ArticleFrontiers in human neuroscience2020
Physics-Based Simulations to Predict the Differential Effects of Motor Control and Musculoskeletal Deficits on Gait Dysfunction in Cerebral Palsy: A Retrospective Case Study.
Article in Frontiers in human neuroscience, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.
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Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it, 79 citations in OpenAlex.
- Perception, assessment, and coaching: a systematic review and taxonomy of computer vision-based physical rehabilitation techniques.Frontiers in rehabilitation sciences · 2026Pooled it
- How muscle ageing affects rapid goal-directed movement: mechanistic insights from a simple model.PLoS computational biology · 2026Article
- Reproducible Research: Computational Design of Personalized Clinical Treatments for Walking Impairments Using the Neuromusculoskeletal Modeling Pipeline.bioRxiv : the preprint server for biology · 2026Article
- Evaluating the rehabilitative and assistive impact of the Agilik exoskeleton: a pre-post single-group study in children with cerebral palsy.Frontiers in medicine · 2026Article
- Functional symmetrization of neuromotor modules during locomotor development in human infants.Communications biology · 2025Article
- Advancements in Understanding Spasticity: A Neuromusculoskeletal Modeling Perspective.Journal of clinical medicine · 2025Review
- Estimating the contribution of musculoskeletal impairments to altered gait kinematics in children with cerebral palsy using predictive simulations.Journal of neuroengineering and rehabilitation · 2025Article
- A PRISMA systematic review through time on predictive musculoskeletal simulations.Journal of neuroengineering and rehabilitation · 2025Article
- Influence of crouch angle on lower-extremity kinetic gait profile and walk distance in children with cerebral palsy: a cross-sectional study.BMC biomedical engineering · 2025Article
- Muscle weakness but also contractures contribute to the progressive gait pathology in children with Duchenne muscular dystrophy: a simulation study.Journal of neuroengineering and rehabilitation · 2025Article
- Motor modules are largely unaffected by pathological walking biomechanics: a simulation study.Journal of neuroengineering and rehabilitation · 2025Article
- Estimation of Forces and Powers in Ergometer and Scull Rowing Based on Long Short-Term Memory Neural Networks.Sensors (Basel, Switzerland) · 2025Article
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- Calibrated muscle models improve tracking simulations without enhancing gait predictions.PloS one · 2025Article
- Does crouch alter the effects of neuromuscular impairments on gait? A simulation study.Journal of biomechanics · 2024Article
- Optimal fibre length and maximum isometric force are the most influential parameters when modelling muscular adaptations to unloading using Hill-type muscle models.Frontiers in physiology · 2024Article
- Discovering individual-specific gait signatures from data-driven models of neuromechanical dynamics.PLoS computational biology · 2023Article
- The impact of intrinsic muscle properties on simulated reaching performance.Computer methods in biomechanics and biomedical engineering · 2023Article
- Recent developments in muscle synergy analysis in young people with neurodevelopmental diseases: A Systematic Review.Frontiers in bioengineering and biotechnology · 2023Review
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Authors and funding
14 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Physics-based simulations of walking have the theoretical potential to support clinical decision-making by predicting the functional outcome of treatments in terms of walking performance. Yet before using such simulations in clinical practice, their ability to identify the main treatment targets in specific patients needs to be demonstrated. In this study, we generated predictive simulations of walking with a medical imaging based neuro-musculoskeletal model of a child with cerebral palsy presenting crouch gait. We explored the influence of altered muscle-tendon properties, reduced neuromuscular control complexity, and spasticity on gait dysfunction in terms of joint kinematics, kinetics, muscle activity, and metabolic cost of transport. We modeled altered muscle-tendon properties by personalizing Hill-type muscle-tendon parameters based on data collected during functional movements, simpler neuromuscular control by reducing the number of independent muscle synergies, and spasticity through delayed muscle activity feedback from muscle force and force rate. Our simulations revealed that, in the presence of aberrant musculoskeletal geometries, altered muscle-tendon properties rather than reduced neuromuscular control complexity and spasticity were the primary cause of the crouch gait pattern observed for this child, which is in agreement with the clinical examination. These results suggest that muscle-tendon properties should be the primary target of interventions aiming to restore an upright gait pattern for this child. This suggestion is in line with the gait analysis following muscle-tendon property and bone deformity corrections. Future work should extend this single case analysis to more patients in order to validate the ability of our physics-based simulations to capture the gait patterns of individual patients pre- and post-treatment. Such validation would open the door for identifying targeted treatment strategies with the aim of designing optimized interventions for neuro-musculoskeletal disorders.
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