Systematic Functional Annotation and Visualization of Biological Networks

被引:91
作者
Baryshnikova, Anastasia [1 ]
机构
[1] Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USA
关键词
UNFOLDED PROTEIN RESPONSE; SACCHAROMYCES-CEREVISIAE; MULTIPLE-MYELOMA; YEAST; INTERACTOME; BORTEZOMIB; INHIBITORS; GENOME; CELLS; LANDSCAPE;
D O I
10.1016/j.cels.2016.04.014
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Large-scale biological networks represent relationships between genes, but our understanding of how networks are functionally organized is limited. Here, I describe spatial analysis of functional enrichment (SAFE), a systematic method for annotating biological networks and examining their functional organization. SAFE visualizes the network in 2D space and measures the continuous distribution of functional enrichment across local neighborhoods, producing a list of the associated functions and a map of their relative positioning. I applied SAFE to annotate the Saccharomyces cerevisiae genetic interaction similarity network and protein-protein interaction network with gene ontology terms. SAFE annotations of the genetic network matched manually derived annotations, while taking less than 1% of the time, and proved robust to noise and sensitive to biological signal. Integration of genetic interaction and chemical genomics data using SAFE revealed a link between vesicle-mediate transport and resistance to the anti-cancer drug bortezomib. These results demonstrate the utility of SAFE for examining biological networks and understanding their functional organization.
引用
收藏
页码:412 / 421
页数:10
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