In silico model of mechano-biochemical bone remodeling characterizes the therapeutic effects of osteoporosis drugs depending on the action mechanism

Yoshitaka Kameo , Kei Imai , Yuki Miya , Young Kwan Kim , Taiji Adachi
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Abstract

Osteoporosis stems from an imbalance between bone resorption and formation during bone remodeling, a mechano-biochemical coupling event that intercellular signaling regulates among the bone cells in response to the mechanical environment. Osteoporosis treatment necessitates the modulation of impaired bone remodeling by drug administration to restore an appropriate balance in bone resorption–formation. Characterizing the therapeutic effects of osteoporosis drugs based on their molecular mechanisms of action is crucial to prevent adverse effects and improve the therapeutic efficacy. Herein, we characterized the therapeutic effects of osteoporosis drugs using an in silico model of mechano-biochemical bone remodeling, enabling examination of its spatial and temporal behaviors. We conducted computer simulations to assess osteoporosis drug treatments using two drugs with different mechanisms of action: an anti-receptor activator of nuclear factor-κB ligand (RANKL) antibody (denosumab) and a RANKL production inhibitor. Both drugs restored functionally-adapted trabecular bone morphology when dosages were appropriately adjusted. However, denosumab exhibited more stable therapeutic effects despite dosage changes in osteoporosis treatment. Thus, our medication simulation effectively depicted the therapeutic effects of osteoporosis drugs, illustrating their efficacy based on their mechanisms of action. We expect that medication simulations utilizing an in silico model of mechano-biochemical bone remodeling will expedite the drug discovery process by thoroughly analyzing molecular, cellular, tissue, and organ dynamics during drug treatment.
机械-生化骨重塑的计算机模型根据作用机制表征了骨质疏松药物的治疗效果
骨质疏松症源于骨重塑过程中骨吸收和骨形成之间的不平衡,这是一种机械-生化耦合事件,骨细胞之间的细胞间信号调节是对机械环境的反应。骨质疏松症的治疗需要通过给药来调节受损的骨重塑,以恢复骨吸收形成的适当平衡。基于分子作用机制来表征骨质疏松药物的治疗效果对预防不良反应和提高治疗效果至关重要。在此,我们使用机械-生化骨重塑的计算机模型来表征骨质疏松药物的治疗效果,从而检查其空间和时间行为。我们通过计算机模拟评估了两种不同作用机制的药物对骨质疏松症的治疗效果:一种是核因子-κB配体抗受体激活剂(RANKL)抗体(denosumab),另一种是RANKL产生抑制剂。当剂量适当调整时,两种药物都能恢复功能适应的小梁骨形态。然而,denosumab在骨质疏松症治疗中,尽管剂量变化,但疗效更稳定。因此,我们的药物模拟有效地描述了骨质疏松药物的治疗效果,说明了其基于作用机制的疗效。我们期望利用机械-生化骨重塑的硅模型进行药物模拟,通过彻底分析药物治疗过程中的分子、细胞、组织和器官动力学,加快药物发现过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Biomedical engineering advances
Biomedical engineering advances Bioengineering, Biomedical Engineering
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