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使用具有与基因调控网络关系的元布尔树模型对细胞谱系进行建模。

Modelling cell lineage using a meta-Boolean tree model with a relation to gene regulatory networks.

机构信息

Department of Electrical Engineering, Linköping University, Sweden.

出版信息

J Theor Biol. 2011 Jan 7;268(1):62-76. doi: 10.1016/j.jtbi.2010.10.003. Epub 2010 Oct 12.

Abstract

A cell lineage is the ancestral relationship between a group of cells that originate from a single founder cell. For example, in the embryo of the nematode Caenorhabditis elegans an invariant cell lineage has been traced, and with this information at hand it is possible to theoretically model the emergence of different cell types in the lineage, starting from the single fertilized egg. In this report we outline a modelling technique for cell lineage trees, which can be used for the C. elegans embryonic cell lineage but also extended to other lineages. The model takes into account both cell-intrinsic (transcription factor-based) and -extrinsic (extracellular) factors as well as synergies within and between these two types of factors. The model can faithfully recapitulate the entire C. elegans cell lineage, but is also general, i.e., it can be applied to describe any cell lineage. We show that synergy between factors, as well as the use of extrinsic factors, drastically reduce the number of regulatory factors needed for recapitulating the lineage. The model gives indications regarding co-variation of factors, number of involved genes and where in the cell lineage tree that asymmetry might be controlled by external influence. Furthermore, the model is able to emulate other (Boolean, discrete and differential-equation-based) models. As an example, we show that the model can be translated to the language of a previous linear sigmoid-limited concentration-based model (Geard and Wiles, 2005). This means that this latter model also can exhibit synergy effects, and also that the cumbersome iterative technique for parameter estimation previously used is no longer needed. In conclusion, the proposed model is general and simple to use, can be mapped onto other models to extend and simplify their use, and can also be used to indicate where synergy and external influence would reduce the complexity of the regulatory process.

摘要

细胞谱系是一组起源于单个起始细胞的细胞的祖先关系。例如,在秀丽隐杆线虫的胚胎中,已经追踪到了一个不变的细胞谱系,根据这些信息,有可能从单个受精卵理论上模拟谱系中不同细胞类型的出现。在本报告中,我们概述了一种用于细胞谱系树的建模技术,该技术可用于秀丽隐杆线虫胚胎细胞谱系,但也可扩展到其他谱系。该模型考虑了细胞内(基于转录因子)和细胞外(细胞外)因素以及这两种类型因素之间的协同作用。该模型可以忠实地再现整个秀丽隐杆线虫细胞谱系,但也具有通用性,即可应用于描述任何细胞谱系。我们表明,因素之间的协同作用以及外部因素的使用大大减少了再现谱系所需的调控因子的数量。该模型提供了有关因素共变、涉及基因数量以及在细胞谱系树中外部影响可能控制不对称性的位置的指示。此外,该模型能够模拟其他(布尔型、离散型和基于微分方程的)模型。例如,我们表明该模型可以转换为以前基于线性 sigmoid 限制浓度的模型(Geard 和 Wiles,2005)的语言。这意味着后者模型也可以表现出协同效应,并且以前用于参数估计的繁琐迭代技术不再需要。总之,所提出的模型具有通用性和简单易用性,可以映射到其他模型以扩展和简化其使用,并且还可以用于指示协同作用和外部影响将如何降低调控过程的复杂性。

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