Using RNA sample titrations to assess microarray platform performance and normalization techniques

被引:123
作者
Shippy, Richard
Fulmer-Smentek, Stephanie
Jensen, Roderick V.
Jones, Wendell D.
Wolber, Paul K.
Johnson, Charles D.
Pine, P. Scott
Boysen, Cecilie
Guo, Xu
Chudin, Eugene
Sun, Yongming Andrew
Willey, James C.
Thierry-Mieg, Jean
Thierry-Mieg, Danielle
Setterquist, Robert A.
Wilson, Mike
Lucas, Anne Bergstrom
Novoradovskaya, Natalia
Papallo, Adam
Turpaz, Yaron
Baker, Shawn C.
Warrington, Janet A.
Shi, Leming
Herman, Damir
机构
[1] GE Healthcare, Tempe, AZ 85284 USA
[2] Agilent Technol, Santa Clara, CA 95051 USA
[3] Univ Massachusetts, Boston, MA 02125 USA
[4] Express Anal Inc, Durham, NC 27713 USA
[5] Asuragen Inc, Austin, TX 78744 USA
[6] US FDA, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
[7] ViaLogy, Altadena, CA 91001 USA
[8] Affymetrix Inc, Santa Clara, CA 95051 USA
[9] Illumina Inc, San Diego, CA 92121 USA
[10] Appl Biosyst Inc, Foster City, CA 94404 USA
[11] Univ Toledo, Toledo, OH 43606 USA
[12] Natl Ctr Biotechnol Informat, Bethesda, MD 20894 USA
[13] Appl Biosyst Inc, Austin, TX 78744 USA
[14] Stratagene, La Jolla, CA 92037 USA
[15] US FDA, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA
关键词
D O I
10.1038/nbt1241
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 have assessed the utility of RNA titration samples for evaluating microarray platform performance and the impact of different normalization methods on the results obtained. As part of the MicroArray Quality Control project, we investigated the performance of five commercial microarray platforms using two independent RNA samples and two titration mixtures of these samples. Focusing on 12,091 genes common across all platforms, we determined the ability of each platform to detect the correct titration response across the samples. Global deviations from the response predicted by the titration ratios were observed. These differences could be explained by variations in relative amounts of messenger RNA as a fraction of total RNA between the two independent samples. Overall, both the qualitative and quantitative correspondence across platforms was high. In summary, titration samples may be regarded as a valuable tool, not only for assessing microarray platform performance and different analysis methods, but also for determining some underlying biological features of the samples.
引用
收藏
页码:1123 / 1131
页数:9
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