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Prediction of Growth Factor Effects on Engineered Cartilage Composition Using Deterministic and Stochastic Modeling

机译:使用确定性和随机模型预测生长因子对工程软骨成分的影响

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摘要

In the design of engineered tissues, guided balance of biomaterial degeneration with tissue synthesis offers refined control of construct development. The objective of this study was to develop a mathematical model that describes the steady state metabolism of extracellular matrix molecules (ECM: glycosaminoglycan and collagen) in an engineered cartilage construct taking into account localized environmental changes that may arise because of the application of growth factors. The variable effects of growth factors were incorporated in the form of random noise rather than the difference in rates of synthesis and catabolism. Thus, the frequency of ECM accumulation for each matrix molecule in the steady state under the random influence of growth factor was produced relative to the matrix carrying capacity. Published synthesis-rate time constants and steady state ECM conditions from chondrocyte-polymer scaffold composites provided both input and validation for the model. Although the presence of growth factors in the presented system dynamics were considered randomized, the results described a positive feedback or promotional ECM synthesis at low levels of growth factors. While a negative feedback or inhibition of ECM synthesis was characterized at higher levels of growth factors. This transition phenomenon is based on a comparison with the results of a steady state condition in the form of a deterministic model and supports previous reports of guided accumulation in musculoskeletal, connective, and neuronal tissues.
机译:在工程组织的设计中,生物材料变性与组织合成之间的平衡导引提供了对构建体发育的精确控制。这项研究的目的是开发一种数学模型,该模型描述在工程化的软骨构造中细胞外基质分子(ECM:糖胺聚糖和胶原蛋白)的稳态代谢,同时考虑到由于生长因子的应用而可能引起的局部环境变化。生长因子的可变效应以随机噪声的形式出现,而不是合成和分解代谢速率的差异。因此,相对于基质承载能力,产生了在生长因子的随机影响下稳态下每个基质分子的ECM积累频率。软骨细胞-聚合物支架复合材料公布的合成速率时间常数和稳态ECM条件为模型提供了输入和验证。尽管所提出的系统动力学中存在生长因子被认为是随机的,但结果描述了在低水平的生长因子下的正反馈或促进性ECM合成。负反馈或抑制ECM合成的特征是生长因子水平较高。这种过渡现象是基于与确定性模型形式的稳态条件的比较,并支持先前在肌肉骨骼,结缔组织和神经元组织中指导积累的报道。

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