Experimental design for three-color and four-color gene expression microarrays

被引:21
|
作者
Woo, Y
Krueger, W
Kaur, A
Churchill, G
机构
[1] Jackson Lab, Bar Harbor, ME 04609 USA
[2] Univ Connecticut, Sch Med, Dept Genet & Dev Biol, Lab Microarray Technol, Farmington, CT 06030 USA
[3] Univ Maine, Funct Genom PhD Program, Orono, ME 04469 USA
关键词
D O I
10.1093/bioinformatics/bti1031
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Three-color microarrays, compared with two-color microarrays, can increase design efficiency and power to detect differential expression without additional samples and arrays. Furthermore, three-color microarray technology is currently available at a reasonable cost. Despite the potential advantages, clear guidelines for designing and analyzing three-color experiments do not exist. Results: We propose a three-and a four-color cyclic design ( loop) and a complementary graphical representation to help design experiments that are balanced, efficient and robust to hybridization failures. In theory, three-color loop designs are more efficient than two-color loop designs. Experiments using both two- and three-color platforms were performed in parallel and their outputs were analyzed using linear mixed model analysis in R/MAANOVA. These results demonstrate that three-color experiments using the same number of samples (and fewer arrays) will perform as efficiently as two- color experiments. The improved efficiency of the design is somewhat offset by a reduced dynamic range and increased variability in the three-color experimental system. This result suggests that, with minor technological improvements, three-color microarrays using loop designs could detect differential expression more efficiently than two-color loop designs.
引用
收藏
页码:I459 / I467
页数:9
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