Motor learning in children with cerebral palsy with feedback of principal component space of reduced dimension

Citlali Lopez-Ortiz, Julia M. Simkowski, Wendolyn Gomez, Nikolay S. Stoykov, Deborah J.Geabler Spira

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Cerebral palsy (CP) is the most common developmental motor disorder in children characterized by atypical or abnormal muscle tone, weakness, and reduced selective motor control. This results in abnormal movements and postures. Augmented therapeutic modalities to train selective motor control are needed in CP rehabilitation. We investigated motor learning in children with CP (n=9, ages 8-12, GMFCS =I,II) by providing feedback in a virtual reality (VR) environment of reduced dimensions consisting only of the first two principal components (PCs) of the space of target postures from a group of typically developing children (n=8, ages 8-12). After six training sessions we observed the following changes in the children’s motor control: a) increased variance in the first principal component; b) reduced variance in the non- relevant principal components; and c) increased the number of target matches. These results suggest that feedback of reduced dimensions by remapping space into its main principal components in a game like environment may increase selective motor control in children with CP.

Original languageEnglish (US)
Title of host publicationConverging Clinical and Engineering Research on Neurorehabilitation
EditorsJosé L Pons, Diego Torricelli, Marta Pajaro
PublisherSpringer International Publishing
Pages311-315
Number of pages5
ISBN (Electronic)978-3-642-34546-3
ISBN (Print)978-3-642-34545-6
DOIs
StatePublished - Jan 1 2013
Event2012 International Conference on NeuroRehabilitation - Toledo, Spain
Duration: Nov 14 2012Nov 16 2012
http://www.icnr2012.org/

Publication series

NameBiosystems and Biorobotics
Volume1
ISSN (Print)2195-3562
ISSN (Electronic)2195-3570

Conference

Conference2012 International Conference on NeuroRehabilitation
Abbreviated titleICNR2012
CountrySpain
CityToledo
Period11/14/1211/16/12
Internet address

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Keywords

  • virtual reality
  • cerebral palsy
  • typically develop
  • typically develop child
  • typically develop group

ASJC Scopus subject areas

  • Biomedical Engineering
  • Mechanical Engineering
  • Artificial Intelligence

Cite this

Lopez-Ortiz, C., Simkowski, J. M., Gomez, W., Stoykov, N. S., & Spira, D. J. G. (2013). Motor learning in children with cerebral palsy with feedback of principal component space of reduced dimension. In J. L. Pons, D. Torricelli, & M. Pajaro (Eds.), Converging Clinical and Engineering Research on Neurorehabilitation (pp. 311-315). (Biosystems and Biorobotics; Vol. 1). Springer International Publishing. https://doi.org/10.1007/978-3-642-34546-3_49