Evidence map›Paper›PMID 42035123›Full record

SynthesisJournal of neuroengineering and rehabilitation2026

Comparative efficacy of motor imagery augmented with central non-invasive brain stimulation versus peripheral electrical stimulation for upper extremity rehabilitation post-stroke: a systematic review and network meta-analysis.

Lei Xi, Qian Liu, Hui Li, Wei Li, Dingwei He, Liqing Yao, Xue Yang

Abstract readComparative StudyNetwork Meta-AnalysisSystematic Review
In one paragraph

Synthesis in Journal of neuroengineering and rehabilitation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

7 authors.

Lei Xi *Department of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China.
Qian Liu *Department of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China.
Hui LiDepartment of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China.
Wei LiDepartment of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China.
Dingwei HeDepartment of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China.
Liqing YaoDepartment of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China. yaoliqing98731@163.com.
Xue YangDepartment of Rehabilitation Medicine, The Second Affiliated Hospital of Kunming Medical University, Kunming, 650000, China. yangxuebetty@163.com.

Funding

Application and Innovative Research of Balneotherapy in Chronic Disease Management 202402AA310058Doctoral research project of the Second Affiliated Hospital of Kunming Medical University 2023BS01Investigating the Impact of iTBS on the HPA Axis in Stroke Patients via Stimulation of Different Brain Regions Using Resting-State EEG 2025KFZD006Investigating the Modulation of Negative Emotions by the Deep Cerebellar Nuclei-Hippocampal Neural Circuit Using Transcranial Magnetic Stimulation 202501AY070001-185Jiajie Expert Workstation of Yunnan Province 2019IC034National Key Research and Development Program of China 2018YFC2002301National Natural Science Foundation of China 82560452Rehabilitation Clinical Medical Centre of Yunnan Province zx2019-04-02Research and Development of Integrated Chinese and Western Medicine Rehabilitation Technology and Multi-modal Monitoring System for movement Disorders 2022YFC2009700Science and Technology Talent and Platform Program (Academician and Expert Workstation) 202305AF150032Scientific Research Fund project of Education Department of Yunnan Province 2024J0383Study on a New Model of Comprehensive Intervention in Rehabilitation and Psychology of "Brain and Heart together" 202203AC100007-6Systematic Development and Industrial Applications of Balneotherapy in Stroke Rehabilitation: A Translational Research Framework FWCY-ZNT2024011the Neurorehabilitation Team of Kunming Medical University 2024XKTDTS18
6 · The paper itself

Abstract

backgroundUpper limb dysfunction is a common and debilitating consequence of stroke, severely affecting patients’ activities of daily living and quality of life. Motor imagery (MI) has emerged as a promising rehabilitation technique, and its combination with various forms of non-invasive stimulation, both central (e.g., repetitive transcranial magnetic stimulation, rTMS; transcranial direct current stimulation, tDCS) and peripheral (e.g., functional electrical stimulation, FES), has been increasingly investigated. While previous meta-analyses have confirmed the general benefit of combined interventions, the relative efficacy of different MI-based combination strategies remains unclear. This systematic review and network meta-analysis aimed to directly and indirectly compare the effectiveness of MI augmented with different non-invasive central or peripheral stimulation modalities for upper extremity recovery post-stroke.

methodsWe registered the study on PROSPERO (CRD420251131264) and followed the PRISMA guidelines. Randomized controlled trials (RCTs) were searched in PubMed, Cochrane Library, EMBASE, Scopus, CNKI, and Wanfang databases from inception until August 4, 2025. The included RCTs involved adult stroke patients with upper limb dysfunction receiving MI combined with any non-invasive stimulation. The primary outcome was the change in upper limb motor function measured by the Fugl-Meyer Assessment (FMA or FMA-UE). A frequentist network meta-analysis was performed using random-effects models. Risk of bias was assessed using the Cochrane RoB 2 tool. Subgroup, sensitivity, and meta-regression analyses were conducted to explore heterogeneity.

resultsSeventeen RCTs involving 846 participants were included in the systematic review, with 13 studies forming the network for meta-analysis, comparing 9 intervention strategies. Network meta-analysis for the FMA outcome showed that MI combined with low-frequency rTMS (MI-LF-rTMS) showed a statistically significant difference compared to conventional rehabilitation alone (Standardized Mean Difference, SMD = 1.755, 95% CI 0.631 to 2.879, p = 0.002). No other intervention, including MI-tDCS, MI-FES, or any single therapy, showed a statistically significant difference compared to conventional rehabilitation. MI-LF-rTMS also showed a statistically significant difference in upper limb functional activity (Action Research Arm Test). Subgroup analyses indicated that the statistically significant difference for MI-LF-rTMS was also observed across intervention durations ≤ 4 weeks, disease stages ≤ 3 months post-stroke, and in protocols not using brain-computer interface technology. Meta-regression identified that the use of a brain-computer interface, publication year, and patient mean age were significant sources of heterogeneity.

conclusionAmong the intervention strategies evaluated in this network meta-analysis, motor imagery combined with low-frequency repetitive transcranial magnetic stimulation (MI-LF-rTMS) showed a statistically significant difference compared to conventional rehabilitation. This regimen integrates central neuromodulation with cognitive training and may be a clinically feasible option, particularly for patients in the early phase after stroke. Future research should focus on parameter optimization, mechanistic exploration, and validation in larger, more diverse populations.

Indexed as

Electric Stimulation TherapyImagery, PsychotherapyStroke RehabilitationTranscranial Direct Current StimulationTranscranial Magnetic StimulationUpper ExtremityHumansRecovery of FunctionStrokeMotor imageryNetwork meta-analysisNon-invasive stimulationRehabilitationStrokeUpper extremity

Identifiers

PMID42035123
PMCPMC13261896

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Registered trials

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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.