Literature DB >> 12554439

Testing a molecular clock without an outgroup: derivations of induced priors on branch-length restrictions in a Bayesian framework.

Marc A Suchard1, Robert E Weiss, Janet S Sinsheimer.   

Abstract

We propose a Bayesian method for testing molecular clock hypotheses for use with aligned sequence data from multiple taxa. Our method utilizes a nonreversible nucleotide substitution model to avoid the necessity of specifying either a known tree relating the taxa or an outgroup for rooting the tree. We employ reversible jump Markov chain Monte Carlo to sample from the posterior distribution of the phylogenetic model parameters and conduct hypothesis testing using Bayes factors, the ratio of the posterior to prior odds of competing models. Here, the Bayes factors reflect the relative support of the sequence data for equal rates of evolutionary change between taxa versus unequal rates, averaged over all possible phylogenetic parameters, including the tree and root position. As the molecular clock model is a restriction of the more general unequal rates model, we use the Savage-Dickey ratio to estimate the Bayes factors. The Savage-Dickey ratio provides a convenient approach to calculating Bayes factors in favor of sharp hypotheses. Critical to calculating the Savage-Dickey ratio is a determination of the prior induced on the modeling restrictions. We demonstrate our method on a well-studied mtDNA sequence data set consisting of nine primates. We find strong support against a global molecular clock, but do find support for a local clock among the anthropoids. We provide mathematical derivations of the induced priors on branch length restrictions assuming equally likely trees. These derivations also have more general applicability to the examination of prior assumptions in Bayesian phylogenetics.

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Year:  2003        PMID: 12554439     DOI: 10.1080/10635150390132713

Source DB:  PubMed          Journal:  Syst Biol        ISSN: 1063-5157            Impact factor:   15.683


  8 in total

1.  Stochastic models for horizontal gene transfer: taking a random walk through tree space.

Authors:  Marc A Suchard
Journal:  Genetics       Date:  2005-03-21       Impact factor: 4.562

2.  Smooth skyride through a rough skyline: Bayesian coalescent-based inference of population dynamics.

Authors:  Vladimir N Minin; Erik W Bloomquist; Marc A Suchard
Journal:  Mol Biol Evol       Date:  2008-04-11       Impact factor: 16.240

3.  Evolution of human immunodeficiency virus type 1 coreceptor usage during antiretroviral Therapy: a Bayesian approach.

Authors:  Christina M R Kitchen; Sean Philpott; Harold Burger; Barbara Weiser; Kathryn Anastos; Marc A Suchard
Journal:  J Virol       Date:  2004-10       Impact factor: 5.103

4.  Improving the accuracy of demographic and molecular clock model comparison while accommodating phylogenetic uncertainty.

Authors:  Guy Baele; Philippe Lemey; Trevor Bedford; Andrew Rambaut; Marc A Suchard; Alexander V Alekseyenko
Journal:  Mol Biol Evol       Date:  2012-03-07       Impact factor: 16.240

5.  Genomics and epidemiology of the P.1 SARS-CoV-2 lineage in Manaus, Brazil.

Authors:  Nuno R Faria; Thomas A Mellan; Charles Whittaker; Ingra M Claro; Darlan da S Candido; Swapnil Mishra; Oliver G Pybus; Seth Flaxman; Samir Bhatt; Ester C Sabino; Myuki A E Crispim; Flavia C S Sales; Iwona Hawryluk; John T McCrone; Ruben J G Hulswit; Lucas A M Franco; Mariana S Ramundo; Jaqueline G de Jesus; Pamela S Andrade; Thais M Coletti; Giulia M Ferreira; Camila A M Silva; Erika R Manuli; Rafael H M Pereira; Pedro S Peixoto; Moritz U G Kraemer; Nelson Gaburo; Cecilia da C Camilo; Henrique Hoeltgebaum; William M Souza; Esmenia C Rocha; Leandro M de Souza; Mariana C de Pinho; Leonardo J T Araujo; Frederico S V Malta; Aline B de Lima; Joice do P Silva; Danielle A G Zauli; Alessandro C de S Ferreira; Ricardo P Schnekenberg; Daniel J Laydon; Patrick G T Walker; Hannah M Schlüter; Ana L P Dos Santos; Maria S Vidal; Valentina S Del Caro; Rosinaldo M F Filho; Helem M Dos Santos; Renato S Aguiar; José L Proença-Modena; Bruce Nelson; James A Hay; Mélodie Monod; Xenia Miscouridou; Helen Coupland; Raphael Sonabend; Michaela Vollmer; Axel Gandy; Carlos A Prete; Vitor H Nascimento; Marc A Suchard; Thomas A Bowden; Sergei L K Pond; Chieh-Hsi Wu; Oliver Ratmann; Neil M Ferguson; Christopher Dye; Nick J Loman; Philippe Lemey; Andrew Rambaut; Nelson A Fraiji; Maria do P S S Carvalho
Journal:  Science       Date:  2021-04-14       Impact factor: 47.728

6.  Bayesian random local clocks, or one rate to rule them all.

Authors:  Alexei J Drummond; Marc A Suchard
Journal:  BMC Biol       Date:  2010-08-31       Impact factor: 7.431

7.  The effect of genetic structure on molecular dating and tests for temporal signal.

Authors:  Gemma G R Murray; Fang Wang; Ewan M Harrison; Gavin K Paterson; Alison E Mather; Simon R Harris; Mark A Holmes; Andrew Rambaut; John J Welch
Journal:  Methods Ecol Evol       Date:  2015-09-22       Impact factor: 7.781

8.  Genomics and epidemiology of a novel SARS-CoV-2 lineage in Manaus, Brazil.

Authors:  Nuno R Faria; Thomas A Mellan; Charles Whittaker; Ingra M Claro; Darlan da S Candido; Swapnil Mishra; Myuki A E Crispim; Flavia C Sales; Iwona Hawryluk; John T McCrone; Ruben J G Hulswit; Lucas A M Franco; Mariana S Ramundo; Jaqueline G de Jesus; Pamela S Andrade; Thais M Coletti; Giulia M Ferreira; Camila A M Silva; Erika R Manuli; Rafael H M Pereira; Pedro S Peixoto; Moritz U Kraemer; Nelson Gaburo; Cecilia da C Camilo; Henrique Hoeltgebaum; William M Souza; Esmenia C Rocha; Leandro M de Souza; Mariana C de Pinho; Leonardo J T Araujo; Frederico S V Malta; Aline B de Lima; Joice do P Silva; Danielle A G Zauli; Alessandro C de S Ferreira; Ricardo P Schnekenberg; Daniel J Laydon; Patrick G T Walker; Hannah M Schlüter; Ana L P Dos Santos; Maria S Vidal; Valentina S Del Caro; Rosinaldo M F Filho; Helem M Dos Santos; Renato S Aguiar; José L P Modena; Bruce Nelson; James A Hay; Melodie Monod; Xenia Miscouridou; Helen Coupland; Raphael Sonabend; Michaela Vollmer; Axel Gandy; Marc A Suchard; Thomas A Bowden; Sergei L K Pond; Chieh-Hsi Wu; Oliver Ratmann; Neil M Ferguson; Christopher Dye; Nick J Loman; Philippe Lemey; Andrew Rambaut; Nelson A Fraiji; Maria do P S S Carvalho; Oliver G Pybus; Seth Flaxman; Samir Bhatt; Ester C Sabino
Journal:  medRxiv       Date:  2021-03-03
  8 in total

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