A single gene network accurately predicts phenotypic effects of gene perturbation in Caenorhabditis elegans

被引:217
作者
Lee, Insuk [2 ]
Lehner, Ben [1 ,3 ,4 ]
Crombie, Catriona [1 ]
Wong, Wendy [1 ]
Fraser, Andrew G. [1 ]
Marcotte, Edward M. [2 ]
机构
[1] Wellcome Trust Sanger Inst, Cambridge CB10 1SA, England
[2] Univ Texas Austin, Inst Mol & Cellular Biol, Dept Chem & Biochem, Ctr Syst Synthet Biol, Austin, TX 78712 USA
[3] Univ Pompeu Fabra, Ctr Genom Regulat, ICREA, Barcelona 08003, Spain
[4] Univ Pompeu Fabra, EMBL, CRG, Syst Biol Unit, Barcelona 08003, Spain
基金
英国惠康基金;
关键词
D O I
10.1038/ng.2007.70
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The fundamental aim of genetics is to understand how an organism's phenotype is determined by its genotype, and implicit in this is predicting how changes in DNA sequence alter phenotypes. A single network covering all the genes of an organism might guide such predictions down to the level of individual cells and tissues. To validate this approach, we computationally generated a network covering most C. elegans genes and tested its predictive capacity. Connectivity within this network predicts essentiality, identifying this relationship as an evolutionarily conserved biological principle. Critically, the network makes tissue-specific predictions-we accurately identify genes for most systematically assayed loss-of-function phenotypes, which span diverse cellular and developmental processes. Using the network, we identify 16 genes whose inactivation suppresses defects in the retinoblastoma tumor suppressor pathway, and we successfully predict that the dystrophin complex modulates EGF signaling. We conclude that an analogous network for human genes might be similarly predictive and thus facilitate identification of disease genes and rational therapeutic targets.
引用
收藏
页码:181 / 188
页数:8
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