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On Using Model Populations to Determine Mechanical Properties of Skeletal Muscle. Application to Concentric
M Sierra1, F J Miana-Mena2, B Calvo2,3
1Applied Mechanics and Bioengineering, Aragón Institute of Engineering Research (I3A), University of Zaragoza, Zaragoza, Spain. msierra@unizar.es.
Annals of Biomedical Engineering
|February 19, 2015
Summary
This study determined a range of material parameters for skeletal muscle models using a systems biology approach. The Monte Carlo method successfully predicted muscle mechanical responses, accounting for experimental variability.
Area of Science:
- Computational Biomechanics
- Skeletal Muscle Physiology
- Systems Biology
Background:
- Accurate computational models of organ systems require experimental material property evaluation.
- Muscle tissue simulations necessitate stress/strain relationships for passive and active behaviors, which often show variability.
Purpose of the Study:
- To determine a set of material parameters for a 3D skeletal muscle model.
- To develop a computational model that accounts for the inherent variability in experimental data.
Main Methods:
- A systems biology approach was employed, randomly varying material parameters to create a population of models.
- Experimental results from rat Tibialis Anterior muscle contractions were used to select a subset of models.
- The Monte Carlo method was utilized to determine muscle characteristic parameters.
Main Results:
- A reduced population of models predicted mechanical responses within the observed experimental window.
- Significant differences in muscle response were observed for varying contraction weights (1, 2, and 3 N).
- The study successfully determined a range of model parameters, not a single set.
Conclusions:
- The Monte Carlo method is effective for determining muscle characteristic parameters while considering experimental variability.
- This approach provides a more robust representation of muscle behavior compared to single-parameter sets.
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