Evidence map›Paper›PMID 42337766›Full record

ArticleJournal of neuroengineering and rehabilitation2026

Neuromodulatory effects of voluntary-motor-effort-driven wrist-hand robot in sensorimotor dynamics after stroke.

Yunxia Huo, Weidong Li, Fanjie Ding, Di Ao, Huijing Hu, Xiaoling Hu, Le Li

Abstract read
In one paragraph

Article 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.

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0cells of the map it votes in
0citing papers in PubMed
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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.

Yunxia Huo *School of Life Science and Technology, Northwestern Polytechnical University, Xi'an, China.
Weidong Li *Department of Rehabilitation Medicine, Xi'an International Medical Center Hospital, Xi'an, China.
Fanjie DingSchool of Life Science and Technology, Northwestern Polytechnical University, Xi'an, China.
Di AoSchool of Life Science and Technology, Northwestern Polytechnical University, Xi'an, China.
Huijing HuSchool of Life Science and Technology, Northwestern Polytechnical University, Xi'an, China. huhuijing@nwpu.edu.cn.
Xiaoling HuDepartment of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China. Xiaoling.hu@polyu.edu.hk.
Le LiSchool of Life Science and Technology, Northwestern Polytechnical University, Xi'an, China. lile5@nwpu.edu.cn.ORCID http://orcid.org/0000-0002-9340-9061

Funding

General Research Fund of Hong Kong SAR, China 15218324Innovation and Technology Fund ITT/012/23GPNational Natural Science Foundation of China 32071316National Natural Science Foundation of China 32301090Post-Doctoral Fellowship Program of China GZB20230980
6 · The paper itself

Abstract

backgroundVoluntary motor effort (VME)-driven neuromuscular electrical stimulation (NMES)-robots have demonstrated superior rehabilitative efficacy in post-stroke wrist-hand motor restoration compared with purely mechanical systems. However, their neuromodulatory mechanisms remain unclear. This study aimed to investigate cortical responses elicited by an electromyography (EMG)-driven NMES-robot assisting wrist-hand movements in individuals with chronic stroke, and to evaluate robot-nervous system interactions, using EMG to capture VME.

methodsCortical responses during wrist-hand extension were recorded in participants with chronic stroke (n = 18) and unimpaired controls (n = 20) using functional near-infrared spectroscopy (fNIRS). The EMG-driven NMES-robot delivered somatosensory stimulation with different combinations of mechanical stimulation (MS) to the targeted joints and NMES to the forearm muscles, with or without VME.

resultsCombined MS and NMES co-stimulation activated wider cortical areas than MS or NMES alone in both groups. Compared with the unimpaired group, the stroke group exhibited greater ipsilesional activations in response to NMES (p < 0.05), while MS induced comparable activations in the contralateral hemisphere to the stimulated limb in both groups (p < 0.05). When VME was required, the stroke group exhibited wider contralesional involvement with MS only (p < 0.05) but reduced contralesional involvement during sole NMES (p < 0.05), compared to those in the co-stimulation. Additionally, the MS and NMES co-stimulation resulted in similar functional connectivity patterns between the stroke and unimpaired groups.

conclusionCombined mechano-electrical somatosensory co-stimulation with MS and NMES to the affected wrist-hand, when voluntary motor effort is generated from the residual muscles, could elicit extensive cortical activation approaching normal patterns.

trial registrationChinese Clinical Trial Registry with the identifier ChiCTR2200057839.

Indexed as

HandRoboticsStrokeStroke RehabilitationWristAgedElectromyographyFemaleHumansMaleMiddle AgedMuscle, SkeletalSpectroscopy, Near-InfraredCortical networkCortical remoldingfNIRSGraph theoretical analysisNMESRobotSomatosensoryStroke

Identifiers

PMID42337766
PMCPMC13543557

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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.