Scientific Reports · 2024 · 17 citations · 37 references
MedicinePhysical MedicineRehabilitation MedicineMovement AnalysisRehabilitationStroke RehabilitationGait AnalysisGait AssessmentGait BiomechanicsGait DisordersGait ImpairmentGait RehabilitationGaitGait KinematicsHuman Gait KinematicsKinematic Gait AnalysisLower Extremity KinematicsLower Limb FunctionPost-stroke GaitStride Length
Post-stroke gait disorders involve altered lower limb kinematics. Recently, the endpoint of the lower limb has been used as a control variable to understand gait kinematics better. In a cross-sectional study of sixty-seven post-stroke patients, the limb extension angle and effective limb length during gait were used as input variables with a mixed Gaussian model-based probabilistic clustering approach to identify five distinct clusters. Each cluster had unique characteristics related to motor paralysis, spasticity, balance ability, and gait strategy. Cluster 1 exhibited high limb extension angle and length values, indicating increased spasticity. Cluster 2 had moderate extension angles and high limb lengths, indicating increased spasticity and reduced balance ability. Cluster 3 had low limb extension angles and high limb length, indicating reduced balance ability, more severe motor paralysis, and increased spasticity. Cluster 4 demonstrated high extension angles and short limb lengths, with a gait strategy that prioritized stride length in the component of gait speed. Cluster 5 had moderate extension angles and short limb lengths, with a gait strategy that prioritized cadence in the component of gait speed. These findings provide valuable insights into post-stroke gait impairment and can guide the development of personalized and effective rehabilitation strategies.
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Model-Based Gaussian and Non-Gaussian Clustering
Jeffrey D. Banfield, Adrian E. Raftery · Biometrics · 1993 · 2.4K citations
Classification of Walking Handicap in the Stroke Population
Jacquelin Perry, Mary Jane Garrett, JoAnne K. Gronley et al. · Stroke · 1995 · 1.6K citations
Medicine, Rehabilitation Medicine, Functional Assessment +16