CLINICAL TRIAL article
Front. Neurol.
Sec. Neurorehabilitation
Comparative Effects of Resistance-and Assistance-Based Robot Training on Brain Activation and Motor Recovery in Stroke Patients
1. Department of Rehabilitation Medicine, National Rehabilitation Center, Ministry of Health and Welfare, Seoul, Republic of Korea
2. Department of Physical Therapy, Graduate School of Daejeon University, Daejeon, Republic of Korea
3. Department of Physical Therapy, College of Health Medical Science, Daejeon University, Daejeon, Republic of Korea
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Abstract
Background: Stroke is a significant cause of disability worldwide, often resulting in persistent upper-limb dysfunction. Robot-assisted therapy has emerged as an effective rehabilitation strategy by enabling intensive, repetitive, and task-specific training. In this study, we aimed to investigate the effects of resistance-versus assistance-based robotic interventions on brain activation and motor recovery in patients with stroke, as these effects remain insufficiently understood. Methods: Twenty-five adults with hemiparetic stroke were randomized to a resistance-based robot training group (RTG, n = 13) or assistance-based robot training group (ATG, n = 12). Interventions were delivered using the InMotion 2.0 for 30 min per session, five sessions/week over 4 weeks. Brain activation was measured using functional near-infrared spectroscopy (fNIRS), motor function using the Fugl–Meyer Assessment for the Upper Limb (FM-UL) and kinematic indices from InMotion 2.0, and activities of daily living using the Motor Activity Log (MAL). Results: Prefrontal activation decreased from pre-to post-intervention in both groups. In the ipsilesional hemispheres, differences between groups were significant (p < 0.05). In the resistance training group, additional improvements were found in mean velocity, circle size, and movement independence (p < 0.05). Both groups showed significant gains in FM-UL and ADL performance (p < 0.05), with no significant between-group differences in these measures. Conclusions: Resistance-based robotic training was associated with greater motor improvements in kinematic smoothness, and larger reductions in prefrontal activation within ipsilesional hemispheres compared with assistance-based training. These findings suggest differences in prefrontal activation patterns accompanied by improvements in kinematic movement smoothness in stroke survivors.
Summary
Keywords
Assistance based robot training, functional near-infrared spectroscopy (fNIRS), Prefrontal Cortex, Resistance based robot training, Stroke
Received
28 November 2025
Accepted
19 February 2026
Copyright
© 2026 Kwon and Shin. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Won-Seob Shin
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