结构方程模型在酵母一系列转录调控推断中的应用。

Gene regulation and systems biology Pub Date : 2011-01-01 Epub Date: 2011-11-10 DOI:10.4137/GRSB.S7569
Sachiyo Aburatani
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引用次数: 11

摘要

揭示活细胞中DNA和蛋白质之间的基因调控系统是系统生物学的中心目标之一。在本研究中,我使用结构方程模型(SEM)结合逐步因子分析,在缺乏蛋白质信息的情况下,仅从基因表达谱推断基因表达控制的蛋白质- dna相互作用。我运用我的方法来推断在酵母中由gal相关基因组成的经过充分研究的系列转录调控中的因果关系。这使我能够揭示序列转录调控的层次结构,包括以前不清楚的蛋白质- dna相互作用。通过将结果与先前描述转录因子调控的报告进行比较,证明了所构建模型的有效性。此外,该模型还揭示了Gal4p和Gal80p的组合调控。本研究将靶基因分为单因子调控型和双因子联合调控型三种。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Application of structure equation modeling for inferring a serial transcriptional regulation in yeast.

Application of structure equation modeling for inferring a serial transcriptional regulation in yeast.

Application of structure equation modeling for inferring a serial transcriptional regulation in yeast.

Application of structure equation modeling for inferring a serial transcriptional regulation in yeast.

Revealing the gene regulatory systems among DNA and proteins in living cells is one of the central aims of systems biology. In this study, I used Structural Equation Modeling (SEM) in combination with stepwise factor analysis to infer the protein-DNA interactions for gene expression control from only gene expression profiles, in the absence of protein information. I applied my approach to infer the causalities within the well-studied serial transcriptional regulation composed of GAL-related genes in yeast. This allowed me to reveal the hierarchy of serial transcriptional regulation, including previously unclear protein-DNA interactions. The validity of the constructed model was demonstrated by comparing the results with previous reports describing the regulation of the transcription factors. Furthermore, the model revealed combinatory regulation by Gal4p and Gal80p. In this study, the target genes were divided into three types: those regulated by one factor and those controlled by a combination of two factors.

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