Literature DB >> 25598858

A NOVEL SPECTRAL METHOD FOR INFERRING GENERAL DIPLOID SELECTION FROM TIME SERIES GENETIC DATA.

Matthias Steinrücken1, Anand Bhaskar1, Yun S Song1.   

Abstract

The increased availability of time series genetic variation data from experimental evolution studies and ancient DNA samples has created new opportunities to identify genomic regions under selective pressure and to estimate their associated fitness parameters. However, it is a challenging problem to compute the likelihood of non-neutral models for the population allele frequency dynamics, given the observed temporal DNA data. Here, we develop a novel spectral algorithm to analytically and efficiently integrate over all possible frequency trajectories between consecutive time points. This advance circumvents the limitations of existing methods which require fine-tuning the discretization of the population allele frequency space when numerically approximating requisite integrals. Furthermore, our method is flexible enough to handle general diploid models of selection where the heterozygote and homozygote fitness parameters can take any values, while previous methods focused on only a few restricted models of selection. We demonstrate the utility of our method on simulated data and also apply it to analyze ancient DNA data from genetic loci associated with coat coloration in horses. In contrast to previous studies, our exploration of the full fitness parameter space reveals that a heterozygote-advantage form of balancing selection may have been acting on these loci.

Entities:  

Keywords:  hidden Markov model; population genetics; spectral method; transition density function

Year:  2014        PMID: 25598858      PMCID: PMC4295721          DOI: 10.1214/14-aoas764

Source DB:  PubMed          Journal:  Ann Appl Stat        ISSN: 1932-6157            Impact factor:   2.083


  22 in total

1.  Ancestral processes for non-neutral models of complex diseases.

Authors:  Paul Fearnhead
Journal:  Theor Popul Biol       Date:  2003-03       Impact factor: 1.570

2.  Identifying signatures of selection in genetic time series.

Authors:  Alison F Feder; Sergey Kryazhimskiy; Joshua B Plotkin
Journal:  Genetics       Date:  2013-12-06       Impact factor: 4.562

3.  Recalibrating Equus evolution using the genome sequence of an early Middle Pleistocene horse.

Authors:  Ludovic Orlando; Aurélien Ginolhac; Guojie Zhang; Duane Froese; Anders Albrechtsen; Mathias Stiller; Mikkel Schubert; Enrico Cappellini; Bent Petersen; Ida Moltke; Philip L F Johnson; Matteo Fumagalli; Julia T Vilstrup; Maanasa Raghavan; Thorfinn Korneliussen; Anna-Sapfo Malaspinas; Josef Vogt; Damian Szklarczyk; Christian D Kelstrup; Jakob Vinther; Andrei Dolocan; Jesper Stenderup; Amhed M V Velazquez; James Cahill; Morten Rasmussen; Xiaoli Wang; Jiumeng Min; Grant D Zazula; Andaine Seguin-Orlando; Cecilie Mortensen; Kim Magnussen; John F Thompson; Jacobo Weinstock; Kristian Gregersen; Knut H Røed; Véra Eisenmann; Carl J Rubin; Donald C Miller; Douglas F Antczak; Mads F Bertelsen; Søren Brunak; Khaled A S Al-Rasheid; Oliver Ryder; Leif Andersson; John Mundy; Anders Krogh; M Thomas P Gilbert; Kurt Kjær; Thomas Sicheritz-Ponten; Lars Juhl Jensen; Jesper V Olsen; Michael Hofreiter; Rasmus Nielsen; Beth Shapiro; Jun Wang; Eske Willerslev
Journal:  Nature       Date:  2013-06-26       Impact factor: 49.962

4.  Estimation of 2Nes from temporal allele frequency data.

Authors:  Jonathan P Bollback; Thomas L York; Rasmus Nielsen
Journal:  Genetics       Date:  2008-05       Impact factor: 4.562

5.  A draft sequence of the Neandertal genome.

Authors:  Johannes Krause; Adrian W Briggs; Tomislav Maricic; Udo Stenzel; Martin Kircher; Nick Patterson; Richard E Green; Heng Li; Weiwei Zhai; Markus Hsi-Yang Fritz; Nancy F Hansen; Eric Y Durand; Anna-Sapfo Malaspinas; Jeffrey D Jensen; Tomas Marques-Bonet; Can Alkan; Kay Prüfer; Matthias Meyer; Hernán A Burbano; Jeffrey M Good; Rigo Schultz; Ayinuer Aximu-Petri; Anne Butthof; Barbara Höber; Barbara Höffner; Madlen Siegemund; Antje Weihmann; Chad Nusbaum; Eric S Lander; Carsten Russ; Nathaniel Novod; Jason Affourtit; Michael Egholm; Christine Verna; Pavao Rudan; Dejana Brajkovic; Željko Kucan; Ivan Gušic; Vladimir B Doronichev; Liubov V Golovanova; Carles Lalueza-Fox; Marco de la Rasilla; Javier Fortea; Antonio Rosas; Ralf W Schmitz; Philip L F Johnson; Evan E Eichler; Daniel Falush; Ewan Birney; James C Mullikin; Montgomery Slatkin; Rasmus Nielsen; Janet Kelso; Michael Lachmann; David Reich; Svante Pääbo
Journal:  Science       Date:  2010-05-07       Impact factor: 47.728

6.  Genetic history of an archaic hominin group from Denisova Cave in Siberia.

Authors:  David Reich; Richard E Green; Martin Kircher; Johannes Krause; Nick Patterson; Eric Y Durand; Bence Viola; Adrian W Briggs; Udo Stenzel; Philip L F Johnson; Tomislav Maricic; Jeffrey M Good; Tomas Marques-Bonet; Can Alkan; Qiaomei Fu; Swapan Mallick; Heng Li; Matthias Meyer; Evan E Eichler; Mark Stoneking; Michael Richards; Sahra Talamo; Michael V Shunkov; Anatoli P Derevianko; Jean-Jacques Hublin; Janet Kelso; Montgomery Slatkin; Svante Pääbo
Journal:  Nature       Date:  2010-12-23       Impact factor: 49.962

7.  Genome-wide analysis of a long-term evolution experiment with Drosophila.

Authors:  Molly K Burke; Joseph P Dunham; Parvin Shahrestani; Kevin R Thornton; Michael R Rose; Anthony D Long
Journal:  Nature       Date:  2010-09-15       Impact factor: 49.962

8.  Coat color variation at the beginning of horse domestication.

Authors:  Arne Ludwig; Melanie Pruvost; Monika Reissmann; Norbert Benecke; Gudrun A Brockmann; Pedro Castaños; Michael Cieslak; Sebastian Lippold; Laura Llorente; Anna-Sapfo Malaspinas; Montgomery Slatkin; Michael Hofreiter
Journal:  Science       Date:  2009-04-24       Impact factor: 47.728

9.  Inferring the joint demographic history of multiple populations from multidimensional SNP frequency data.

Authors:  Ryan N Gutenkunst; Ryan D Hernandez; Scott H Williamson; Carlos D Bustamante
Journal:  PLoS Genet       Date:  2009-10-23       Impact factor: 5.917

10.  Pervasive genetic hitchhiking and clonal interference in forty evolving yeast populations.

Authors:  Gregory I Lang; Daniel P Rice; Mark J Hickman; Erica Sodergren; George M Weinstock; David Botstein; Michael M Desai
Journal:  Nature       Date:  2013-07-21       Impact factor: 49.962

View more
  26 in total

1.  Inference Under a Wright-Fisher Model Using an Accurate Beta Approximation.

Authors:  Paula Tataru; Thomas Bataillon; Asger Hobolth
Journal:  Genetics       Date:  2015-08-26       Impact factor: 4.562

2.  Transition Densities and Sample Frequency Spectra of Diffusion Processes with Selection and Variable Population Size.

Authors:  Daniel Živković; Matthias Steinrücken; Yun S Song; Wolfgang Stephan
Journal:  Genetics       Date:  2015-04-14       Impact factor: 4.562

3.  Maximum Likelihood Estimation of Fitness Components in Experimental Evolution.

Authors:  Jingxian Liu; Jackson Champer; Anna Maria Langmüller; Chen Liu; Joan Chung; Riona Reeves; Anisha Luthra; Yoo Lim Lee; Andrew H Vaughn; Andrew G Clark; Philipp W Messer
Journal:  Genetics       Date:  2019-01-24       Impact factor: 4.562

4.  Inferring Demography and Selection in Organisms Characterized by Skewed Offspring Distributions.

Authors:  Andrew M Sackman; Rebecca B Harris; Jeffrey D Jensen
Journal:  Genetics       Date:  2019-01-16       Impact factor: 4.562

5.  Bayesian Inference of Natural Selection from Allele Frequency Time Series.

Authors:  Joshua G Schraiber; Steven N Evans; Montgomery Slatkin
Journal:  Genetics       Date:  2016-03-23       Impact factor: 4.562

6.  An Approximate Markov Model for the Wright-Fisher Diffusion and Its Application to Time Series Data.

Authors:  Anna Ferrer-Admetlla; Christoph Leuenberger; Jeffrey D Jensen; Daniel Wegmann
Journal:  Genetics       Date:  2016-04-02       Impact factor: 4.562

7.  SpectralTDF: transition densities of diffusion processes with time-varying selection parameters, mutation rates and effective population sizes.

Authors:  Matthias Steinrücken; Ethan M Jewett; Yun S Song
Journal:  Bioinformatics       Date:  2015-11-09       Impact factor: 6.937

8.  Estimation of Natural Selection and Allele Age from Time Series Allele Frequency Data Using a Novel Likelihood-Based Approach.

Authors:  Zhangyi He; Xiaoyang Dai; Mark Beaumont; Feng Yu
Journal:  Genetics       Date:  2020-08-07       Impact factor: 4.562

9.  Detecting and Quantifying Natural Selection at Two Linked Loci from Time Series Data of Allele Frequencies with Forward-in-Time Simulations.

Authors:  Zhangyi He; Xiaoyang Dai; Mark Beaumont; Feng Yu
Journal:  Genetics       Date:  2020-08-21       Impact factor: 4.562

10.  Inference from the stationary distribution of allele frequencies in a family of Wright-Fisher models with two levels of genetic variability.

Authors:  Jake M Ferguson; Erkan Ozge Buzbas
Journal:  Theor Popul Biol       Date:  2018-03-21       Impact factor: 1.570

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.