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Human hands-and-knees crawling movement analysis based on time-varying synergy and synchronous synergy theories
Teng Li1, Xiang Chen1, Shuai Cao1
1Department of Electronic Science and Technology, University of Science and Technology of China, Hefei 230026, Anhui, P.R. China.
Insights
Synchronous (SYN) and time-varying (TV) muscle synergy analysis reveals differences in characterizing human crawling. TV synergy better distinguishes normal from abnormal crawling, while SYN synergy shows potential for abnormal pattern description.
Area of Science:
- Neuromuscular control
- Biomechanics
- Developmental motor control
Background:
- Crawling is a fundamental motor skill crucial for development.
- Understanding neuromuscular control during crawling can inform clinical assessments.
- Muscle synergy analysis offers insights into motor control strategies.
Purpose of the Study:
- To investigate human hands-and-knees crawling using synchronous (SYN) and time-varying (TV) muscle synergy analysis.
- To compare the effectiveness of SYN and TV synergies in characterizing crawling movement.
- To explore the potential of these synergies in distinguishing normal from abnormal crawling patterns.
Main Methods:
- Recruited 9 healthy children and 11 children with cerebral palsy.
- Recorded surface electromyography (sEMG) from 12 upper limb and trunk muscles during crawling.
- Extracted muscle synergies using both SYN and TV synergy theories.
- Analyzed synergies based on repeatability, symmetry, and inter-subject similarity.
Main Results:
- SYN synergy better depicts body symmetry, while TV synergy is more effective for distinguishing normal/abnormal crawling based on symmetry.
- Both SYN and TV synergies show potential for assessing crawling abnormality via repeatability, with non-comparable depiction abilities.
- SYN synergy may describe abnormal patterns, but individual differences limit TV synergy's use for inter-subject similarity.
Conclusions:
- Muscle synergy analysis provides a novel approach to studying crawling neuromuscular control.
- TV synergy analysis is more promising for clinical differentiation of crawling patterns.
- Findings offer valuable insights for the clinical assessment of abnormal crawling movements.
Abstract:
This paper aims to investigate human hands-and-knees crawling movement from the aspect of synchronous (SYN) and time-varying (TV) muscle synergy analysis. Nine healthy children and 11 children with cerebral palsy were recruited. During hands-and-knees crawling, surface electromyography (sEMG) signals from 12 main muscles of upper limbs and trunk were recorded, and muscle synergies were extracted based on TV synergy and SYN synergy theories. From the perspectives of repeatability, symmetry and similarity, the abilities of these two types of synergies to characterize crawling movement and to distinguish normal and abnormal crawling were explored. We found that: First, SYN synergy is better than TV synergy in depicting the body symmetry during crawling movement. However, TV synergy is more suitable than SYN synergy for distinguishing normal and abnormal crawling from the perspective of symmetry. Second, the abilities of SYN synergy and TV synergy in depicting the crawling repeatability are not comparable, and both have the potential to depict the crawling abnormality from the perspective of repeatability. Third, from the angle of inter-subject similarity, SYN synergy has the potential to describe the abnormal crawling pattern. However, the large individual differences suggest that TV synergy is a poor choice. This study provides a new way to analyze crawling movement from the perspective of neuromuscular control, and the research findings are meaningful for clinical assessment of abnormal crawling.
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