Spotting effect in microarray experiments

被引:21
作者
Mary-Huard, T
Daudin, JJ
Robin, S
Bitton, F
Cabannes, E
Hilson, P
机构
[1] Inst Natl Agron Paris Grignon, F-75231 Paris, France
[2] Univ Evry, CNRS, INRA, UMR Gen Vegetale, F-91057 Evry, France
[3] Inst Pasteur, Lab Immunol Virale, F-75724 Paris, France
[4] State Univ Ghent VIB, Dept Plant Syst Biol, B-9052 Ghent, Belgium
关键词
D O I
10.1186/1471-2105-5-63
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Microarray data must be normalized because they suffer from multiple biases. We have identified a source of spatial experimental variability that significantly affects data obtained with Cy3/Cy5 spotted glass arrays. It yields a periodic pattern altering both signal (Cy3/Cy5 ratio) and intensity across the array. Results: Using the variogram, a geostatistical tool, we characterized the observed variability, called here the spotting effect because it most probably arises during steps in the array printing procedure. Conclusions: The spotting effect is not appropriately corrected by current normalization methods, even by those addressing spatial variability. Importantly, the spotting effect may alter differential and clustering analysis.
引用
收藏
页数:9
相关论文
共 14 条
[1]  
[Anonymous], APPL STAT
[2]   Spurious spatial periodicity of co-expression in microarray data due to printing design [J].
Balázsi, G ;
Kay, KA ;
Barabási, AL ;
Oltvai, ZN .
NUCLEIC ACIDS RESEARCH, 2003, 31 (15) :4425-4433
[3]  
BALL C, 2003, DNA MICROARRAYS MOL
[4]  
Banerjee S., 2004, Monographs in Statistics and Applied Probability 101
[5]   A computational analysis of whole-genome expression data reveals chromosomal domains of gene expression [J].
Cohen, BA ;
Mitra, RD ;
Hughes, JD ;
Church, GM .
NATURE GENETICS, 2000, 26 (02) :183-186
[6]  
CRESSIE A, 1997, WILEY SERIES PROBABI
[7]   Promoter-specific binding of Rap1 revealed by genome-wide maps of protein-DNA association [J].
Lieb, JD ;
Liu, XL ;
Botstein, D ;
Brown, PO .
NATURE GENETICS, 2001, 28 (04) :327-334
[8]   Microarray data normalization and transformation [J].
Quackenbush, J .
NATURE GENETICS, 2002, 32 (Suppl 4) :496-501
[9]  
SCHUCHHARDT J, 2000, NUCLEIC ACIDS RES, V28, pE47, DOI DOI 10.1093/NAR/28.10.E47
[10]  
Searle SR., 1971, LINEAR MODELS