# Sensorimotor Integration by Targeted Priming in Muscles with Electromyography-Driven Electro-vibro-feedback in Robot-Assisted Wrist/Hand Rehabilitation after Stroke

**Authors:** Legeng Lin, Yanhuan Huang, Wanyi Qing, Man-Ting Kuet, Hengtian Zhao, Fuqiang Ye, Wei Rong, Waiming Li, Xiaoling Hu

PMC · DOI: 10.34133/cbsystems.0507 · 2026-01-27

## TL;DR

A new robot-assisted system improves wrist and hand movement after stroke by integrating muscle feedback and targeted stimulation.

## Contribution

The novel EMG-driven EVF-robot system modulates sensorimotor pathways for improved rehabilitation outcomes.

## Key findings

- Participants showed significant improvements in voluntary wrist/hand control and coordination after 20 sessions.
- Corticomuscular coherence patterns shifted, indicating enhanced neural connectivity during rehabilitation.
- Improvements were maintained at a 3-month follow-up, suggesting lasting effects.

## Abstract

Restoring precise muscular control in the poststroke wrist/hand (W/H) demands sensorimotor integration to correct compensatory neuroplasticity. However, current rehabilitation robots inadequately modulate ascending somatosensory pathways from specific muscles. This study developed an electromyography (EMG)-driven soft robot with electro-vibro-feedback (EVF-robot) for targeted somatosensory priming in W/H muscles. This system integrates (a) focal vibratory stimulation and neuromuscular electrical stimulation for recruiting the somatosensory pathways of the targeted W/H flexors and extensors; (b) an EMG-driven control algorithm for strengthening the voluntary motor control of a driving muscle; and (c) robot assistance to achieve coordinated joint extension and flexion. In a single-arm trial with 20 sessions, 15 chronic stroke participants assisted by the system achieved significant improvements in voluntary W/H behavioral control, somatosensory feedback, and intermuscular coordination in the paretic upper limb (P < 0.05). During their W/H extension, the cortical peaks of corticomuscular coherence shifted contralaterally for W/H extensors, and the ascending corticomuscular coherence from W/H flexors increased (P < 0.05). These improvements persisted at the 3-month follow-up. The findings provide preliminary evidence that sensorimotor integration training with the EMG-driven EVF-robot may modulate compensatory neuroplasticity and facilitate improvements in coordinated motor control of the distal joints in individuals with chronic stroke.

## Linked entities

- **Diseases:** stroke (MONDO:0005098)

## Full-text entities

- **Diseases:** Stroke (MESH:D020521)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12835495/full.md

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Source: https://tomesphere.com/paper/PMC12835495