An Introduction To Statistical Genetic Data Analysis

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A comprehensive introduction to modern applied statistical genetic data analysis, accessible to those without a background in molecular biology or genetics. Human genetic research is now relevant beyond biology, epidemiology, and the medical sciences, with applications in such fields as psychology, psychiatry, statistics, demography, sociology, and economics. With advances in computing power, the availability of data, and new techniques, it is now possible to integrate large-scale molecular genetic information into research across a broad range of topics. This book offers the first comprehensive introduction to modern applied statistical genetic data analysis that covers theory, data preparation, and analysis of molecular genetic data, with hands-on computer exercises. It is accessible to students and researchers in any empirically oriented medical, biological, or social science discipline; a background in molecular biology or genetics is not required. The book first provides foundations for statistical genetic data analysis, including a survey of fundamental concepts, primers on statistics and human evolution, and an introduction to polygenic scores. It then covers the practicalities of working with genetic data, discussing such topics as analytical challenges and data management. Finally, the book presents applications and advanced topics, including polygenic score and gene-environment interaction applications, Mendelian Randomization and instrumental variables, and ethical issues. The software and data used in the book are freely available and can be found on the book's website.

Product Details :

Genre : Science
Author : Melinda C. Mills
Publisher : MIT Press
Release : 2020-02-18
File : 433 Pages
ISBN-13 : 9780262538381


An Introduction To Statistical Genetic Data Analysis

eBook Download

BOOK EXCERPT:

A comprehensive introduction to modern applied statistical genetic data analysis, accessible to those without a background in molecular biology or genetics. Human genetic research is now relevant beyond biology, epidemiology, and the medical sciences, with applications in such fields as psychology, psychiatry, statistics, demography, sociology, and economics. With advances in computing power, the availability of data, and new techniques, it is now possible to integrate large-scale molecular genetic information into research across a broad range of topics. This book offers the first comprehensive introduction to modern applied statistical genetic data analysis that covers theory, data preparation, and analysis of molecular genetic data, with hands-on computer exercises. It is accessible to students and researchers in any empirically oriented medical, biological, or social science discipline; a background in molecular biology or genetics is not required. The book first provides foundations for statistical genetic data analysis, including a survey of fundamental concepts, primers on statistics and human evolution, and an introduction to polygenic scores. It then covers the practicalities of working with genetic data, discussing such topics as analytical challenges and data management. Finally, the book presents applications and advanced topics, including polygenic score and gene-environment interaction applications, Mendelian Randomization and instrumental variables, and ethical issues. The software and data used in the book are freely available and can be found on the book's website.

Product Details :

Genre : Science
Author : Melinda C. Mills
Publisher : National Geographic Books
Release : 2020-02-18
File : 0 Pages
ISBN-13 : 9780262538381


 Coscience

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Genre : Ecology
Author :
Publisher :
Release : 1997
File : 618 Pages
ISBN-13 : CORNELL:31924080105038


Handbook Of Statistical Genetics

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A truly groundbreaking volume, the Handbook of Statistical Genetics is a timely, informative and highly accessible reference for both statisticians interested in genetical applications and geneticists seeking a deeper understanding of statistical methods in their field. It is divided into six main sections, encompassing the entire field of statistics in genetics: ? Bioinformatics ? Population Genetics ? Evolutionary Genetics ? Genetic Epidemiology ? Plant and Animal Genetics ? Applications As the Human Genome Project (HGP) reaches its climax, with the complete sequence of mankind, science is fast approaching an exciting new stage in its ability to understand genetic forces in man. In parallel to the HGP are major sequencing efforts in other organisms, enabling us to understand broader questions in evolution and classification. This explosion of data has led to an increased need for sophisticated statistical, mathematical and computational tools to enable complex data collection, analysis and interpretation of the results. ? Comprehensive coverage of the most pressing statistical issues in genetics. ? Offers a lucid introduction to newcomers, as well as providing invaluable information for more experienced researchers. ? Each chapter is written by a leading international authority from the field. ? Complemented by numerous examples, case studies, and references to useful resources on the web. This authoritative reference will be ideal for both students and researchers working in genetics, including statisticians, geneticists, molecular biologists, biochemists and computer scientists.

Product Details :

Genre : Mathematics
Author : D. J. Balding
Publisher :
Release : 2001-03-28
File : 904 Pages
ISBN-13 : UOM:39015050794521


Genetic Data Analysis Ii

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Genetic Data Analysis II details the statistical methodology needed to draw inferences from discrete genetic data. An emphasis is given to permutation tests, and developments in phylogenetic tree construction are reviewed.

Product Details :

Genre : Medical
Author : Bruce S. Weir
Publisher : Sinauer
Release : 1996
File : 466 Pages
ISBN-13 : UOM:49015002367093


Encyclopedia Of Statistical Sciences Volume 3

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Countless professionals and students who use statistics in their work rely on the multi-volume Encyclopedia of Statistical Sciences as a superior and unique source of information on statistical theory, methods, and applications. This new edition (available in both print and on-line versions) is designed to bring the encyclopedia in line with the latest topics and advances made in statistical science over the past decade—in areas such as computer-intensive statistical methodology, genetics, medicine, the environment, and other applications. Written by over 600 world-renowned experts (including the editors), the entries are self-contained and easily understood by readers with a limited statistical background. With the publication of this second edition in 16 printed volumes, the Encyclopedia of Statistical Sciences retains its position as a cutting-edge reference of choice for those working in statistics, biostatistics, quality control, economics, sociology, engineering, probability theory, computer science, biomedicine, psychology, and many other areas.

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Genre : Mathematics
Author :
Publisher : Wiley-Interscience
Release : 2005-12-16
File : 704 Pages
ISBN-13 : 0471743844


Biometrics

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Genre : Biometry
Author :
Publisher :
Release : 1998
File : 416 Pages
ISBN-13 : UCAL:B5031673


Current Index To Statistics Applications Methods And Theory

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The Current Index to Statistics (CIS) is a bibliographic index of publications in statistics, probability, and related fields.

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Genre : Mathematical statistics
Author :
Publisher :
Release : 1996
File : 810 Pages
ISBN-13 : UOM:39015042128945


Human Biology

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Includes section "Recent literature useful in the study of human biology."

Product Details :

Genre : Anthropology
Author : Raymond Pearl
Publisher :
Release : 1997
File : 494 Pages
ISBN-13 : UCSC:32106013978819


Primates In Perspective

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This volume contains forty-seven original essays by seventy leading researchers, offering an overview of all major areas of primatology. Arranged in six sections, the text begins with an introduction to primatology and a review of the natural history of the major taxonomic groups within the order Primates. It goes on to cover methodologies and research design for both field and captive settings; primate reproduction; primate ecology and conservation and their roles in the daily lives of primates; and such aspects of social behavior and intelligence as communication, learning, and cognition. The volume ends with a concluding chapter by the editors that discuss the future of primatological research.

Product Details :

Genre : Science
Author : Christina J. Campbell
Publisher : Oxford University Press, USA
Release : 2011
File : 884 Pages
ISBN-13 : STANFORD:36105215537056