# Robot-Assisted Mirror Therapy for Upper Limb and Hand Recovery After Stroke: Clinical Efficacy and Insights into Neural Mechanisms

**Authors:** Shixin Li, Jiayi Zhang, Yang Xu, Yonghong Yang

PMC · DOI: 10.3390/jcm15010350 · Journal of Clinical Medicine · 2026-01-02

## TL;DR

This study explores how robot-assisted mirror therapy helps stroke patients recover upper limb and hand function, showing some benefits over traditional methods.

## Contribution

The study introduces robot-assisted mirror therapy and provides insights into its neural mechanisms and clinical outcomes in stroke rehabilitation.

## Key findings

- Mirror therapy showed slightly better recovery in upper limb function for early-stage stroke patients.
- Robot-assisted mirror therapy was safe and well-tolerated, with potential benefits for severe motor deficits.
- fNIRS revealed increased cortical activation and connectivity following the interventions.

## Abstract

Objective: This study investigated the efficacy and neural mechanisms of robot-assisted mirror therapy (RMT) for post-stroke upper limb rehabilitation. RMT integrates the multimodal feedback of mirror therapy with robotic precision and repetition to enhance cortical activation and neuroplasticity. Methods: Seventy-eight stroke patients were randomly assigned to control, mirror therapy (MT), or RMT groups. All received conventional rehabilitation; the MT group additionally underwent mirror therapy, and the RMT group received robot-assisted mirror therapy combined with functional electrical stimulation. The primary outcome was the Fugl–Meyer Assessment for Upper Extremity (FMA-UE), with secondary measures including spasticity, dexterity, daily living, and quality of life. Functional near-infrared spectroscopy (fNIRS) was applied to assess cortical activation and connectivity at baseline, post-intervention, and one-month follow-up. Results: All groups showed significant time effects, though between-group differences were limited. Subgroup analysis revealed that patients at Brunnstrom stages I–II in the MT group achieved greater improvements in upper limb function, dexterity, and daily living ability. fNIRS findings showed enhanced activation in the right sensory association cortex and increased prefrontal–sensory connectivity. Conclusions: While all interventions improved motor outcomes, MT yielded slightly superior recovery associated with neuroplastic changes. RMT demonstrated high safety, compliance, and potential benefit for patients with severe motor deficits.

## Linked entities

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

## Full-text entities

- **Diseases:** spasticity (MESH:D009128), motor deficits (MESH:D009461), post (MESH:D000094025), Stroke (MESH:D020521)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

54 references — full list in the complete paper: https://tomesphere.com/paper/PMC12787050/full.md

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Source: https://tomesphere.com/paper/PMC12787050