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Predominantly left-lateralized EEG-EMG associations following gamma-theta stimulation in older adults with mild cognitive impairment.

Overview

Authors: Runhong Yao1, Kouji Yamada2, Masahiro Kudo1, Duojin Wang3
  1. Faculty of Health Sciences, Nihon Institute of Medical Science, Irumagun, Saitama, Japan
  2. Graduate School of Health Sciences, Fujita Health University, Toyoake, Aichi, Japan
  3. Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
Journal: Frontiers in aging neuroscience, volume 18, article 1882681
Dates: received 15 May 2026; accepted 30 June 2026; published online 17 July 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.3389/fnagi.2026.1882681 · PMID 42539587 · PMCID PMC13423906 · OpenAlex W7169578879
Open access: gold, a free copy (OpenAlex)
Status: data only
Categories: EEG (modality), other (modality), human (organism), Alzheimer's / dementia (population), systems (subfield)
Methods: Spectral & time-frequency, Connectivity, Preprocessing, Evoked potentials, Physiology & signal measures
Keywords: aging neuroscience, EEG–EMG coupling, functional connectivity, gamma–theta stimulation, mild cognitive impairment, neural oscillations, neuromodulation, trunk muscles
Topic: Balance, Gait, and Falls Prevention (Physical Therapy, Sports Therapy and Rehabilitation, Health Professions), according to OpenAlex
Citations: not cited yet (Europe PMC); 56 references in the paper

Abstract

Introduction: Mild cognitive impairment (MCI) is frequently accompanied by impairments in postural control and trunk muscle function. Although gamma–theta rhythmic stimulation has been reported to modulate neural oscillatory activity, its influence on brain–muscle interactions in individuals with MCI remains poorly understood. This exploratory pilot study investigated whether changes in EEG connectivity following gamma–theta stimulation were associated with alterations in trunk muscle electromyographic (EMG) activity in older adults with MCI.

Methods: Nine older adults with MCI underwent two separate 10-min sessions of combined 40 Hz visual flicker and theta-frequency mechanical stimulation. Resting-state EEG and trunk muscle EMG were assessed before and after stimulation. EEG connectivity changes were calculated using Spearman correlations between predefined electrode pairs. Supplementary analyses using phase-lag index (PLI) and imaginary coherence (iCoh) were performed to address potential volume conduction effects. EMG activity was recorded bilaterally from the multifidus and lumbar paraspinal muscles during trunk extension tasks. Correlation analyses examined associations between EEG connectivity changes and EMG changes in RMS amplitude, mean frequency, and spectral power measures.

Results: Although no predefined EEG connectivity pair demonstrated significant group-level change following stimulation, several EEG connectivity change scores were significantly associated with concurrent EMG changes. The most robust associations involved left multifidus activity: FC5–F3 connectivity changes were associated with left multifidus RMS amplitude (ρ = +0.800, p = 0.010), and T7–T8 connectivity changes were associated with left multifidus mid-frequency spectral power (ρ = −0.800, p = 0.010). Leave-one-out sensitivity analyses indicated that both associations remained statistically significant in all nine subsets. Supplementary phase-based connectivity analyses provided limited convergent support for the primary findings. Although several contralateral EEG–EMG associations were identified, the overall pattern was characterized by a predominance of ipsilateral associations.

Discussion: These findings suggest that gamma–theta stimulation may influence coordinated brain–muscle responses in older adults with MCI, with a predominance of left-hemisphere EEG–EMG associations indicating relative hemispheric predominance rather than strict hemispheric exclusivity. Associations involving broader measures of muscle activation and spectral distribution were more robust than those involving specific spectral indices. Given the small sample size, absence of sham control, non-simultaneous EEG–EMG recording, and exploratory statistical approach, these findings should be interpreted as hypothesis-generating and require confirmation in larger controlled studies.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

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Data

Datasets cited

Data availability statement

The datasets presented in this study can be found in online repositories. The data are available at: Yao, Runhong (2026), ‘Hemisphere-specific EEG–EMG associations following gamma–theta stimulation in mild cognitive impairment,’ Mendeley Data, V1, doi: https://doi.org/10.17632/8zp3gdmvmk.1.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

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Version 2, 28 September 2026

  • Funding: added Nakatomi Foundation: 20221170; Japan Society for the Promotion of Science

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 4 authors, 8 keywords, 53 references.

Cite

This paper

Yao, R., Yamada, K., Kudo, M., & Wang, D. (2026). Predominantly left-lateralized EEG-EMG associations following gamma-theta stimulation in older adults with mild cognitive impairment. Frontiers in aging neuroscience, 18, 1882681. https://doi.org/10.3389/fnagi.2026.1882681

BibTeX

@article{yao2026predominantly,
author = {Yao, Runhong and Yamada, Kouji and Kudo, Masahiro and Wang, Duojin},
title = {{Predominantly left-lateralized EEG-EMG associations following gamma-theta stimulation in older adults with mild cognitive impairment}},
journal = {Frontiers in aging neuroscience},
year = {2026},
month = jul,
volume = {18},
pages = {1882681},
publisher = {Frontiers Media SA},
issn = {1663-4365},
doi = {10.3389/fnagi.2026.1882681},
url = {https://doi.org/10.3389/fnagi.2026.1882681},
pmid = {42539587},
pmcid = {PMC13423906}
}

RIS

TY - JOUR
AU - Yao, Runhong
AU - Yamada, Kouji
AU - Kudo, Masahiro
AU - Wang, Duojin
TI - Predominantly left-lateralized EEG-EMG associations following gamma-theta stimulation in older adults with mild cognitive impairment
T2 - Frontiers in aging neuroscience
J2 - Front Aging Neurosci
PY - 2026
DA - 2026/07/17
VL - 18
SP - 1882681
SN - 1663-4365
PB - Frontiers Media SA
DO - 10.3389/fnagi.2026.1882681
UR - https://doi.org/10.3389/fnagi.2026.1882681
LA - en
ER -

CSL-JSON

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