Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping
IntroductionAnalysis of human locomotion is challenged by limitations in traditional numerical and statistical methods as applied to continuous time-series data. This challenge particularly affects understanding of how close limb prostheses are to mimicking anatomical motion. This study was the firs...
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| Format: | Article |
| Language: | English |
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Frontiers Media S.A.
2023-08-01
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| Series: | Frontiers in Rehabilitation Sciences |
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| Online Access: | https://www.frontiersin.org/articles/10.3389/fresc.2023.1227870/full |
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| author | Mark D. Geil Zahra Safaeepour |
| author_facet | Mark D. Geil Zahra Safaeepour |
| author_sort | Mark D. Geil |
| collection | DOAJ |
| description | IntroductionAnalysis of human locomotion is challenged by limitations in traditional numerical and statistical methods as applied to continuous time-series data. This challenge particularly affects understanding of how close limb prostheses are to mimicking anatomical motion. This study was the first to apply a technique called Dynamic Time Warping to measure the biomimesis of prosthetic knee motion in young children and addressed the following research questions: Is a combined dynamic time warping/root mean square analysis feasible for analyzing pediatric lower limb kinematics? When provided at an earlier age than traditional protocols dictate, can children with limb loss utilize an articulating prosthetic knee in a biomimetic manner?MethodsWarp costs and amplitude differences were generated for knee flexion curves in a sample of ten children five years of age and younger: five with unilateral limb loss and five age-matched typically developing children. Separate comparisons were made for stance phase flexion and swing phase flexion via two-way ANOVAs between bilateral limbs in both groups, and between prosthetic knee vs. dominant anatomical knee in age-matched pairs between groups. Greater warp costs indicated greater temporal dissimilarities, and a follow-up root mean square assessed remaining amplitude dissimilarities. Bilateral results were assessed by age using linear regression.ResultsThe technique was successfully applied in this population. Young children with limb loss used a prosthetic knee biomimetically in both stance and swing, with mean warp costs of 12.7 and 3.3, respectively. In the typically developing group, knee motion became more symmetrical with age, but there was no correlation in the limb loss group. In all comparisons, warp costs were significantly greater for stance phase than swing phase. Analyses were limited by the small sample size.DiscussionThis study has established that dynamic time warping with root mean square analysis can be used to compare the entirety of time-series curves generated in gait analysis. The study also provided clinically relevant insights on the development of mature knee flexion patterns during typical development, and the role of a pediatric prosthetic knee. |
| first_indexed | 2024-03-12T13:23:34Z |
| format | Article |
| id | doaj.art-a5c054e41ebd4a6b82de11ead7240555 |
| institution | Directory Open Access Journal |
| issn | 2673-6861 |
| language | English |
| last_indexed | 2024-03-12T13:23:34Z |
| publishDate | 2023-08-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Rehabilitation Sciences |
| spelling | doaj.art-a5c054e41ebd4a6b82de11ead72405552023-08-25T12:35:54ZengFrontiers Media S.A.Frontiers in Rehabilitation Sciences2673-68612023-08-01410.3389/fresc.2023.12278701227870Assessment of knee flexion in young children with prosthetic knee components using dynamic time warpingMark D. Geil0Zahra Safaeepour1Wellstar College of Health and Human Services, Kennesaw State University, Kennesaw, GA, United StatesDepartment of Human Performance and Health, University of South Carolina Upstate, Spartanburg, SC, United StatesIntroductionAnalysis of human locomotion is challenged by limitations in traditional numerical and statistical methods as applied to continuous time-series data. This challenge particularly affects understanding of how close limb prostheses are to mimicking anatomical motion. This study was the first to apply a technique called Dynamic Time Warping to measure the biomimesis of prosthetic knee motion in young children and addressed the following research questions: Is a combined dynamic time warping/root mean square analysis feasible for analyzing pediatric lower limb kinematics? When provided at an earlier age than traditional protocols dictate, can children with limb loss utilize an articulating prosthetic knee in a biomimetic manner?MethodsWarp costs and amplitude differences were generated for knee flexion curves in a sample of ten children five years of age and younger: five with unilateral limb loss and five age-matched typically developing children. Separate comparisons were made for stance phase flexion and swing phase flexion via two-way ANOVAs between bilateral limbs in both groups, and between prosthetic knee vs. dominant anatomical knee in age-matched pairs between groups. Greater warp costs indicated greater temporal dissimilarities, and a follow-up root mean square assessed remaining amplitude dissimilarities. Bilateral results were assessed by age using linear regression.ResultsThe technique was successfully applied in this population. Young children with limb loss used a prosthetic knee biomimetically in both stance and swing, with mean warp costs of 12.7 and 3.3, respectively. In the typically developing group, knee motion became more symmetrical with age, but there was no correlation in the limb loss group. In all comparisons, warp costs were significantly greater for stance phase than swing phase. Analyses were limited by the small sample size.DiscussionThis study has established that dynamic time warping with root mean square analysis can be used to compare the entirety of time-series curves generated in gait analysis. The study also provided clinically relevant insights on the development of mature knee flexion patterns during typical development, and the role of a pediatric prosthetic knee.https://www.frontiersin.org/articles/10.3389/fresc.2023.1227870/fullgaitpediatricsprostheticsdynamic time warpingmotion analysis |
| spellingShingle | Mark D. Geil Zahra Safaeepour Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping Frontiers in Rehabilitation Sciences gait pediatrics prosthetics dynamic time warping motion analysis |
| title | Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| title_full | Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| title_fullStr | Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| title_full_unstemmed | Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| title_short | Assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| title_sort | assessment of knee flexion in young children with prosthetic knee components using dynamic time warping |
| topic | gait pediatrics prosthetics dynamic time warping motion analysis |
| url | https://www.frontiersin.org/articles/10.3389/fresc.2023.1227870/full |
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