ORIGINAL RESEARCH article
Front. Bioeng. Biotechnol.
Sec. Biomechanics
Volume 13 - 2025 | doi: 10.3389/fbioe.2025.1645390
Real-time augmented feedback for gait training: Are gait responses affected by the choice of target parameter?
Provisionally accepted- 1Grenoble Images Parole Signal Automatique, Saint-Martin-d'Hères, France
- 2Data Analytics & Rehabilitation Technology (DART), Lake Lucerne Institute AG, Vitznau, Switzerland
- 3Rehabilitation Engineering Laboratory, Eidgenossische Technische Hochschule Zurich, Zürich, Switzerland
- 4cereneo Vitznau, Vitznau, Switzerland
- 5Vascular Neurology and Neurorehabilitation, Department of Neurology, UniversitatsSpital Zurich, Zürich, Switzerland
- 6Future Health Technologies programme, Singapore - ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), Singapore, Singapore
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Background: Augmented visual feedback (AVF) is a promising approach for gait rehabilitation after stroke. However, we still lack crucial knowledge about how to most efficiently use it.Research question: How does the selection of the gait parameter targeted by the AVF signal influence the global motor response (i.e., overall gait pattern)? Methods: 24 healthy young participants (mean age 25.3 ± 5.3 years old) performed one session of treadmill walking while receiving real-time AVF driving them towards gait asymmetry. AVF was given during 3x10 minutes on three different gait parameters: stance time (ST), ankle plantarflexion at toe-off (APL) and push-off force (POF). We analyzed gait responses throughout, with a focus on parameter-specific (local) changes in symmetry ratio, and global gait pattern changes, quantified by correlation coefficient and Gait Deviation Index (GDI). Results: When using ST and POF feedback targets, participants successfully modified their local asymmetry by an average of 10%. Correlation analysis (Spearman) indicated that the modulated gait propagated across parameters, with a fair correlation (|r| = 0.3 -0.5) between ST and APL, POF or vertical ground reaction force and between POF and ST, swing time, step length, step height or vertical ground reaction force.However, global gait pattern was only negatively influenced by ST feedback (GDI -7.9 points with p ≤ 0.01). Conversely, APL did not lead to significant local symmetry modulation. Significance:Our results show that the efficacy of AVF is dependent on the selected target parameter. This choice also seems to affect how local symmetry changes affect global motion patterns. This work is a first step towards a more comprehensive understanding of the direct and indirect impact of AVF on gait response, which is crucial before using AVF for clinical applications.
Keywords: augmented feedback, Gait symmetry, gait training, motor adaptation, Therapy personalization
Received: 11 Jun 2025; Accepted: 25 Jul 2025.
Copyright: © 2025 Legrand-Lestoille, Grenet, Hochstrasser, Luft, Gassert, Lambercy and Awai. 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: Chris Easthope Awai, Data Analytics & Rehabilitation Technology (DART), Lake Lucerne Institute AG, Vitznau, Switzerland
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