Related Experiment Video
Updated: Jul 4, 2026
Cognitive Function and Upper Limb Rehabilitation Training Post-Stroke Using a Digital Occupational Training System
Published on: December 29, 2023
Time-course of changes in arm impairment after stroke: variables predicting motor recovery over 12 months
Mehdi M Mirbagheri1, W Zev Rymer
1Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL 60611, USA. Mehdi@northwestern.edu
Objectives:
To characterize the time-course of changes in motor recovery in the upper extremity of hemiparetic stroke survivors over a 1-year interval after stroke, and to use kinematic and kinetic recordings of elbow voluntary movement at 1 month to predict recovery over this 1-year period.
Design:
Motor impairment was assessed using the Fugl-Meyer Assessment (FMA) of the upper extremity. The angular elbow movement trajectory and its derivatives were recorded. Limb kinetics were quantified using maximum voluntary contractions. Subjects were examined at 1, 2, 3, 6, and 12 months after stroke. The growth mixture model was used to characterize the recovery patterns of the FMA over 1 year, and a logistic regression analysis was used to predict these patterns with the kinematic and kinetic measures recorded at 1 month.
Setting:
A hospital-based laboratory with a movement testing system including position and torque sensors.
Participants:
Hemiparetic stroke survivors (N=20) with upper-extremity impairment recruited within 4 weeks poststroke.
Interventions:
Not applicable.
Main Outcome Measures:
Kinematic parameters, including active range of motion, peak velocity, peak acceleration, movement smoothness, and movement speed; kinetic parameters, including isometric voluntary contraction of elbow extensors and flexors; and clinical measurement of motor impairment (FMA).
Results:
We found 2 classes of recovery patterns. Class 1 subjects started with a low-level FMA score and then increased quickly before tapering off gradually. Conversely, class 2 subjects started with a high-level FMA score that remained constant or increased slightly. Using logistic regression, the impact of each kinematic and kinetic measure on class membership was characterized. The class assignment helped predict the recovery pattern of motor impairment for each subject.
Conclusions:
Using elbow kinematic and kinetic measures 1 month after stroke, we were able to predict accurately the recovery of arm impairment in subjects with hemiparetic stroke at different time points in the first year. This information is of potential value for planning targeted therapeutic interventions.
