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Genomic Prediction of Complex Traits - Methods and Protocols (Hardcover, 1st ed. 2022)
Loot Price: R6,835
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Genomic Prediction of Complex Traits - Methods and Protocols (Hardcover, 1st ed. 2022)
Series: Methods in Molecular Biology, 2467
Expected to ship within 10 - 15 working days
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This volume explores the conceptual framework and the practical
issues related to genomic prediction of complex traits in human
medicine and in animal and plant breeding. The book is organized
into five parts. Part One reminds molecular genetics approaches
intending to predict phenotypic variations. Part Two presents the
principles of genomic prediction of complex traits, and reviews
factors that affect its reliability. Part Three describes genomic
prediction methods, including machine-learning approaches,
accounting for different degree of biological complexity, and
reviews the associated computer-packages. Part Four reports on
emerging trends such as phenomic prediction and incorporation into
genomic prediction models of "omics" data and crop growth models.
Part Five is dedicated to lessons learned from cases studies in the
fields of human health and animal and plant breeding, and to
methods for analysis of the economic effectiveness of genomic
prediction. Written in the highly successful Methods in Molecular
Biology series format, the book provides theoretical bases and
practical guidelines for an informed decision making of
practitioners and identifies pertinent routes for further
methodological researches. Cutting-edge and thorough, Complex Trait
Predictions: Methods and Protocols is a valuable resource for
scientists and researchers who are interested in learning more
about this important and developing field. Chapters 3, 9, 13, 14,
and 21 are available open access under a Creative Commons
Attribution 4.0 International License via link.springer.com.
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