Related Experiment Video
Updated: Aug 6, 2026

10:28
Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Walking Speed Explains Apparent Ground Reaction Force Differences in Parkinson's Disease: A Waveform-Level SPM
Elaheh Azadian1, Mahdi Majlesi2, Alireza Ardalany Moghadam3
1Department of Motor Behavior, Ha.C., Islamic Azad University, Hamedan, Iran, azad.ac.ir.
Parkinson'S Disease
|July 17, 2026
Summary
Ground reaction force (GRF) alterations in Parkinson's disease (PD) are often linked to walking speed. Virtual reality (VR) did not reveal speed-independent gait changes in PD patients, highlighting the need for speed-aware analysis.
Area of Science:
- Biomechanics
- Neurology
- Human Movement Science
Background:
- Ground reaction force (GRF) alterations are noted in Parkinson's disease (PD), but these may be influenced by slower walking speeds characteristic of the condition.
- Virtual reality (VR) interventions might affect gait kinetics, but it's unclear if these effects are independent of speed changes in PD.
Purpose of the Study:
- To investigate if differences in GRF waveforms between individuals with PD and controls persist when walking speed is statistically controlled.
- To determine if VR influences gait kinetics in individuals with PD in a manner independent of walking speed.
Main Methods:
- 14 adults with mild-to-moderate PD and 17 age-matched controls walked under normal and immersive VR conditions.
- Three-dimensional kinematics and GRFs were recorded, with discrete variables analyzed via ANOVA and continuous GRF waveforms using statistical parametric mapping (SPM) ANCOVA, including walking speed as a covariate.
Main Results:
- Individuals with PD walked significantly slower than controls in both conditions.
- While VR modulated some discrete GRF variables, waveform-level analyses controlling for walking speed showed no persistent group or group × task effects.
- Walking speed strongly correlated with vertical and mediolateral GRF trajectories.
Conclusions:
- Apparent kinetic differences in overground walking for individuals with mild-to-moderate PD are largely coupled to walking speed.
- These findings emphasize the critical need for speed-aware modeling when interpreting gait kinetics and evaluating VR-based interventions in Parkinson's disease.
Keywords:
Parkinson’s diseaseground reaction forcestatistical parametric mappingvirtual realitywalking speed
