journal article·2024-11-28Open access

Voluntary Muscle Contraction Pattern in Cerebral Palsy by Reducing Guidance Force in Robot-Assisted Gait Training: A Proof of Concept Focused on a Single-Participant Study

Suncheol Kwon, Sora Park, Ji Hye Jung, Hyun Kyung Kim

Applied Sciences· Volume 14· Issue 23

Abstract

This study aimed to investigate if voluntary participation in robot-assisted gait training leads to more concentrated muscle activity patterns and clinical measure improvements. A single-participant research design study was conducted with a gradual reduction in robotic assistance during robot-assisted gait training. A child with cerebral palsy participated in 20 robot-assisted gait training sessions and two assessment sessions across 99 days. The assistive force of the Lokomat gradually reduced during repeated training. The effects of reduced assistive force on muscle activity patterns were quantitatively analyzed using a clustering algorithm and electromyography. Improvements in overall gait quality and muscle strength were measured after robot-assisted gait training. The results also showed that the number of clustered representative patterns doubled and muscle activation patterns increased when the assistance decreased by 20%, whereas full robot assistance might have hindered active participation. Since assistive force modulation can be a key in robotic rehabilitation, the proposed protocol, involving gradual assistive force reduction, demonstrates promising efficacy and allows for in-depth analysis. Therefore, further randomized clinical trials based on this study can be possible for children with cerebral palsy.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Stroke Rehabilitation and Recovery · Cerebral Palsy and Movement Disorders · Botulinum Toxin and Related Neurological Disorders

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Human-Centric Robotics Research, Korea Institute of Industrial Technology, Sangnok-gu, Ansan 15588, Republic of Korea

Department of Rehabilitation & Assistive Technology, National Rehabilitation Center, Gangbuk-gu, Seoul 01022, Republic of Korea

Department of Pediatric Rehabilitation, National Rehabilitation Center, Gangbuk-gu, Seoul 01022, Republic of Korea

Funding

Translational Research Program for Rehabilitation Robots of the National Rehabilitation Center, Ministry of Health and Welfare, Republic of Korea · Ministry of Science and ICT

References (44)

Show source-provided references
1. Within- and between-therapist agreement on personalized parameters for robot-assisted gait therapy: The challenge of adjusting robotic assistance10.1186/s12984-023-01176-x ↗
2. ICF mobility and self-care goals of children in inpatient rehabilitation10.1111/dmcn.14471 ↗
3. Activity focused and goal directed therapy for children with cerebral palsy--do goals make a difference?10.1080/09638280902822278 ↗
4. The value of high intensity locomotor training applied to patients with acute-onset neurologic injury10.1016/j.apmr.2020.09.399 ↗
5. Effects of therapeutic exercise intensity on cerebral palsy outcomes: A systematic review with meta-regression of randomized clinical trials10.3389/fneur.2019.00657 ↗
6. The effects of dosage time and frequency on motor outcomes in children with cerebral palsy: A systematic review10.1080/17518423.2017.1282053 ↗
7. Involuntary and voluntary muscle activation in children with unilateral cerebral palsy--relationship to upper limb activity10.1016/j.ejpn.2012.11.002 ↗
8. Efficacy of participation-focused therapy on performance of physical activity participation goals and habitual physical activity in children with cerebral palsy: A randomized controlled trial10.1016/j.apmr.2018.11.012 ↗
9. Is more better? Using metadata to explore dose-response relationships in stroke rehabilitation10.1161/STROKEAHA.114.004695 ↗
10. Comparison of an intermittent high-intensity vs continuous low-intensity physiotherapy service over 12 months in community-dwelling people with stroke: A randomized trial10.1177/0269215510382148 ↗
11. A path model for evaluating dosing parameters for children with cerebral palsy10.2522/ptj.20130022 ↗
12. A narrative review on robotic-assisted gait training in children and adolescents with cerebral palsy: Training parameters, choice of settings, and perspectives10.3390/disabilities2020021 ↗
13. Freeman, M., Steven, B., Nancy, L., and Margaret, E.O. (2020). Robot-assisted gait training for children and youth with cerebral palsy. Cerebral Palsy, Springer. [2nd ed.].
14. The combined effects of guidance force, bodyweight support and gait speed on muscle activity during able-bodied walking in the Lokomat10.1016/j.clinbiomech.2016.04.013 ↗
15. Effects of body weight support and guidance force settings on muscle synergy during Lokomat walking10.1007/s00421-021-04762-w ↗
16. Amplitude and stride-to-stride variability of muscle activity during Lokomat guided walking and treadmill walking in children with cerebral palsy10.1016/j.ejpn.2020.08.003 ↗
17. Low-Intensity vs high-intensity home-based treadmill training and walking attainment in young children with spastic diplegic cerebral palsy10.1016/j.apmr.2019.09.015 ↗
18. Correlation between therapeutic intensity of rehabilitation and functional improvement in children with cerebral palsy10.1016/j.rehab.2018.05.1301 ↗
19. Use of electromyography to optimize Lokomat® settings for subject-specific gait rehabilitation in post-stroke hemiparetic patients: A proof-of-concept study10.1016/j.neucli.2017.01.008 ↗
20. Systematic review and network meta-analysis of robot-assisted gait training on lower limb function in patients with cerebral palsy10.1007/s10072-023-06964-w ↗
21. Electromechanical-assisted training for walking after stroke
22. Role of voluntary drive in encoding an elementary motor memory10.1152/jn.00143.2004 ↗
23. Temporal structure of motor variability is dynamically regulated and predicts motor learning ability10.1038/nn.3616 ↗
24. Development of functional variability during the motor learning process of a complex cyclic movement10.1016/j.jbiomech.2018.07.015 ↗
25. Kinetic and kinematic adjustments during perturbed walking across visible and camouflaged drops in ground level10.1016/j.jbiomech.2014.04.041 ↗
26. Locomotor training in subjects with sensori-motor deficits: An overview of the robotic gait orthosis lokomat10.1260/2040-2295.1.2.197 ↗
27. Treadmill training of paraplegic patients using a robotic orthosis
28. Hocoma, A.G. (2024, June 22). Technical Data Lokomat® Pro. Available online: https://www.hocoma.com/solutions/lokomat/techincal-data-sheet/.
29. Can Lokomat therapy with children and adolescents be improved? An adaptive clinical pilot trial comparing Guidance force, Path control, and FreeD10.1186/s12984-017-0287-1 ↗
30. Cimap, D.G. (2024, June 22). Clustering for Identification of Muscle Activation Patterns. Available online: https://github.com/marcoghislieri/CIMAP.
31. Muscle activation patterns during gait: A hierarchical clustering analysis10.1016/j.bspc.2016.09.017 ↗
32. Muscle synergies extracted using principal activations: Improvement of robustness and interpretability10.1109/TNSRE.2020.2965179 ↗
33. Surface electromyography applied to gait analysis: How to improve its impact in clinics?10.3389/fneur.2020.00994 ↗
34. Co-activation patterns of gastrocnemius and quadriceps femoris in controlling the knee joint during walking10.1016/j.jelekin.2018.07.003 ↗
35. Pacini Panebianco, G., Ferrazzoli, D., Frazzitta, G., Fonsato, M., Bisi, M.C., Fantozzi, S., and Stagni, R. (2020). A statistical approach for the assessment of muscle activation patterns during gait in Parkinson’s disease. Electronics, 9.10.3390/electronics9101641 ↗
36. Asymmetry index in muscle activations10.1109/TNSRE.2019.2903687 ↗
37. Clinical effects of assisted robotic gait training in walking distance, speed, and functionality are maintained over the long term in individuals with cerebral palsy: A systematic review and meta-analysis10.1080/09638288.2021.1942242 ↗
38. Minimum clinically important difference of gross motor function and gait endurance in children with motor impairment: A comparison of distribution-based approaches10.1155/2020/2794036 ↗
39. Outcome tools used for ambulatory children with cerebral palsy: Responsiveness and minimum clinically important differences10.1111/j.1469-8749.2008.03150.x ↗
40. Effects of robotic guidance on the coordination of locomotion10.1186/1743-0003-10-79 ↗
41. Effects of bodyweight support and guidance force on muscle activation during Locomat walking in people with stroke: A cross-sectional study10.1186/s12984-020-0641-6 ↗
42. Settings matter: A scoping review on parameters in robot-assisted gait therapy identifies the importance of reporting standards10.1186/s12984-022-01017-3 ↗
43. Robotic-assisted gait training improves walking abilities in diplegic children with cerebral palsy10.1016/j.ejpn.2017.01.012 ↗
44. Effect of low dose robotic-gait training on walking capacity in children and adolescents with cerebral palsy10.1016/j.neucli.2020.09.005 ↗