GATHER: a systems approach to interpreting genomic signatures

被引:268
作者
Chang, Jeffrey T. [1 ]
Nevins, Joseph R. [1 ]
机构
[1] Duke Univ, Med Ctr, Duke Inst Genome Sci & Policy, Dept Mol Genet & Microbiol, Durham, NC 27710 USA
关键词
D O I
10.1093/bioinformatics/btl483
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Understanding the full meaning of the biology captured in molecular profiles, within the context of the entire biological system, cannot be achieved with a simple examination of the individual genes in the signature. To facilitate such an understanding, we have developed GATHER, a tool that integrates various forms of available data to elucidate biological context within molecular signatures produced from high-throughput post-genomic assays. Results: Analyzing the Rb/E2F tumor suppressor pathway, we show that GATHER identifies critical features of the pathway. We further show that GATHER identifies common biology in a series of otherwise unrelated gene expression signatures that each predict breast cancer outcome. We quantify the performance of GATHER and find that it successfully predicts 90% of the functions over a broad range of gene groups. We believe that GATHER provides an essential tool for extracting the full value from molecular signatures generated from genome-scale analyses.
引用
收藏
页码:2926 / 2933
页数:8
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