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

Heller, A.-D., Valleriani, A., & Cipitria, A. (2024). Phase diagrams of bone remodeling using a 3D stochastic cellular automaton. PLOS ONE, 19(6): e0304694. doi:10.1371/journal.pone.0304694.

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 Creators:
Heller, Anna-Dorothea1, Author           
Valleriani, Angelo2, Author           
Cipitria, Amaia1, Author                 
Affiliations:
1Amaia Cipitria, Biomaterialien, Max Planck Institute of Colloids and Interfaces, Max Planck Society, ou_2489692              
2Angelo Valleriani, Biomaterialien, Max Planck Institute of Colloids and Interfaces, Max Planck Society, ou_3360042              

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 Abstract: 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.

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Language(s): eng - English
 Dates: 2024-06-112024
 Publication Status: Issued
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 Identifiers: DOI: 10.1371/journal.pone.0304694
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Title: PLOS ONE
  Abbreviation : PLOS ONE
Source Genre: Journal
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Publ. Info: San Francisco, CA : Public Library of Science
Pages: - Volume / Issue: 19 (6) Sequence Number: e0304694 Start / End Page: - Identifier: ISSN: 1932-6203