Assessing quality of hybridized RNA in Affymetrix GeneChip experiments using mixed-effects models

被引:27
|
作者
Archer, KJ
Dumur, CI
Joel, SE
Ramakrishnan, V
机构
[1] Virginia Commonwealth Univ, Dept Biostat, Richmond, VA 23298 USA
[2] Virginia Commonwealth Univ, Dept Biomed Engn, Richmond, VA 23298 USA
关键词
degradation; microarray; mixed-effects model; pixel intensities; quality;
D O I
10.1093/biostatistics/kxj001
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The technology for hybridizing archived tissue specimens and the use of laser-capture microdissection for selecting cell populations for RNA extraction have increased over the past few years. Both these methods contribute to RNA degradation. Therefore, quality assessments of RNA hybridized to microarrays are becoming increasingly more important. Existing methods for estimating the quality of RNA hybridized to a GeneChip, from resulting microarray data, suffer from subjectivity and lack of estimates of variability. In this article, a method for assessing RNA quality for a hybridized array which overcomes these drawbacks is proposed. The effectiveness of the proposed method is demonstrated by the application of the method to two microarray data sets for which external verification of RNA quality is known.
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页码:198 / 212
页数:15
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