Agent-based computational model investigates muscle-specific responses to disuse-induced atrophy
Authored by Kyle S Martin, Silvia S Blemker, Shayn M Peirce
Date Published: 2015
DOI: 10.1152/japplphysiol.01150.2014
Sponsors:
United States National Science Foundation (NSF)
Platforms:
NetLogo
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
https://simtk.org/home/muscle_abm
Abstract
Skeletal muscle is highly responsive to use. In particular, muscle
atrophy attributable to decreased activity is a common problem among the
elderly and injured/immobile. However, each muscle does not respond the
same way. We developed an agent-based model that generates a
tissue-level skeletal muscle response to disuse/immobilization. The
model incorporates tissue-specific muscle fiber architecture parameters
and simulates changes in muscle fiber size as a result of disuse-induced
atrophy that are consistent with published experiments. We created
simulations of 49 forelimb and hindlimb muscles of the rat by
incorporating eight fiber-type and size parameters to explore how these
parameters, which vary widely across muscles, influence sensitivity to
disuse-induced atrophy. Of the 49 muscles modeled, the soleus exhibited
the greatest atrophy after 14 days of simulated immobilization (51\%
decrease in fiber size), whereas the extensor digitorum communis
atrophied the least (32\%). Analysis of these simulations revealed that
both fiber-type distribution and fiber-size distribution influence the
sensitivity to disuse atrophy even though no single tissue architecture
parameter correlated with atrophy rate. Additionally, software agents
representing fibroblasts were incorporated into the model to investigate
cellular interactions during atrophy. Sensitivity analyses revealed that
fibroblast agents have the potential to affect disuse-induced atrophy, albeit with a lesser effect than fiber type and size. In particular, muscle atrophy elevated slightly with increased initial fibroblast
population and increased production of TNF-alpha. Overall, the
agent-based model provides a novel framework for investigating both
tissue adaptations and cellular interactions in skeletal muscle during
atrophy.
Tags
Tumor-necrosis-factor
Nf-kappa-b
Intramuscular connective-tissue
Patellar tendon fibroblasts
Growth-factor-beta
Skeletal-muscle
Hindlimb suspension
Soleus muscle
Rat hindlimb
Protein-turnover