A comprehensive analysis of the effect of microarray data preprocessing methods on differentially expressed transcript selection -- Differentiation detection in microarray normalization -- Preprocessing and normalization for Affymetrix GeneChip expression microarrays -- Spatial detrending and normalization methods for two-channel DNA and protein microarray data -- A survey of cDNA microarray normalization and a comparison by k-NN classification -- Technical variation in modeling the joint expression of several genes -- Biological interpretation for microarray normalization selection -- Methodology of functional analysis for omics data normalization -- Exon array analysis for the detection of alternative splicing -- Normalization of array CGH data -- SNP array-based analysis for the detection of chromosomal aberrations and copy number variations
Summary
Molecular profiling microarrays show what genes are present in a particular cell type under particular conditions. This book describes various types of normalization techniques for expression data and their impact on a variety of molecular profiling technologies for both clinical and research applications
