Brain Complexity and Parametrization of Power Spectral Density in Children with Specific Language Impairment
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.
Authors
- Vanesa Muñoz (ORCID: https://orcid.org/0000-0002-7434-8793)
- Brenda Y. Angulo-Ruíz (ORCID: https://orcid.org/0000-0002-3527-2714)
- Elena I. Rodríguez‐Martínez (ORCID: https://orcid.org/0000-0001-6082-1298)
- Francisco J. Ruiz‐Martínez (ORCID: https://orcid.org/0000-0002-4602-4767)
- Carlos M. Gómez (ORCID: https://orcid.org/0000-0001-6399-5066)
- Ana Gómez-Treviño
- Sheyla Andalia Crespo
Institutions
- Universidad de Sevilla (ES)
Publication Details
- Journal
- Entropy
- Published
- 2025-05-28
- DOI
- https://doi.org/10.3390/e27060572
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Agencia Estatal de Investigación