Probability Models for DNA Sequence Evolution (eBook)

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2008 | 2nd ed. 2008
XII, 431 Seiten
Springer New York (Verlag)
978-0-387-78169-3 (ISBN)

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Probability Models for DNA Sequence Evolution - Richard Durrett
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'What underlying forces are responsible for the observed patterns of variability, given a collection of DNA sequences?' In approaching this question a number of probability models are introduced and anyalyzed.Throughout the book, the theory is developed in close connection with data from more than 60 experimental studies that illustrate the use of these results.

Rick Durrett received his Ph.D. in operations research from Stanford University in 1976. He taught in the UCLA mathematics department before coming to Cornell in 1985. He is the author of six books and 125 research papers, and is the academic father of more than 30 Ph.D. students. His current interests are the use of probability models in genetics and ecology, and decreasing the mean and variance of his golf.
Our basic question is: Given a collection of DNA sequences, what underlying forces are responsible for the observed patterns of variability? To approach this question we introduce and analyze a number of probability models: the Wright-Fisher model, the coalescent, the infinite alleles model, and the infinite sites model. We study the complications that come from nonconstant population size, recombination, population subdivision, and three forms of natural selection: directional selection, balancing selection, and background selection. These theoretical results set the stage for the investigation of various statistical tests to detect departures from "e;neutral evolution"e;. The final chapter studies the evolution of whole genomes by chromosomal inversions, reciprocal translocations, and genome duplication.Throughout the book, the theory is developed in close connection with data from more than 60 experimental studies from the biology literature that illustrate the use of these results. This book is written for mathematicians and for biologists alike. We assume no previous knowledge of concepts from biology and only a basic knowledge of probability: a one semester undergraduate course and some familiarity with Markov chains and Poisson processes.

Rick Durrett received his Ph.D. in operations research from Stanford University in 1976. He taught in the UCLA mathematics department before coming to Cornell in 1985. He is the author of six books and 125 research papers, and is the academic father of more than 30 Ph.D. students. His current interests are the use of probability models in genetics and ecology, and decreasing the mean and variance of his golf.

Basic models - Estimation and hypothesis testing - Recombination - Population complications - Stepping stone model - Natural selection - Diffusion process - Multidimensional diffusions - Genome rearrangement.

Erscheint lt. Verlag 15.12.2008
Reihe/Serie Probability and Its Applications
Probability and Its Applications
Zusatzinfo XII, 431 p.
Verlagsort New York
Sprache englisch
Themenwelt Informatik Weitere Themen Bioinformatik
Mathematik / Informatik Mathematik Statistik
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Medizin / Pharmazie Allgemeines / Lexika
Naturwissenschaften Biologie Evolution
Naturwissenschaften Biologie Genetik / Molekularbiologie
Technik
Schlagworte Computerassistierte Detektion • diffusion processes • DNA • Evolution • genome rearrangement • Natural selection • Population Genetics • recombination • Variance
ISBN-10 0-387-78169-2 / 0387781692
ISBN-13 978-0-387-78169-3 / 9780387781693
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