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Bidirectional EEG Neurofeedback of Sensorimotor Beta Oscillations Reveals Asymmetric Modulation and Strategy-Dependent Learning.

Overview

  1. School of Health Professions University of Plymouth Plymouth UK
  2. Brain Research and Imaging Centre, Faculty of Health University of Plymouth Plymouth UK
  3. School of Psychology University of Plymouth Plymouth UK
  4. DDRC Healthcare Plymouth UK
Institutions: University of Plymouth (United Kingdom)
Journal: The European journal of neuroscience, volume 64, issue 5, article e70681
Dates: received 18 May 2026; accepted 1 September 2026; published online 10 September 2026; in print September 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1111/ejn.70681 · PMID 42717838 · PMCID PMC13559495 · OpenAlex W7212136739
Open access: hybrid, a free copy (OpenAlex)
Status: code on request
Categories: EEG (modality), human (organism), systems (subfield)
Methods: Spectral & time-frequency, Preprocessing, Statistics, Connectivity
Keywords: beta rhythm, biomedical technology, brain computer interfaces, learning, neurofeedback
MeSH: Beta Rhythm*, Learning*, Neurofeedback*, Sensorimotor Cortex*, Adult, Aged, Double-Blind Method, Electroencephalography, Female, Humans, Male, Middle Aged, Young Adult (* major topic)
Topic: EEG and Brain-Computer Interfaces (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Citations: cited by 1 paper (Europe PMC); 46 references in the paper

Abstract

EEG‐based neurofeedback (ENF) may be utilised as an intervention for improvement of motor performance in Parkinson's movement impairment. This exploratory study aimed to determine the ability of healthy participants to bidirectionally modulate sensorimotor beta power using ENF in real time and examine learning trends. The protocol trained participants to increase and decrease the amplitude of their individual beta power over C3 using a double‐blind sham‐controlled and within‐subjects design. Fifteen healthy participants completed the study (mean age = 38.9, SD = 14.9, age range = 20–66; nine female and six male). Thirteen participants successfully decreased beta activity, three participants successfully increased it and two participants demonstrated bidirectional control. A Wilcoxon signed‐rank test showed that successful EEG control during real ENF was significantly higher than sham ENF when participants received the sham condition first (Z = 3.80, p < 0.001). When participants received the real condition first, the difference in success was not statistically significant (Z = 1.19, p = 0.233), indicating a transfer learning effect from real to sham sessions. ENF performance varied across ENF training based on modulation direction and cognitive variables, including mental strategy, engagement and fatigue. This study showed that initial ENF performance depends critically on how performance is defined and measured. Learning trends between real and sham conditions further suggest that early ENF performance primarily reflects strategy‐dependent, effort‐based control rather than stable neurophysiological plasticity. These findings highlight the need for a more precise framework for ENF evaluation, one that separates transient modulation, strategic learning and durable physiological adaptation.

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

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

The paper's code and data availability statement is in the Data section.

Tracing map

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Data

No dataset and no data link were found in the paper.

Data Availability Statement

Data available in a publicly accessible repository via the University of Plymouth depository Pure. Code can be made available on request.

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

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 3, 28 September 2026

  • Publisher: n/a → Wiley

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 5 authors, 5 keywords, 13 MeSH terms, 43 references.

Cite

This paper

Anil, K., Hall, S., Freeman, J. A., Marsden, J., & Ganis, G. (2026). Bidirectional EEG Neurofeedback of Sensorimotor Beta Oscillations Reveals Asymmetric Modulation and Strategy-Dependent Learning. The European journal of neuroscience, 64(5), e70681. https://doi.org/10.1111/ejn.70681

BibTeX

@article{anil2026bidirectional,
author = {Anil, Krithika and Hall, Stephen and Freeman, Jennifer A. and Marsden, Jonathan and Ganis, Giorgio},
title = {{Bidirectional EEG Neurofeedback of Sensorimotor Beta Oscillations Reveals Asymmetric Modulation and Strategy-Dependent Learning}},
journal = {The European journal of neuroscience},
year = {2026},
month = sep,
volume = {64},
number = {5},
pages = {e70681},
publisher = {Wiley},
issn = {0953-816X},
doi = {10.1111/ejn.70681},
url = {https://doi.org/10.1111/ejn.70681},
pmid = {42717838},
pmcid = {PMC13559495}
}

RIS

TY - JOUR
AU - Anil, Krithika
AU - Hall, Stephen
AU - Freeman, Jennifer A.
AU - Marsden, Jonathan
AU - Ganis, Giorgio
TI - Bidirectional EEG Neurofeedback of Sensorimotor Beta Oscillations Reveals Asymmetric Modulation and Strategy-Dependent Learning
T2 - The European journal of neuroscience
J2 - Eur J Neurosci
PY - 2026
DA - 2026/09/01
VL - 64
IS - 5
SP - e70681
SN - 0953-816X
PB - Wiley
DO - 10.1111/ejn.70681
UR - https://doi.org/10.1111/ejn.70681
LA - en
ER -

CSL-JSON

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