Nucleic Acids Research · 2004 · 197 citations · 15 references
Life SciencesCancer BiologyMolecular BiologyGene ExpressionGene Expression AnalysisGenomicsCancer TranscriptomicsDifferential Expression AnalysisDifferential Gene Expression AnalysisGene Expression ProfilingTranscriptomic ProfilingCross-platform ConsistencyExpression Platform ComparisonIdentifier MatchingMicroarray Analysis
Cancer derived microarray data sets are routinely produced by various platforms that are either commercially available or manufactured by academic groups. The fundamental difference in their probe selection strategies holds the promise that identical observations produced by more than one platform prove to be more robust when validated by biology. However, cross-platform comparison requires matching corresponding probe sets. We are introducing here sequence-based matching of probes instead of gene identifier-based matching. We analyzed breast cancer cell line derived RNA aliquots using Agilent cDNA and Affymetrix oligonucleotide microarray platforms to assess the advantage of this method. We show, that at different levels of the analysis, including gene expression ratios and difference calls, cross-platform consistency is significantly improved by sequence- based matching. We also present evidence that sequence-based probe matching produces more consistent results when comparing similar biological data sets obtained by different microarray platforms. This strategy allowed a more efficient transfer of classification of breast cancer samples between data sets produced by cDNA microarray and Affymetrix gene-chip platforms.
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Gene expression profiling predicts clinical outcome of breast cancer
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