Literature DB >> 34082761

Generalizing the predictive relationship between 1-month motor skill retention and Rey-Osterrieth Delayed Recall scores from nondemented older adults to individuals with chronic stroke: a short report.

Jennapher Lingo VanGilder1, Andrew Hooyman1, Pamela R Bosch2, Sydney Y Schaefer3,4.   

Abstract

Motor learning is fundamental to motor rehabilitation outcomes. There is growing evidence from non-neurological populations supporting the role of visuospatial memory function in motor learning, but current predictive models of motor recovery of individuals with stroke generally exclude cognitive measures, thereby overlooking the potential link between motor learning and visuospatial memory. Recent work has demonstrated that a clinical test of visuospatial memory (Rey-Osterrieth Complex Figure Delayed Recall) may predict 1-month skill learning in older adults; however, whether this relationship persists in individuals with chronic stroke remains unknown. The purpose of this short report was to validate previous findings using Rey-Osterrieth Complex Figure Delayed Recall test scores to predict motor learning and determine if this relationship generalized to a set of individuals post-stroke. Two regression models (one including Delayed Recall scores and one without) were trained using data from non-stroke older adults. To determine the extent to which Delayed Recall test scores impacted prediction accuracy of 1-month skill learning in older adults, we used leave-one-out cross-validation to evaluate the prediction error between models. To test if this predictive relationship generalized to individuals with chronic ischemic stroke, we then tested each trained model on an independent stroke dataset. Results indicated that in both stroke and older adult datasets, inclusion of Delayed Recall scores explained significantly more variance of 1-month skill performance than models that included age, education, and baseline motor performance alone. This proof-of-concept suggests that the relationship between delayed visuospatial memory and 1-month motor skill performance generalizes to individuals with chronic stroke, and supports the idea that visuospatial testing may provide prognostic insight into clinical motor rehabilitation outcomes.

Entities:  

Keywords:  Model validation; Motor learning; Stroke rehabilitation; Upper extremity

Year:  2021        PMID: 34082761     DOI: 10.1186/s12984-021-00886-4

Source DB:  PubMed          Journal:  J Neuroeng Rehabil        ISSN: 1743-0003            Impact factor:   4.262


  7 in total

1.  Learning implicitly: effects of task and severity after stroke.

Authors:  Lara A Boyd; Barbara M Quaney; Patricia S Pohl; Carolee J Winstein
Journal:  Neurorehabil Neural Repair       Date:  2007-04-06       Impact factor: 3.919

2.  Asymmetry and Structure of the Fronto-Parietal Networks Underlie Visuomotor Processing in Humans.

Authors:  Sanja Budisavljevic; Flavio Dell'Acqua; Debora Zanatto; Chiara Begliomini; Diego Miotto; Raffaella Motta; Umberto Castiello
Journal:  Cereb Cortex       Date:  2017-02-01       Impact factor: 5.357

3.  An objective and standardized test of hand function.

Authors:  R H Jebsen; N Taylor; R B Trieschmann; M J Trotter; L A Howard
Journal:  Arch Phys Med Rehabil       Date:  1969-06       Impact factor: 3.966

4.  Age-related total gray matter and white matter changes in normal adult brain. Part I: volumetric MR imaging analysis.

Authors:  Yulin Ge; Robert I Grossman; James S Babb; Marcie L Rabin; Lois J Mannon; Dennis L Kolson
Journal:  AJNR Am J Neuroradiol       Date:  2002-09       Impact factor: 3.825

5.  Machine Learning Methods Predict Individual Upper-Limb Motor Impairment Following Therapy in Chronic Stroke.

Authors:  Ceren Tozlu; Dylan Edwards; Aaron Boes; Douglas Labar; K Zoe Tsagaris; Joshua Silverstein; Heather Pepper Lane; Mert R Sabuncu; Charles Liu; Amy Kuceyeski
Journal:  Neurorehabil Neural Repair       Date:  2020-03-20       Impact factor: 3.919

6.  Assessment of bilateral motor skills and visuospatial attention in children with perinatal stroke using a robotic object hitting task.

Authors:  Rachel L Hawe; Andrea M Kuczynski; Adam Kirton; Sean P Dukelow
Journal:  J Neuroeng Rehabil       Date:  2020-02-13       Impact factor: 4.262

7.  Decline in Memory, Visuospatial Ability, and Crystalized Cognitive Abilities in Older Adults: Normative Aging or Terminal Decline?

Authors:  R Bendayan; A M Piccinin; S M Hofer; D Cadar; B Johansson; G Muniz-Terrera
Journal:  J Aging Res       Date:  2017-05-29
  7 in total
  2 in total

1.  Relating Global Cognition With Upper-Extremity Motor Skill Retention in Individuals With Mild-to-Moderate Parkinson's Disease.

Authors:  Jennapher Lingo VanGilder; Cielita Lopez-Lennon; Serene S Paul; Leland E Dibble; Kevin Duff; Sydney Y Schaefer
Journal:  Front Rehabil Sci       Date:  2021-10-22

2.  Using whole-brain diffusion tensor analysis to evaluate white matter structural correlates of delayed visuospatial memory and one-week motor skill retention in nondemented older adults: A preliminary study.

Authors:  Jennapher Lingo VanGilder; Maurizio Bergamino; Andrew Hooyman; Megan C Fitzhugh; Corianne Rogalsky; Jill C Stewart; Scott C Beeman; Sydney Y Schaefer
Journal:  PLoS One       Date:  2022-09-22       Impact factor: 3.752

  2 in total

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