Evidence map›Paper›PMID 42809182›Full record

ReviewAnnals of biomedical engineering2026

EEG Biomarkers During Upper-Limb Action Observation Therapy for Stroke Rehabilitation: A Scoping Review.

Anh T Nguyen, Michelle J Johnson

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In one paragraph

Review in Annals of biomedical engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Anh T NguyenDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, 19104, USA. tuna28ng@seas.upenn.edu.ORCID http://orcid.org/0000-0002-9794-597X
Michelle J JohnsonDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, 19104, USA.

Funding

American Heart Association 25PRE1372607
6 · The paper itself

Abstract

purposeStroke often leads to persistent upper-limb motor impairments that limit activities of daily living. Action observation (AO) therapy holds promise for priming residual motor pathways even when voluntary movement is minimal. This scoping review aimed to identify EEG-derived indicators of cortical engagement during upper-limb AO therapy after stroke, examine how these neural metrics relate to motor outcomes, and summarize methodological variability across studies.

methodsFollowing PRISMA-ScR guidelines, six databases were searched, yielding 386 records. Twenty-two studies met inclusion criteria by combining upper-limb AO paradigms with EEG outcomes and motor assessments. Data were extracted on AO task characteristics, EEG acquisition and processing, biomarker definitions, and associations with behavioral measures.

resultsAcross paradigms, sensorimotor event-related desynchronization (ERD) in the mu (8-13 Hz) and beta (13-30 Hz) bands consistently indexed activation of action observation network. Multi-week AO therapy interventions produced sustained increases in mu/beta ERD, beta-band connectivity, and fast-to-slow spectral power ratios. These neural changes frequently correlated with improvements in Fugl-Meyer Assessment scores, dexterity tests, and functional performance. Furthermore, AO-driven brain-computer interface paradigms and combined AO and motor imagery elicited robust cortical and functional gains, underscoring the potential of EEG-guided, closed-loop AO therapies.

conclusionEEG provides reproducible, temporally precise biomarkers of AO-induced cortical engagement and motor recovery in stroke rehabilitation. Nonetheless, heterogeneity in AO protocol and stimulus design hampers cross-study comparability. Future work should standardize protocols and determine reliable biomarkers for real-time AO personalized neurorehabilitation.

Indexed as

Action observation therapyEEG biomarkersElectroencephalography (EEG)Motor recoverySensorimotor event-related desynchronizationStroke rehabilitation

Identifiers

PMID42809182

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.