title: Cellular automata model for human articular chondrocytes migration, proliferation and cell death: An in vitro validation.
abstract: Articular cartilage is characterized by low cell density of only one cell type, chondrocytes, and has limited self-healing properties. When articular cartilage is affected by traumatic injuries, a therapeutic strategy such as autologous chondrocyte implantation is usually proposed for its treatment. This approach requires in vitro chondrocyte expansion to yield high cell number for cell transplantation. To improve the efficiency of this procedure, it is necessary to assess cell dynamics such as migration, proliferation and cell death during culture. Computational models such as cellular automata can be used to simulate cell dynamics in order to enhance the result of cell culture procedures. This methodology has been implemented for several cell types; however, an experimental validation is required for each one. For this reason, in this research a cellular automata model, based on random-walk theory, was devised in order to predict articular chondrocyte behavior in monolayer culture during cell expansion. Results demonstrated that the cellular automata model corresponded to cell dynamics and computed-accurate quantitative results. Moreover, it was possible to observe that cell dynamics depend on weighted probabilities derived from experimental data and cell behavior varies according to the cell culture period. Thus, depending on whether cells were just seeded or proliferated exponentially, culture time probabilities differed in percentages in the CA model. Furthermore, in the experimental assessment a decreased chondrocyte proliferation was observed along with increased passage number. This approach is expected to having other uses as in enhancing articular cartilage therapies based on tissue engineering and regenerative medicine.
authors.affiliation: Universidad Nacional de Colombia, School of Medicine, Bogotá, Colombia.|Instituto de Biotecnología, Universidad Nacional de Colombia, Biomimetics Laboratory, Bogotá, Colombia.
authors.forename: J J
authors.initials: JJ
authors.lastname: Vaca-González
authors.affiliation: Universidad Nacional de Colombia, Numerical Methods and Modeling Research Group, Bogotá, Colombia.
authors.forename: M L
authors.initials: ML
authors.lastname: Gutiérrez
authors.affiliation: Institute for the Study of Inborn Errors of Metabolism, Pontificia Universidad Javeriana, Bogotá, Colombia.
authors.forename: J M
authors.initials: JM
authors.lastname: Guevara
authors.affiliation: Universidad Nacional de Colombia, Numerical Methods and Modeling Research Group, Bogotá, Colombia.|Instituto de Biotecnología, Universidad Nacional de Colombia, Biomimetics Laboratory, Bogotá, Colombia.
authors.forename: D A
authors.initials: DA
authors.lastname: Garzón-Alvarado
mesh_terms: D002358:Cartilage, Articular; D018929:Cell Culture Techniques; D016923:Cell Death; D049109:Cell Proliferation; D019902:Chondrocytes; D006801:Humans; D008954:Models, Biological; D023822:Tissue Engineering
keywords: Cellular automata; cell death; chondrocyte; migration; proliferation