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Published on: January 15, 2018
The pediatric upper limb motion index and a temporal-spatial logistic regression: quantitative analysis of upper limb
1Department of Bioengineering, Stanford University, Stanford, CA, USA. erine@stanford.edu
Insights
A new Pediatric Upper Limb Motion Index (PULMI) quantifies upper limb function in children with cerebral palsy (CP). PULMI scores effectively differentiate CP types and correlate with impairment severity, offering a valuable assessment tool.
Area of Science:
- Pediatric rehabilitation
- Biomedical engineering
- Movement science
Background:
- Cerebral palsy (CP) significantly impacts upper limb function in children.
- Quantitative assessment of upper limb motion in CP is crucial for effective intervention.
- Existing methods may not fully capture the nuances of motor control deficits in CP.
Purpose of the Study:
- To introduce a novel Pediatric Upper Limb Motion Index (PULMI) for children with CP.
- To quantify upper limb motion during the Reach & Grasp Cycle using 3D kinematics.
- To analyze temporal-spatial parameters and their relationship with CP subtypes and severity.
Main Methods:
- Developed PULMI based on 3D kinematics of the Reach & Grasp Cycle.
- Recruited 30 typically-developing (TD) children and 25 children with CP (MACS I-IV).
- Calculated PULMI using kinematic variables compared to TD averages; analyzed temporal-spatial parameters.
Main Results:
- PULMI was significantly lower in children with CP compared to TD children (p<.0001).
- PULMI scores were lower in dyskinetic CP than spastic CP (p<.0135).
- Strong negative correlation found between PULMI and Manual Ability Classification System (MACS) scores (p<.0001).
- Significant differences in movement time, curvature, movement units, and peak velocities between CP and TD groups.
- Pediatric Upper Limb Temporal-Spatial Equation (PULTSE) predicted 19/22 movement disorder subtypes.
Conclusions:
- PULMI provides a quantitative measure of upper limb function in children with CP.
- PULMI and PULTSE can help differentiate CP types and assess functional impairment.
- These quantitative tools offer a valuable approach for analyzing upper limb function in pediatric CP.
Abstract:
This study describes a novel pediatric upper limb motion index (PULMI) for children with cerebral palsy (CP). The PULMI is based on three-dimensional kinematics and provides quantitative information about upper limb motion during the Reach & Grasp Cycle. We also report key temporal-spatial parameters for children with spastic, dyskinetic, and ataxic CP. Participants included 30 typically-developing (TD) children (age=10.9±4.1 years) and 25 children with CP and upper limb involvement (age=12.3±3.7 years), Manual Ability Classification System (MACS) levels I-IV. The PULMI is calculated from the root-mean-square difference for eight kinematic variables between each child with CP and the average TD values, and scaled such that the TD PULMI is 100±10. The PULMI was significantly lower among children with CP compared to TD children (Wilcoxon Z=-5.06, p<.0001). PULMI scores were significantly lower among children with dyskinetic CP compared to spastic CP (Z=-2.47, p<.0135). There was a strong negative correlation between PULMI and MACS among children with CP (Spearman's rho=-.78, p<.0001). Temporal-spatial values were significantly different between CP and TD children: movement time (Z=4.06, p<.0001), index of curvature during reach (Z=3.68, p=.0002), number of movement units (Z=3.72, p=.0002), angular velocity of elbow extension during reach (Z=-3.96, p<.0001), and transport(1):reach peak velocities (Z=-2.48, p=.0129). A logistic regression of four temporal-spatial parameters, the Pediatric Upper Limb Temporal-Spatial Equation (PULTSE), correctly predicted 19/22 movement disorder subtypes (spastic versus dyskinetic CP). The PULMI, PULTSE, and key temporal-spatial parameters of the Reach & Grasp Cycle offer a quantitative approach to analyzing upper limb function in children with CP.
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