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

被引:0
作者
Heller, Anna-Dorothea [1 ]
Valleriani, Angelo [1 ]
Cipitria, Amaia [1 ,2 ,3 ]
机构
[1] Max Planck Inst Colloids & Interfaces, Dept Biomat, Potsdam, Germany
[2] Biogipuzkoa Hlth Res Inst, Grp Bioengn Regenerat & Canc, San Sebastian, Spain
[3] Basque Fdn Sci, IKERBASQUE, Bilbao, Spain
来源
PLOS ONE | 2024年 / 19卷 / 06期
关键词
AUTOCRINE REGULATION; COMPUTER-SIMULATION; ADAPTATION; RESORPTION; MAINTENANCE; PREDICTION; BIOLOGY;
D O I
10.1371/journal.pone.0304694
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
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页数:20
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