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Multiscale Modeling and Analysis of Planar Cell Polarity in the Drosophila Wing

机译:果蝇翼中平面细胞极性的多尺度建模和分析

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Modeling across multiple scales is a current challenge in Systems Biology, especially when applied to multicellular organisms. In this paper, we present an approach to model at different spatial scales, using the new concept of Hierarchically Colored Petri Nets (HCPN). We apply HCPN to model a tissue comprising multiple cells hexagonally packed in a honeycomb formation in order to describe the phenomenon of Planar Cell Polarity (PCP) signaling in Drosophila wing. We have constructed a family of related models, permitting different hypotheses to be explored regarding the mechanisms underlying PCP. In addition our models include the effect of well-studied genetic mutations. We have applied a set of analytical techniques including clustering and model checking over time series of primary and secondary data. Our models support the interpretation of biological observations reported in the literature.
机译:跨多个尺度的建模是系统生物学当前的挑战,尤其是应用于多细胞生物时。在本文中,我们提出了一种使用层次着色Petri网(HCPN)的新概念在不同空间尺度上建模的方法。我们应用HCPN来建模一个组织,该组织包括以蜂窝状排列的六边形堆积的多个细胞,以描述果蝇翼中的平面细胞极性(PCP)信号现象。我们已经构建了一系列相关模型,允许探讨关于PCP潜在机制的不同假设。此外,我们的模型还包括经过充分研究的遗传突变的影响。我们已经应用了一套分析技术,包括在主数据和辅助数据的时间序列上进行聚类和模型检查。我们的模型支持文献中报道的生物学观察结果的解释。

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