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Transcranial Magnetic Stimulation Facilitates Neural Speech Decoding.

作者信息

Comstock Lindy, Carvalho Vinícius Rezende, Lainscsek Claudia, Fallah Aria, Sejnowski Terrence J

机构信息

Department of Psychiatry & Biobehavioral Sciences, UCLA, Los Angeles, CA 90095, USA.

Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA 90095, USA.

出版信息

Brain Sci. 2024 Sep 2;14(9):895. doi: 10.3390/brainsci14090895.


DOI:10.3390/brainsci14090895
PMID:39335391
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11430724/
Abstract

Transcranial magnetic stimulation (TMS) has been widely used to study the mechanisms that underlie motor output. Yet, the extent to which TMS acts upon the cortical neurons implicated in volitional motor commands and the focal limitations of TMS remain subject to debate. Previous research links TMS to improved subject performance in behavioral tasks, including a bias in phoneme discrimination. Our study replicates this result, which implies a causal relationship between electro-magnetic stimulation and psychomotor activity, and tests whether TMS-facilitated psychomotor activity recorded via electroencephalography (EEG) may thus serve as a superior input for neural decoding. First, we illustrate that site-specific TMS elicits a double dissociation in discrimination ability for two phoneme categories. Next, we perform a classification analysis on the EEG signals recorded during TMS and find a dissociation between the stimulation site and decoding accuracy that parallels the behavioral results. We observe weak to moderate evidence for the alternative hypothesis in a Bayesian analysis of group means, with more robust results upon stimulation to a brain region governing multiple phoneme features. Overall, task accuracy was a significant predictor of decoding accuracy for phoneme categories (F(1,135) = 11.51, < 0.0009) and individual phonemes (F(1,119) = 13.56, < 0.0003), providing new evidence for a causal link between TMS, neural function, and behavior.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/dbb38bfbe5ec/brainsci-14-00895-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/9f9d7446c068/brainsci-14-00895-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/bd9385e9aaa8/brainsci-14-00895-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/1e0f039f464f/brainsci-14-00895-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/df58d85f6335/brainsci-14-00895-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/772df3e14f19/brainsci-14-00895-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/dbb38bfbe5ec/brainsci-14-00895-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/9f9d7446c068/brainsci-14-00895-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/bd9385e9aaa8/brainsci-14-00895-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/1e0f039f464f/brainsci-14-00895-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/df58d85f6335/brainsci-14-00895-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/772df3e14f19/brainsci-14-00895-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/780e/11430724/dbb38bfbe5ec/brainsci-14-00895-g006.jpg

相似文献

[1]
Transcranial Magnetic Stimulation Facilitates Neural Speech Decoding.

Brain Sci. 2024-9-2

[2]
The selective role of premotor cortex in speech perception: a contribution to phoneme judgements but not speech comprehension.

J Cogn Neurosci. 2013-12

[3]
The non-transcranial TMS-evoked potential is an inherent source of ambiguity in TMS-EEG studies.

Neuroimage. 2018-10-19

[4]
Pinging the brain with transcranial magnetic stimulation reveals cortical reactivity in time and space.

Brain Stimul. 2021

[5]
Effective Phoneme Decoding With Hyperbolic Neural Networks for High-Performance Speech BCIs.

IEEE Trans Neural Syst Rehabil Eng. 2024

[6]
Asymmetry of Auditory-Motor Speech Processing is Determined by Language Experience.

J Neurosci. 2021-2-3

[7]
Dissociation of Centrally and Peripherally Induced Transcranial Magnetic Stimulation Effects in Nonhuman Primates.

J Neurosci. 2023-12-13

[8]
Alertness fluctuations when performing a task modulate cortical evoked responses to transcranial magnetic stimulation.

Neuroimage. 2020-12

[9]
Examining and Modulating Neural Circuits in Psychiatric Disorders With Transcranial Magnetic Stimulation and Electroencephalography: Present Practices and Future Developments.

Am J Psychiatry. 2021-5-1

[10]
Phase of sensorimotor μ-oscillation modulates cortical responses to transcranial magnetic stimulation of the human motor cortex.

J Physiol. 2019-11-2

引用本文的文献

[1]
An open-access EEG dataset for speech decoding: Exploring the role of articulation and coarticulation.

Sci Data. 2025-6-17

本文引用的文献

[1]
Brain-Computer Interface: Applications to Speech Decoding and Synthesis to Augment Communication.

Neurotherapeutics. 2022-1

[2]
TMS with fast and accurate electronic control: Measuring the orientation sensitivity of corticomotor pathways.

Brain Stimul. 2022

[3]
Bayesian Analysis Reporting Guidelines.

Nat Hum Behav. 2021-10

[4]
Large-scale analysis of interindividual variability in single and paired-pulse TMS data.

Clin Neurophysiol. 2021-10

[5]
New relevance and significance measures to replace p-values.

PLoS One. 2021

[6]
Safety and recommendations for TMS use in healthy subjects and patient populations, with updates on training, ethical and regulatory issues: Expert Guidelines.

Clin Neurophysiol. 2021-1

[7]
Disentangling EEG responses to TMS due to cortical and peripheral activations.

Brain Stimul. 2021

[8]
Transcranial magnetic stimulation: Neurophysiological and clinical applications.

Handb Clin Neurol. 2019

[9]
Distilling the essence of TMS-evoked EEG potentials (TEPs): A call for securing mechanistic specificity and experimental rigor.

Brain Stimul. 2019

[10]
Nonlinear dynamics underlying sensory processing dysfunction in schizophrenia.

Proc Natl Acad Sci U S A. 2019-2-11

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