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A novel simulation model for stem cells differentiation

机译:干细胞分化的新型仿真模型

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摘要

A novel mathematical model to simulate mesenchymal stem cells differentiation into specialized cells is proposed. The model is based upon material balances for extracellular matrix compounds, growth factors and nutrients coupled with a mass-structured population balance describing cell growth, proliferation and differentiation. The proposed model is written in a general form and it may be used to simulate a generic cell differentiation pathway occurring in vivo or during in vitro cultivation when specific growth factors are used. Literature experimental data concerning the differentiation of mesenchymal stem cells into chondrocytes in terms of total DNA and glycosaminoglycan content are successfully compared with model results, thus demonstrating the validity of the proposed model as well as its predictive capability. A further test of the model capability is performed for the case of in vivo fracture healing during which mesenchymal stem cells differentiate into chondrocytes and osteoblasts. Considerations about the extension of the proposed model to different pathologies beside fracture healing are reported. Finally, sensitivity analysis of model parameters is also performed in order to clarify what mechanisms most strongly influence differentiation and the distribution of cell types.
机译:提出了一种新的数学模型来模拟间充质干细胞分化为专门的细胞。该模型基于细胞外基质化合物,生长因子和营养物质的物质平衡,以及描述细胞生长,增殖和分化的质量结构化种群平衡。提出的模型以一般形式编写,当使用特定生长因子时,可用于模拟体内或体外培养过程中发生的通用细胞分化途径。成功地将关于间充质干细胞分化为软骨细胞的DNA和糖胺聚糖含量方面的文献实验数据与模型结果进行了比较,从而证明了所提模型的有效性及其预测能力。对于体内骨折愈合的情况,对模型能力进行了进一步测试,在此期间,间充质干细胞分化为软骨细胞和成骨细胞。报告了有关将模型扩展到除骨折愈合以外的其他病理方面的考虑。最后,还进行了模型参数的敏感性分析,以阐明最强烈影响分化和细胞类型分布的机制。

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