Evaluation of the gene-specific dye bias in cDNA microarray experiments
نویسندگان
چکیده
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
منابع مشابه
Comment on `evaluation of the Gene-specific Dye Bias in Cdna
In their paper in Bioinformatics, Martin-Magniette et al. (2005) recommend complete dye-swap designs for both direct and indirect dual label microarray experiments. These recommendations contradict our previous recommendations (Dobbin, Shih and Simon, 2003) for designing experiments, where we suggested minimizing or eliminating the use of dye-swap arrays. We show here that the recommendations o...
متن کاملAnswer to the comments of K. Dobbin, J. Shih and R. Simon on the paper 'Evaluation of the gene-specific dye-bias in cDNA microarray experiments'
We would like to thank K. Dobbin, J. Shih and R. Simon for their comments about Martin-Magniette et al. (2005). Their remarks relate to the design of microarray experiments and notably about the use of dye-swaps. We, however, want to make it clear that our manuscript primarily focuses on the detection, quantification and correction of the gene-specific dye-bias introduced in dual-color microarr...
متن کاملAnswer to the comments of K . Dobbin , J . Shih and R . Simon on the paper ‘ Evaluation of the gene - specific dye - bias in cDNA microarray experiments
We would like to thank K. Dobbin, J. Shih and R. Simon for their comments about Martin-Magniette et al. (2005). Their remarks relate to the design of microarray experiments and notably about the use of dye-swaps. We, however, want to make it clear that our manuscript primarily focuses on the detection, quantification and correction of the gene-specific dye-bias introduced in dual-color microarr...
متن کاملAr ticle type Answer to the comments of K . Dobbin , J . Shih and R . Simon on the paper ‘ Evaluation of the gene - specific dye - bias in cDNA microarray experiments
We would like to thank K. Dobbin, J. Shih and R. Simon for their comments about Martin-Magniette t al. (2005). Their remarks relate to the design of microarray experiments and notably about the use of dye-swaps. We, however, want to make it clear that our manuscript primarily focuses on the detection, quantification and correction of the gene-specific dye-bias introduced in dual-color microarra...
متن کاملDye bias correction in dual-labeled cDNA microarray gene expression measurements.
A significant limitation to the analytical accuracy and precision of dual-labeled spotted cDNA microarrays is the signal error due to dye bias. Transcript-dependent dye bias may be due to gene-specific differences of incorporation of two distinctly different chemical dyes and the resultant differential hybridization efficiencies of these two chemically different targets for the same probe. Seve...
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عنوان ژورنال:
- Bioinformatics
دوره 21 9 شماره
صفحات -
تاریخ انتشار 2005