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Two-component somatotopic template for speech in electrocorticography Easthope, Eric
Abstract
The precise spatiotemporal organization of β (~12–35 Hz), γ (~35–70 Hz), and higher-frequency Γ (~70–140 Hz) oscillations in the sensorimotor cortex (SMC) during speech remains unclear, particularly their movement activation and inhibition roles. Using multi-session high-density electrocorticography (ECoG) from four subjects performing a consonant-vowel task, I compare SMC β, γ, and Γ bandpowers over time. Peak and SMC bandpowers are compared as energies during speech (activation) and rest (inhibition) to assess similarity and overlap. I apply principal component analysis (PCA) to identify a reduced template of β/γ/Γ activity, correlating principal components with cortical speech activity and comparing low-dimensional reconstructions to original observations.
I show somatotopic differences between SMC β/γ/Γ oscillations, observing frequency-specific changes local to distinct areas during speech. Similarity/overlap differ significantly between β and Γ (DSC ≈ 10–14%); γ shows mixed results, conditionally resembling higher or lower frequencies. PCA reveals a significant two-component speech model in β/γ/Γ. The first γ/Γ principal component spatially localizes to somatotopic speech areas during vocalization, suggesting movement activation. Simultaneously, the first β component displays larger, non-overlapping, and temporally anti-correlated activity, suggesting movement inhibition. PCA also identifies moderate-to-strong correlations between the second β and Γ components (r ≈ 0.70 ± 0.20), indicating novel β–Γ cross-frequency coupling. For all subjects, spatiotemporal reconstructions necessitate only two principal components (r ≈ 0.95; NRMSE ≈ 7%). Adding a third component makes insignificant improvements (∆r ≈ 0.01; ∆NRMSE ≈ 1%), showing negligible correlation with speech-SMC activity; explained variance and SMC information are also insignificantly improved.
My analysis identifies a spatially distinct two-component SMC speech movement template. I demonstrate the sufficiency of two components to represent speech-SMC dynamics, paralleling the dual activation-inhibition roles of β and γ/Γ. Finally, I discuss bridging observed cortical activity to emerging whole-body motor integration models, contrasting traditional views of the SMC, and I discuss the potential to detect similar templates with electroencephalography (EEG).
Item Metadata
| Title |
Two-component somatotopic template for speech in electrocorticography
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| Creator | |
| Supervisor | |
| Publisher |
University of British Columbia
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| Date Issued |
2025
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| Description |
The precise spatiotemporal organization of β (~12–35 Hz), γ (~35–70 Hz), and higher-frequency Γ (~70–140 Hz) oscillations in the sensorimotor cortex (SMC) during speech remains unclear, particularly their movement activation and inhibition roles. Using multi-session high-density electrocorticography (ECoG) from four subjects performing a consonant-vowel task, I compare SMC β, γ, and Γ bandpowers over time. Peak and SMC bandpowers are compared as energies during speech (activation) and rest (inhibition) to assess similarity and overlap. I apply principal component analysis (PCA) to identify a reduced template of β/γ/Γ activity, correlating principal components with cortical speech activity and comparing low-dimensional reconstructions to original observations.
I show somatotopic differences between SMC β/γ/Γ oscillations, observing frequency-specific changes local to distinct areas during speech. Similarity/overlap differ significantly between β and Γ (DSC ≈ 10–14%); γ shows mixed results, conditionally resembling higher or lower frequencies. PCA reveals a significant two-component speech model in β/γ/Γ. The first γ/Γ principal component spatially localizes to somatotopic speech areas during vocalization, suggesting movement activation. Simultaneously, the first β component displays larger, non-overlapping, and temporally anti-correlated activity, suggesting movement inhibition. PCA also identifies moderate-to-strong correlations between the second β and Γ components (r ≈ 0.70 ± 0.20), indicating novel β–Γ cross-frequency coupling. For all subjects, spatiotemporal reconstructions necessitate only two principal components (r ≈ 0.95; NRMSE ≈ 7%). Adding a third component makes insignificant improvements (∆r ≈ 0.01; ∆NRMSE ≈ 1%), showing negligible correlation with speech-SMC activity; explained variance and SMC information are also insignificantly improved.
My analysis identifies a spatially distinct two-component SMC speech movement template. I demonstrate the sufficiency of two components to represent speech-SMC dynamics, paralleling the dual activation-inhibition roles of β and γ/Γ. Finally, I discuss bridging observed cortical activity to emerging whole-body motor integration models, contrasting traditional views of the SMC, and I discuss the potential to detect similar templates with electroencephalography (EEG).
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| Genre | |
| Type | |
| Language |
eng
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| Date Available |
2026-01-20
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| Provider |
Vancouver : University of British Columbia Library
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| Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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| DOI |
10.14288/1.0451332
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| URI | |
| Degree (Theses) | |
| Program (Theses) | |
| Affiliation | |
| Degree Grantor |
University of British Columbia
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| Graduation Date |
2026-05
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| Campus | |
| Scholarly Level |
Graduate
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| Rights URI | |
| Aggregated Source Repository |
DSpace
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Rights
Attribution-NonCommercial-NoDerivatives 4.0 International