表现出更大的活动,而在SLI组中,这种活动出现在后中央区域。在33 - 36 Hz时,SLI组的前活动比ND组更大。在37 - 45 Hz时,SLI组的活动比ND组更大,在41 - 45 Hz时,左侧、内侧和右侧区域有特定增加。这些发现表明兴奋 - 抑制平衡发生改变,半球内和半球间连接受损,表明神经元调制可能存在困难,这可能与SLI的认知和语言特征有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3876/12191662/46041627c00a/entropy-27-00572-g001.jpg

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