Genetics Research · 2007 · 561 citations · 14 references
Life SciencesBioinformaticsBiostatisticsGene ExpressionGene Expression AnalysisGenomicsDifferential Expression AnalysisDifferential Gene Expression AnalysisGene Expression ProfilingTranscriptomic AnalysisTranscriptomic ProfilingDifferential Gene ExpressionExpression ProfilingMicroarray AnalysisMicroarray-based TranscriptomicsStatistical Experimental DesignTranscriptome Profiling
Gene expression microarrays are an innovative technology with enormous promise to help geneticists explore and understand the genome. Although the potential of this technology has been clearly demonstrated, many important and interesting statistical questions persist. We relate certain features of microarrays to other kinds of experimental data and argue that classical statistical techniques are appropriate and useful. We advocate greater attention to experimental design issues and a more prominent role for the ideas of statistical inference in microarray studies.
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That BLUP is a Good Thing: The Estimation of Random Effects
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