An Introduction to Statistical Genetic Data Analysis

An Introduction to Statistical Genetic Data Analysis
Author :
Publisher : MIT Press
Total Pages : 433
Release :
ISBN-10 : 9780262357449
ISBN-13 : 0262357445
Rating : 4/5 (445 Downloads)

Book Synopsis An Introduction to Statistical Genetic Data Analysis by : Melinda C. Mills

Download or read book An Introduction to Statistical Genetic Data Analysis written by Melinda C. Mills and published by MIT Press. This book was released on 2020-02-18 with total page 433 pages. Available in PDF, EPUB and Kindle. 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.


An Introduction to Statistical Genetic Data Analysis Related Books

An Introduction to Statistical Genetic Data Analysis
Language: en
Pages: 433
Authors: Melinda C. Mills
Categories: Science
Type: BOOK - Published: 2020-02-18 - Publisher: MIT Press

DOWNLOAD EBOOK

A comprehensive introduction to modern applied statistical genetic data analysis, accessible to those without a background in molecular biology or genetics. Hum
Computational Genomics with R
Language: en
Pages: 463
Authors: Altuna Akalin
Categories: Mathematics
Type: BOOK - Published: 2020-12-16 - Publisher: CRC Press

DOWNLOAD EBOOK

Computational Genomics with R provides a starting point for beginners in genomic data analysis and also guides more advanced practitioners to sophisticated data
Mathematical and Statistical Methods for Genetic Analysis
Language: en
Pages: 376
Authors: Kenneth Lange
Categories: Medical
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Written to equip students in the mathematical siences to understand and model the epidemiological and experimental data encountered in genetics research. This s
Statistical Population Genomics
Language: en
Pages: 464
Authors: Julien Y Dutheil
Categories: Science
Type: BOOK - Published: 2020-10-08 - Publisher:

DOWNLOAD EBOOK

This open access volume presents state-of-the-art inference methods in population genomics, focusing on data analysis based on rigorous statistical techniques.
Statistical Genomics
Language: en
Pages: 0
Authors: Ewy Mathé
Categories: Medical
Type: BOOK - Published: 2016-03-24 - Publisher: Humana

DOWNLOAD EBOOK

This volume expands on statistical analysis of genomic data by discussing cross-cutting groundwork material, public data repositories, common applications, and