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Nonlinear modeling and control strategies for bone diseases based on TGFβ and Wnt factors

机译:基于TGFβ和WNT因子的骨疾病非线性建模与控制策略

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Bone remodeling is regulated by numerous signaling pathways being transforming growth factor-beta (TGF beta) and Wnt crucial for coupling bone formation and elimination activities. Bone diseases, such as osteoporosis and bone metastasis, develop when the bone cells cross-talk is corrupted which causes unbalanced bone mass production. In this work, we explore the effects of TGF beta and Wnt in bone dynamics based on a proposed mathematical model, and thereby study different disease control strategies. In particular, we find steady-states of proposed mathematical models, and show bifurcation diagrams that indicate nonlinear dynamical behavior, such as Hopf bifurcations and hysteresis. The implications of these findings on dynamical behavior are then discussed in the context of bone diseases. Finally, using control theory, we also address the question about how input or inhibition combination therapies may help in the control of osteoporosis and cancer-induced bone disease. Numerical simulations are performed to simulate the dynamical behavior of the bone microenvironment and to analyze different treatment combinations (conventional and novel). A discussion of the results is carried out. (C) 2021 Elsevier B.V. All rights reserved.
机译:骨重塑是由多种信号传导途径调节,其转化生长因子-β(TGFβ)和WNT用于偶联骨形成和消除活性至关重要。骨疾病,如骨质疏松症和骨转移,在骨细胞串扰被腐蚀时发生,这导致骨批量生产不平衡。在这项工作中,我们基于拟议的数学模型探讨TGFβ和WNT在骨动力学中的影响,从而研究不同的疾病控制策略。特别是,我们发现所提出的数学模型的稳定状态,并显示指示非线性动力学行为的分叉图,例如Hopf分叉和滞后。然后在骨病的背景下讨论了这些发现对动态行为对动态行为的影响。最后,使用对照理论,我们还解决了关于输入或抑制联合疗法如何有助于控制骨质疏松症和癌症诱导的骨病的问题。进行数值模拟以模拟骨微环境的动态行为,分析不同的处理组合(常规和新颖)。对结果进行了讨论。 (c)2021 Elsevier B.v.保留所有权利。

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