Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships

被引:19
|
作者
Dabney, Alan R.
Storey, John D. [1 ]
机构
[1] Univ Washington, Dept Biostat, Seattle, WA 98195 USA
[2] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[3] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
关键词
D O I
10.1186/gb-2007-8-3-r44
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
In normalizing two-channel expression arrays, the ANOVA approach explicity incorporates the experimental design in its model, and the MA-plot based approach accounts for intensivity-dependent biases. However, both approaches can lead to inacurate normalization in fairly common scenarios. We propose a method called eCADS for normalizing two-channel microarrays that accounts for both experimental design and intensity-dependent biases. Under reasonable experimental designs, eCADS preserves differential expression relationships and requires only a single array per sample pair.
引用
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页数:20
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