Evaluation of the gene-specific dye bias in cDNA microarray experiments

Bioinformatics. 2005 May 1;21(9):1995-2000. doi: 10.1093/bioinformatics/bti302. Epub 2005 Feb 2.

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

Publication types

  • Comparative Study
  • Evaluation Study
  • Validation Study

MeSH terms

  • Algorithms*
  • Artifacts*
  • Fluorescent Dyes*
  • Gene Expression Profiling / methods*
  • In Situ Hybridization, Fluorescence / methods*
  • Models, Genetic*
  • Models, Statistical
  • Oligonucleotide Array Sequence Analysis / methods*
  • Quality Control
  • Reproducibility of Results
  • Sensitivity and Specificity

Substances

  • Fluorescent Dyes