bioRxivNeurosciencePreprint
Atypical cortical encoding of the low-frequency temporal dynamics of natural speech identifies children with Developmental Language Disorder
Xuanci ZhengiD, João AraújoiD, Mahmoud KeshavarziiD, Georgia FelthamiD, Susan Richards, Lyla Parvez, Usha GoswamiiD
Abstract
Developmental Language Disorder (DLD) is a neurodevelopmental condition that causes significant difficulties in understanding and using spoken language. Here we use electroencephalography (EEG) recorded during natural speech listening with 9-year-old children to identify dynamic neural processing patterns that characterize children with DLD compared to typically-developing age-matched controls. We applied Principal Components Analysis (PCA) to identify spatial ensembles of channels that represented distinct (uncorrelated) sources of cortical activity, and explored phase-amplitude coupling (PAC) between delta (0.5-4 Hz), theta (4-8 Hz) and low-gamma (25-40 Hz) oscillations. We then isolated EEG common spatial patterns (CSP) that identified children with DLD. The PAC analyses identified the delta band as a key source of group differences, and only delta-low gamma PAC differed significantly between participant groups. The CSP analyses also identified the delta band as a key mechanistic source of group differences. The findings are suggestive of distinct atypical low-frequency neural dynamics during speech encoding for children with DLD, which could be targeted by novel interventions.
- organism: human
- assay: electronic health records
- research focus: differential expression
- approach: statistical model
- Citations
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