Multiple Testing Procedures with Applications to Genomics
Autor: | Sandrine Dudoit, Mark J. van der Laan |
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EAN: | 9780387493176 |
eBook Format: | |
Sprache: | Englisch |
Produktart: | eBook |
Veröffentlichungsdatum: | 18.12.2007 |
Kategorie: | |
Schlagworte: | Annotation Gene Ontology Master Patient Index Microarray Resampling SAS Single Nucleotide Polymorphism gene expression genes genome sequence analysis statistics |
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This book establishes the theoretical foundations of a general methodology for multiple hypothesis testing and discusses its software implementation in R and SAS. These are applied to a range of problems in biomedical and genomic research, including identification of differentially expressed and co-expressed genes in high-throughput gene expression experiments; tests of association between gene expression measures and biological annotation metadata; sequence analysis; and genetic mapping of complex traits using single nucleotide polymorphisms. The procedures are based on a test statistics joint null distribution and provide Type I error control in testing problems involving general data generating distributions, null hypotheses, and test statistics.