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Published on: April 18, 2011
How multi segmental patterns deviate in spastic diplegia from typical developed
Matteo Zago1, Chiarella Sforza2, Alessia Bona3
1Department of Electronics, Information and Bioengineering (DEIB), Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milano, Italy; Department of Biomedical Sciences for Health, Università degli Studi di Milano, via Mangiagalli 31, 20133 Milano, Italy.
Insights
Principal Component Analysis revealed distinct gait patterns in children with Cerebral Palsy (CP), highlighting compensatory strategies. This method offers a quantitative approach to understanding multi-joint movement connections in CP gait.
Area of Science:
- Biomechanical analysis
- Pediatric orthopedics
- Movement science
Background:
- The relationship between gait characteristics and coordination in children with Cerebral Palsy (CP) requires further investigation.
- Principal Component Analysis (PCA) is a valuable tool for deconstructing complex movements into fundamental components, termed Principal Movements.
- Understanding these components is crucial for characterizing multi-joint gait patterns in CP.
Purpose of the Study:
- To quantitatively characterize the functional connections between multi-joint gait patterns in children with spastic diplegia.
- To apply Principal Component Analysis to identify and analyze the principal movements during gait in children with CP.
- To compare gait patterns between children with CP and typically developing peers.
Main Methods:
- Standardized gait analysis was performed on 65 children with spastic diplegia (mean age 10.6 years) and 31 typically developing adolescents (mean age 13.6 years).
- Participants were categorized into Crouch or knee Hyperextension groups based on standing knee flexion angle to assess postural effects on gait.
- Three-dimensional coordinates of key joints (hips, knees, ankles, metatarsals, pelvis, shoulders) were analyzed using Principal Component Analysis.
Main Results:
- Four Principal Movements explained 99% of the global variance in gait, with components 1-3 representing sagittal plane movements and components 4-6 addressing frontal plane movements and refinements.
- Gait dimensionality was significantly higher in children with CP compared to controls (p<0.01).
- The Crouch group showed significant differences from controls in components 1 and 4-6 (p<0.05), while the knee Hyperextension group differed in components 1-2 and 5 (p<0.05).
Conclusions:
- Compensatory strategies in children with CP were objectively identified through the interactions between main and secondary movement patterns.
- Principal Movements provide an efficient and quantitative method for interpreting gait reports, offering immediate insights into movement component connections.
- This approach aids in a clearer understanding of gait deviations and compensatory mechanisms in Cerebral Palsy.
Background:
The relationship between gait features and coordination in children with Cerebral Palsy is not sufficiently analyzed yet. Principal Component Analysis can help in understanding motion patterns decomposing movement into its fundamental components (Principal Movements). This study aims at quantitatively characterizing the functional connections between multi-joint gait patterns in Cerebral Palsy.
Methods:
65 children with spastic diplegia aged 10.6 (SD 3.7) years participated in standardized gait analysis trials; 31 typically developing adolescents aged 13.6 (4.4) years were also tested. To determine if posture affects gait patterns, patients were split into Crouch and knee Hyperextension group according to knee flexion angle at standing. 3D coordinates of hips, knees, ankles, metatarsal joints, pelvis and shoulders were submitted to Principal Component Analysis.
Findings:
Four Principal Movements accounted for 99% of global variance; components 1-3 explained major sagittal patterns, components 4-5 referred to movements on frontal plane and component 6 to additional movement refinements. Dimensionality was higher in patients than in controls (p<0.01), and the Crouch group significantly differed from controls in the application of components 1 and 4-6 (p<0.05), while the knee Hyperextension group in components 1-2 and 5 (p<0.05).
Interpretation:
Compensatory strategies of children with Cerebral Palsy (interactions between main and secondary movement patterns), were objectively determined. Principal Movements can reduce the effort in interpreting gait reports, providing an immediate and quantitative picture of the connections between movement components.
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