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环境信号诱导的代谢单元的鉴定。

Identification of metabolic units induced by environmental signals.

作者信息

Nacher Jose C, Schwartz Jean-Marc, Kanehisa Minoru, Akutsu Tatsuya

机构信息

Bioinformatics Center, Institute for Chemical Research, Kyoto University, Uji Kyoto 611-0011, Japan.

出版信息

Bioinformatics. 2006 Jul 15;22(14):e375-83. doi: 10.1093/bioinformatics/btl202.

Abstract

MOTIVATION

Biological cells continually need to adapt the activity levels of metabolic functions to changes in their living environment. Although genome-wide transcriptional data have been gathered in a large variety of environmental conditions, the connections between the expression response to external changes and the induction or repression of specific metabolic functions have not been investigated at the genome scale.

RESULTS

We present here a correlation-based analysis for identifying the expression response of genes involved in metabolism to specific external signals, and apply it to analyze the transcriptional response of Saccharomyces cerevisiae to different stress conditions. We show that this approach leads to new insights about the specificity of the genomic response to given environmental changes, and allows us to identify genes that are particularly sensitive to a unique condition. We then integrate these signal-induced expression data with structural data of the yeast metabolic network and analyze the topological properties of the induced or repressed subnetworks. They reveal significant discrepancies from random networks, and in particular exhibit a high connectivity, allowing them to be mapped back to complete metabolic routes.

摘要

动机

生物细胞需要不断调整代谢功能的活性水平以适应其生存环境的变化。尽管已经在各种各样的环境条件下收集了全基因组转录数据,但在基因组规模上尚未研究对外部变化的表达反应与特定代谢功能的诱导或抑制之间的联系。

结果

我们在此提出一种基于相关性的分析方法,用于识别参与代谢的基因对特定外部信号的表达反应,并将其应用于分析酿酒酵母对不同应激条件的转录反应。我们表明,这种方法能带来关于基因组对给定环境变化反应特异性的新见解,并使我们能够识别对独特条件特别敏感的基因。然后,我们将这些信号诱导的表达数据与酵母代谢网络的结构数据整合,并分析诱导或抑制的子网的拓扑特性。它们显示出与随机网络的显著差异,特别是具有高连通性,这使得它们能够映射回完整的代谢途径。

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