Searching for differentially expressed gene combinations

被引:40
作者
Dettling, M [1 ]
Gabrielson, E
Giovanni, P
机构
[1] Johns Hopkins Med Inst, Dept Oncol, Baltimore, MD 21205 USA
[2] Johns Hopkins Med Inst, Dept Pathol, Baltimore, MD 21205 USA
[3] Johns Hopkins Med Inst, Dept Biostat, Baltimore, MD 21205 USA
基金
美国国家科学基金会;
关键词
D O I
10.1186/gb-2005-6-10-r88
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We propose 'CorScor', a novel approach for identifying gene pairs with joint differential expression. This is defined as a situation with good phenotype discrimination in the bivariate, but not in the two marginal distributions. CorScor can be used to detect phenotype-related dependencies and interactions among genes. Our easily interpretable approach is scalable to current microarray dimensions and yields promising results on several cancer-gene-expression datasets.
引用
收藏
页数:10
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