Evaluation of the gene-specific dye bias in cDNA microarray experiments
- PMID: 15691855
- DOI: 10.1093/bioinformatics/bti302
Evaluation of the gene-specific dye bias in cDNA microarray experiments
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
Comment in
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Comment on 'Evaluation of the gene-specific dye bias in cDNA microarray experiments'.Bioinformatics. 2005 Jun 15;21(12):2803-4. doi: 10.1093/bioinformatics/bti428. Epub 2005 Apr 7. Bioinformatics. 2005. PMID: 15817695 No abstract available.
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