Phase diagrams of bone remodeling using a 3D stochastic cellular automaton.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2024
Historique:
received: 15 02 2024
accepted: 16 05 2024
medline: 11 6 2024
pubmed: 11 6 2024
entrez: 11 6 2024
Statut: epublish

Résumé

We propose a 3D stochastic cellular automaton model, governed by evolutionary game theory, to simulate bone remodeling dynamics. The model includes four voxel states: Formation, Quiescence, Resorption, and Environment. We simulate the Resorption and Formation processes on separate time scales to explore the parameter space and derive a phase diagram that illustrates the sensitivity of these processes to parameter changes. Combining these results, we simulate a full bone remodeling cycle. Furthermore, we show the importance of modeling small neighborhoods for studying local bone microenvironment controls. This model can guide experimental design and, in combination with other models, it could assist to further explore external impacts on bone remodeling. Consequently, this model contributes to an improved understanding of complex dynamics in bone remodeling dynamics and exploring alterations due to disease or drug treatment.

Identifiants

pubmed: 38861484
doi: 10.1371/journal.pone.0304694
pii: PONE-D-24-06092
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0304694

Informations de copyright

Copyright: © 2024 Heller et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Auteurs

Anna-Dorothea Heller (AD)

Department of Biomaterials, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany.

Angelo Valleriani (A)

Department of Biomaterials, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany.

Amaia Cipitria (A)

Department of Biomaterials, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany.
Group of Bioengineering in Regeneration and Cancer, Biogipuzkoa Health Research Institute, San Sebastian, Spain.
IKERBASQUE, Basque Foundation for Science, Bilbao, Spain.

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