Literature DB >> 22954469

Stochastic cellular automata model of cell migration, proliferation and differentiation: validation with in vitro cultures of muscle satellite cells.

N Garijo1, R Manzano, R Osta, M A Perez.   

Abstract

Cell migration and proliferation has been modelled in the literature as a process similar to diffusion. However, using diffusion models to simulate the proliferation and migration of cells tends to create a homogeneous distribution in the cell density that does not correlate to empirical observations. In fact, the mechanism of cell dispersal is not diffusion. Cells disperse by crawling or proliferation, or are transported in a moving fluid. The use of cellular automata, particle models or cell-based models can overcome this limitation. This paper presents a stochastic cellular automata model to simulate the proliferation, migration and differentiation of cells. These processes are considered as completely stochastic as well as discrete. The model developed was applied to predict the behaviour of in vitro cell cultures performed with adult muscle satellite cells. Moreover, non homogeneous distribution of cells has been observed inside the culture well and, using the above mentioned stochastic cellular automata model, we have been able to predict this heterogeneous cell distribution and compute accurate quantitative results. Differentiation was also incorporated into the computational simulation. The results predicted the myotube formation that typically occurs with adult muscle satellite cells. In conclusion, we have shown how a stochastic cellular automata model can be implemented and is capable of reproducing the in vitro behaviour of adult muscle satellite cells.
Copyright © 2012 Elsevier Ltd. All rights reserved.

Mesh:

Year:  2012        PMID: 22954469     DOI: 10.1016/j.jtbi.2012.08.004

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


  4 in total

Review 1.  In vitro myoblast motility models: investigating migration dynamics for the study of skeletal muscle repair.

Authors:  K P Goetsch; K H Myburgh; Carola U Niesler
Journal:  J Muscle Res Cell Motil       Date:  2013-10-23       Impact factor: 2.698

2.  ALS-Linked P56S-VAPB Mutation Impairs the Formation of Multinuclear Myotube in C2C12 Cells.

Authors:  Yukako Tokutake; Keita Yamada; Masaki Ohata; Yoshihito Obayashi; Megumi Tsuchiya; Shinichi Yonekura
Journal:  Int J Mol Sci       Date:  2015-08-10       Impact factor: 5.923

3.  Modeling cell adhesion and proliferation: a cellular-automata based approach.

Authors:  J Vivas; D Garzón-Alvarado; M Cerrolaza
Journal:  Adv Model Simul Eng Sci       Date:  2015-12-02

4.  Modeling Living Cells Within Microfluidic Systems Using Cellular Automata Models.

Authors:  Julia Ballesteros Hernando; Milagros Ramos Gómez; Andrés Díaz Lantada
Journal:  Sci Rep       Date:  2019-10-17       Impact factor: 4.379

  4 in total

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