Statistical methods in molecular evolution /

副标题:无

作   者:Rasmus Nielsen, editor.

分类号:

ISBN:9780387223339

微信扫一扫,移动浏览光盘

简介

In the field of molecular evolution, inferences about past evolutionary events are made using molecular data from currently living species. With the availability of genomic data from multiple related species, molecular evolution has become one of the most active and fastest growing fields of study in genomics and bioinformatics. Most studies in molecular evolution rely heavily on statistical procedures based on stochastic process modelling and advanced computational methods including high-dimensional numerical optimization and Markov Chain Monte Carlo. This book provides an overview of the statistical theory and methods used in studies of molecular evolution. It includes an introductory section suitable for readers that are new to the field, a section discussing practical methods for data analysis, and more specialized sections discussing specific models and addressing statistical issues relating to estimation and model choice. The chapters are written by the leaders of field and they will take the reader from basic introductory material to the state-of-the-art statistical methods. This book is suitable for statisticians seeking to learn more about applications in molecular evolution and molecular evolutionary biologists with an interest in learning more about the theory behind the statistical methods applied in the field. The chapters of the book assume no advanced mathematical skills beyond basic calculus, although familiarity with basic probability theory will help the reader. Most relevant statistical concepts are introduced in the book in the context of their application in molecular evolution, and the book should be accessible for most biology graduate students with an interest in quantitative methods and theory. Rasmus Nielsen received his Ph.D. form the University of California at Berkeley in 1998 and after a postdoc at Harvard University, he assumed a faculty position in Statistical Genomics at Cornell University. He is currently an Ole R?mer Fellow at the University of Copenhagen and holds a Sloan Research Fellowship. His is an associate editor of the Journal of Molecular Evolution and has published more than?fifty original papers in peer-reviewed journals on the topic of this book. From the reviews: "...Overall this is a very useful book in an area of increasing importance."? Journal of the Royal Statistical Society "I find Statistical Methods in Molecular Evolutionvery interesting and useful. It delves into problems that were considered very difficult just several years ago...the book is likely to stimulate the interest of statisticians that are unaware of this exciting field of applications. It is my hope that it will also help the 'wet lab' molecular evolutionist to better understand mathematical and statistical methods." Marek Kimmel for the Journal of the American Statistical Association, September 2006 "Who should read this book? We suggest that anyone who deals with molecular data (who does not?) and anyone who asks evolutionary questions (who should not?) ought to consult the relevant chapters in this book." Dan Graur and Dror Berel for Biometrics, September 2006 "Coalescence theory facilitates the merger of population genetics theory with phylogenetic approaches, but still, there are mostly two camps: phylogeneticists and population geneticists. Only a few people are moving freely between them. Rasmus Nielsen is certainly one of these researchers, and his work so far has merged many population genetic and phylogenetic aspects of biological research under the umbrella of molecular evolution. Although Nielsen did not contribute a chapter to his book, his work permeates all its chapters. This book gives an overview of his interests and current achievements in molecular evolution. In short, this book should be on your bookshelf." Peter Beerli for Evolution, 60(2), 2006

目录

Table Of Contents:

Part I Introduction

Markov Models in Molecular Evolution 3(22)

Nicolas Galtier

Olivier Gascuel

Alain Jean-Marie

Introduction to Applications of the Likelihood Function in Molecular Evolution 25(20)

Jutta Buschbom

Arndt von Haeseler

Introduction to Markov Chain Monte Carlo Methods in Molecular Evolution 45(18)

Bret Larget

Population Genetics of Molecular Evolution 63(40)

Carlos D. Bustamante

Part II Practical Approaches for Data Analysis

Maximum Likelihood Methods for Detecting Adaptive Protein Evolution 103(22)

Joseph P. Bielawski

Ziheng Yang

HyPhy: Hypothesis Testing Using Phylogenies 125(58)

Sergei L. Kosakovsky Pond

Spencer V. Muse

Bayesian Analysis of Molecular Evolution Using MrBayes 183(50)

John P. Huelsenbeck

Fredrik Ronquist

Estimation of Divergence Times from Molecular Sequence Data 233(26)

Jeffrey L. Thorne

Hirohisa Kishino

Part III Models of Molecular Evolution

Markov Models of Protein Sequence Evolution 259(30)

Matthew W. Dimmic

Models of Microsatellite Evolution 289(18)

Peter Calabrese

Raazesh Sainudiin

Genome Rearrangement 307(18)

Rick Durrett

Phylogenetic Hidden Markov Models 325(30)

Adam Siepel

David Haussler

Part IV Inferences on Molecular Evolution

The Evolutionary Causes and Consequences of Base Composition Variation 355(20)

Gilean A. T. McVean

Statistical Alignment: Recent Progress, New Applications, and Challenges 375(32)

Gerton Lunter

Alexei J. Drummond

Istvan Miktos

Jotun Hein

Estimating Substitution Matrices 407(32)

Von Bing Yap

Terry Speed

Posterior Mapping and Posterior Predictive Distributions 439(24)

Jonathan P. Bollback

Assessing the Uncertainty in Phylogenetic Inference 463(32)

Hidetoshi Shimodaira

Masami Hasegawa
Index 495

已确认勘误

次印刷

页码 勘误内容 提交人 修订印次

Statistical methods in molecular evolution /
    • 名称
    • 类型
    • 大小

    光盘服务联系方式: 020-38250260    客服QQ:4006604884

    意见反馈

    14:15

    关闭

    云图客服:

    尊敬的用户,您好!您有任何提议或者建议都可以在此提出来,我们会谦虚地接受任何意见。

    或者您是想咨询:

    用户发送的提问,这种方式就需要有位在线客服来回答用户的问题,这种 就属于对话式的,问题是这种提问是否需要用户登录才能提问

    Video Player
    ×
    Audio Player
    ×
    pdf Player
    ×
    Current View

    看过该图书的还喜欢

    some pictures

    解忧杂货店

    东野圭吾 (作者), 李盈春 (译者)

    loading icon