Phenotypes and Genotypes
The Search for Influential Genes
(Sprache: Englisch)
This book explores association mapping in experimental populations and genome-wide association studies (GWAS), emphasizing methods based on modifications of Bayesian information criterion, for handling testing problems in large-scale scans for trait loci.
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This book explores association mapping in experimental populations and genome-wide association studies (GWAS), emphasizing methods based on modifications of Bayesian information criterion, for handling testing problems in large-scale scans for trait loci.
Klappentext zu „Phenotypes and Genotypes “
Thistimely text presents a comprehensive guide to genetic association, a new andrapidly expanding field that aims to elucidate how our genetic code (genotypes)influences the traits we possess (phenotypes). The book provides a detailedreview of methods of gene mapping used in association with experimentalcrosses, as well as genome-wide association studies. Emphasis is placed onmodel selection procedures for analyzing data from large-scale genome scansbased on specifically designed modifications of the Bayesian informationcriterion. Features: presents a thorough introduction to the theoreticalbackground to studies of genetic association (both genetic and statistical); reviewsthe latest advances in the field; illustrates the properties of methods formapping quantitative trait loci using computer simulations and the analysis ofreal data; discusses open challenges; includes an extensive statisticalappendix as a reference for those who are not totally familiar with thefundamentals of statistics.Inhaltsverzeichnis zu „Phenotypes and Genotypes “
Introduction.- A Primer in Genetics.- Statistical Methods in High Dimensions.- Statistical Methods of QTL Mapping for Experimental Populations.- Statistical Analysis of GWAS.- Appendix A: Basic Statistical Distributions.- Appendix B: Basic Methods of Estimation.- Appendix C: Principles of Statistical Testing.- Appendix D: Elements of Bayesian Statistics.- Appendix E: Other Statistical Methods.Autoren-Porträt von Florian Frommlet, Malgorzata Bogdan, David Ramsey
Dr. Florian Frommlet is a researcher in the Center for Medical Statistics, Informatics, and Intelligent Systems at the Medical University of Vienna, Austria. Dr. Malgorzata Bogdan is an Associate Professor in the Institute of Mathematics at Wroclaw University, Poland.
Dr. David Ramsey is a Senior Lecturer in the Department of Operations Research at Wroclaw University of Technology, Poland.
Bibliographische Angaben
- Autoren: Florian Frommlet , Malgorzata Bogdan , David Ramsey
- 2019, Softcover reprint of the original 1st ed. 2016, XII, 222 Seiten, 20 farbige Abbildungen, Maße: 15,5 x 23,5 cm, Kartoniert (TB), Englisch
- Verlag: Springer, Berlin
- ISBN-10: 1447173805
- ISBN-13: 9781447173809
Sprache:
Englisch
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