PTOTSLPRCTJournal of neuroengineering and rehabilitation2025

Neural mechanisms underlying the improvement of gait disturbances in stroke patients through robot-assisted gait training based on QEEG and fNIRS: a randomized controlled study.

Xiang Li, Huihuang Zhang, Wanying Zhang and 6 others

PMID 40533805

WHAT IT FOUND

Robot-assisted gait training improved walking function more than conventional overground training in stroke patients.

Brain scans showed greater activation in planning areas and shifts in EEG patterns linked to recovery. This suggests the robot helps rewire motor planning circuits, not just strengthen legs.

Key findings

01Patients receiving robot-assisted gait training had significantly greater improvements in lower limb motor function (Fugl-Meyer) and walking ability (Functional Ambulation Classification) compared to those receiving conventional overground training.

02Functional near-infrared spectroscopy showed significantly increased cortical activation in the premotor cortex and supplementary motor area for the robot group compared to the control group.

03Quantitative EEG showed significant reductions in the Power Ratio Index and Delta Absolute Ratio in motor cortex areas for the robot group, and these changes correlated with improvements in Fugl-Meyer scores.

STILL TO COME

How it was doneWhat they foundWhat it means for PTsWhat it means for OTsWhat it means for SLPs

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What it does not show

Small sample size (36 completers) limits generalizability. No follow-up period was included, so long-term retention of gains is unknown. Participants were not stratified by stroke type or location, introducing potential heterogeneity. QEEG data was only collected from 18 randomly selected participants due to equipment constraints, reducing the power of neurophysiological correlations. The control group received conventional overground training, but the intensity and specific task-oriented nature of the control intervention may have varied compared to the standardized robot protocol.

Declared interests

No conflicts of interest or funding sources are explicitly declared in the provided text.

The easy way to misread this

Do not assume robot-assisted training is superior for all stroke patients. The study only included patients who could already walk at least 15 meters with assistive devices and had stable conditions. It does not support using robots for non-ambulatory patients or those with severe cognitive or visual impairments excluded from the trial.

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