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Genetics and Analysis of Quantitative Traits: Foundations

Genetics and Analysis of Quantitative Traits: Foundations

          
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About the Book

Almost every trait in nature shows variation, both within populations and between populations and species. The field of quantitative genetics is the very broad umbrella that attempts to separate environmental from genetic sources of variation. As a result, it has powerful applications in animal and plant breeding, evolution, ecology, medicine, anthropology, behaviour, population genetics, conservation biology, genomics, and statistics.This second edition of Genetics and Analysis of Quantitative Traits is a fully rewritten and greatly expanded revision of the first edition, published in 1998, which provided the first, modern, unified treatment of quantitative genetics. In the past two decades, there have been massive advancements in the field coupled with explosive growth in new quantitative methods; those developments are covered in this new edition.The book weaves important biological applications with a full development of the theory and appropriate statistical tools. There are extensive discussions of important linear-algebra tools, linear and mixed models, likelihood and Bayesian estimation, as well as false discovery rates, multiple comparisons, and meta-analysis. More than 100 worked examples (ranging from microbes to humans) illustrate the key concepts using real-world applications.This extensive reference will be suitable for graduate-level students and professional researchers (both empiricists and theoreticians) in the fields of evolutionary biology, genetics, and genomics. It will also be of particular relevance and use to applied evolutionary biologists working in breed improvement for agriculture, human geneticists, and statisticians.

Table of Contents:
Preface I. Foundations of Quantitative Genetics 1: An overview of quantitative genetics 2: Properties of distributions 3: Covariance, regression, and correlation 4: Properties of single loci 5: Sources of genetic variation for multilocus traits 6: Sources of environmental variation 7: Resemblance between relatives 8: Marker-based estimation of relatedness 9: Introduction to linear models and matrix algebra 10: Linear and mixed models 11: Analysis of line crosses 12: Inbreeding depression 13: Heterosis and outbreeding depression 14: Matters of scale II. Quantiative trait loci 15: Polygenes and polygenic mutation 16: Detecting major genes 17: Principles of marker-based mapping 18: Linkage mapping and characterizing QTLS: inbred line crosses 19: Linkage mapping and characterizing QTLS: outbred populations of relatives 20: Association mapping 21: Quantitative genomics and probing the nature of quantitative genetic variation III. Appendices A1: Expectations, variances, and covariances of compound variables A2: Path, network, and causality analysis A3: Further topics in matrix algebra and linear models A4: Maximum likelihood estimation and likelihood-ratio tests A5: Computing the power of statistical tests A6: Multiple comparisons: bonferroni corrections, false-discovery rates, and meta-analysis A7: Introduction to bayesian analysis A8: Markov chain monte carlo and gibbs sampling A9: Experimental Design


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Product Details
  • ISBN-13: 9780192898180
  • Publisher: Oxford University Press
  • Publisher Imprint: Oxford University Press
  • Edition: Revised edition
  • Language: English
  • Returnable: Y
  • Sub Title: Foundations
  • Width: 223 mm
  • ISBN-10: 0192898183
  • Publisher Date: 26 Aug 2025
  • Binding: Hardback
  • Height: 285 mm
  • No of Pages: 1184
  • Spine Width: 57 mm
  • Weight: 3490 gr


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