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纳入细胞-细胞因子动力学的骨模型参数化临床数据:文献系统评价

Clinical Data for Parametrization of Bone Models Incorporating Cell-Cytokine Dynamics: A Systematic Review of Literature.

作者信息

Ledoux Charles, Boaretti Daniele, Sachan Akanksha, Müller Ralph, Collins Caitlyn J

机构信息

Institute for Biomechanics, ETH Zurich, Zurich, Switzerland.

Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India.

出版信息

Front Bioeng Biotechnol. 2022 Jul 12;10:901720. doi: 10.3389/fbioe.2022.901720. eCollection 2022.

Abstract

simulations aim to provide fast, inexpensive, and ethical alternatives to years of costly experimentation on animals and humans for studying bone remodeling, its deregulation during osteoporosis and the effect of therapeutics. Within the varied spectrum of modeling techniques, bone cell population dynamics and agent-based multiphysics simulations have recently emerged as useful tools to simulate the effect of specific signaling pathways. In these models, parameters for cell and cytokine behavior are set based on experimental values found in literature; however, their use is currently limited by the lack of clinical data on cell numbers and their behavior as well as cytokine concentrations, diffusion, decay and reaction rates. Further, the settings used for these parameters vary across research groups, prohibiting effective cross-comparisons. This review summarizes and evaluates the clinical trial literature that can serve as input or validation for models of bone remodeling incorporating cells and cytokine dynamics in post-menopausal women in treatment, and control scenarios. The GRADE system was used to determine the level of confidence in the reported data, and areas lacking in reported measures such as binding site occupancy, reaction rates and cell proliferation, differentiation and apoptosis rates were highlighted as targets for further research. We propose a consensus for the range of values that can be used for the cell and cytokine settings related to the RANKL-RANK-OPG, TGF-β and sclerostin pathways and a Levels of Evidence-based method to estimate parameters missing from clinical trial literature.

摘要

模拟旨在提供快速、廉价且符合伦理的替代方案,以取代多年来在动物和人类身上进行的昂贵实验,用于研究骨重塑、骨质疏松症期间的骨重塑失调以及治疗方法的效果。在各种建模技术中,骨细胞群体动力学和基于智能体的多物理场模拟最近已成为模拟特定信号通路效果的有用工具。在这些模型中,细胞和细胞因子行为的参数是根据文献中发现的实验值设置的;然而,目前它们的应用受到限制,因为缺乏关于细胞数量及其行为以及细胞因子浓度、扩散、衰减和反应速率的临床数据。此外,这些参数的设置在不同研究组之间存在差异,阻碍了有效的交叉比较。本综述总结并评估了临床试验文献,这些文献可作为治疗和对照场景下绝经后妇女骨重塑模型(纳入细胞和细胞因子动力学)的输入或验证。采用GRADE系统来确定报告数据的置信水平,并强调报告措施中缺乏的领域,如结合位点占有率、反应速率以及细胞增殖、分化和凋亡率,作为进一步研究的目标。我们针对与RANKL-RANK-OPG、TGF-β和骨硬化蛋白途径相关的细胞和细胞因子设置提出了一个值范围的共识,以及一种基于证据水平的方法来估计临床试验文献中缺失的参数。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ef2/9335409/1fe303f6d92f/fbioe-10-901720-g001.jpg

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