Document Type
Article
Language
eng
Format of Original
7 p.
Publication Date
1-2015
Publisher
Elsevier
Source Publication
Gait & Posture
Source ISSN
0966-6362
Original Item ID
doi: 10.1016/j.gaitpost.2014.10.027
Abstract
Background
Elevated kinematic variability of the foot and ankle segments exists during gait among individuals with equinovarus secondary to hemiplegic cerebral palsy (CP). Clinicians have previously addressed such variability by developing classification schemes to identify subgroups of individuals based on their kinematics.
Objective
To identify kinematic subgroups among youth with equinovarus secondary to CP using 3-dimensional multi-segment foot and ankle kinematics during locomotion as inputs for principal component analysis (PCA), and K-means cluster analysis.
Methods
In a single assessment session, multi-segment foot and ankle kinematics using the Milwaukee Foot Model (MFM) were collected in 24 children/adolescents with equinovarus and 20 typically developing children/adolescents.
Results
PCA was used as a data reduction technique on 40 variables. K-means cluster analysis was performed on the first six principal components (PCs) which accounted for 92% of the variance of the dataset. The PCs described the location and plane of involvement in the foot and ankle. Five distinct kinematic subgroups were identified using K-means clustering. Participants with equinovarus presented with variable involvement ranging from primary hindfoot or forefoot deviations to deformity that included both segments in multiple planes.
Conclusion
This study provides further evidence of the variability in foot characteristics associated with equinovarus secondary to hemiplegic CP. These findings would not have been detected using a single segment foot model. The identification of multiple kinematic subgroups with unique foot and ankle characteristics has the potential to improve treatment since similar patients within a subgroup are likely to benefit from the same intervention(s).
Recommended Citation
Krzak, Joseph; Corcos, Daniel M.; Damiano, Diane L.; Graf, Adam; Hedeker, Donald; Smith, Peter A.; and Harris, Gerald F., "Kinematic Foot Types in Youth with Equinovarus Secondary to Hemiplegia" (2015). Biomedical Engineering Faculty Research and Publications. 361.
https://epublications.marquette.edu/bioengin_fac/361
Comments
Accepted version. Gait & Posture, Vol. 41, No. 2 (February 2015): 402-408. DOI. © 2014 Elsevier B.V. Used with permission.