Martin-Magniette ML, Aubert J, Cabannes E, Daudin JJ. Evaluation of the gene-specific dye bias in cDNA microarray experiments.
Bioinformatics 2005;
21:1995-2000. [PMID:
15691855 DOI:
10.1093/bioinformatics/bti302]
[Citation(s) in RCA: 56] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
MOTIVATION
In cDNA microarray experiments all samples are labeled with either Cy3 or Cy5. Systematic and gene-specific dye bias effects have been observed in dual-color experiments. In contrast to systematic effects which can be corrected by a normalization method, the gene-specific dye bias is not completely suppressed and may alter the conclusions about the differentially expressed genes.
METHODS
The gene-specific dye bias is taken into account using an analysis of variance model. We propose an index, named label bias index, to measure the gene-specific dye bias. It requires at least two self-self hybridization cDNA microarrays.
RESULTS
After lowess normalization we have found that the gene-specific dye bias is the major source of experimental variability between replicates. The ratio (R/G) may exceed 2. As a consequence false positive genes may be found in direct comparison without dye-swap. The stability of this artifact and its consequences on gene variance and on direct or indirect comparisons are addressed.
AVAILABILITY
http://www.inapg.inra.fr/ens_rech/mathinfo/recherche/mathematique
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