Inferring Ancestral Recombination Graphs from Bacterial Genomic Data

被引:32
作者
Vaughan, Timothy G. [1 ,2 ]
Welch, David [1 ,2 ]
Drummond, Alexei J. [1 ,2 ]
Biggs, Patrick J. [3 ]
George, Tessy [3 ]
French, Nigel P. [3 ]
机构
[1] Univ Auckland, Ctr Computat Evolut, Auckland 1010, New Zealand
[2] Univ Auckland, Dept Comp Sci, 38 Princes St, Auckland 1010, New Zealand
[3] Massey Univ, Infect Dis Res Ctr, Mol Epidemiol & Publ Hlth Lab, Hopkirk Res Inst, Palmerston North 4442, New Zealand
关键词
bacterial evolution; recombination; phylogenetic inference; POPULATION HISTORY; BAYESIAN-INFERENCE; EVOLUTION; MUTATION;
D O I
10.1534/genetics.116.193425
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Homologous recombination is a central feature of bacterial evolution, yet it confounds traditional phylogenetic methods. While a number of methods specific to bacterial evolution have been developed, none of these permit joint inference of a bacterial recombination graph and associated parameters. In this article, we present a new method which addresses this shortcoming. Our method uses a novel Markov chain Monte Carlo algorithm to perform phylogenetic inference under the ClonalOrigin model. We demonstrate the utility of our method by applying it to ribosomal multilocus sequence typing data sequenced from pathogenic and nonpathogenic Escherichia coli serotype O157 and O26 isolates collected in rural New Zealand. The method is implemented as an open source BEAST 2 package, Bacter, which is available via the project web page at http://tgvaughan.github.io/bacter.
引用
收藏
页码:857 / 870
页数:14
相关论文
共 30 条
[1]   Inference of the Properties of the Recombination Process from Whole Bacterial Genomes [J].
Ansari, M. Azim ;
Didelot, Xavier .
GENETICS, 2014, 196 (01) :253-+
[2]  
Beaumont MA, 2002, GENETICS, V162, P2025
[3]   Unifying Vertical and Nonvertical Evolution: A Stochastic ARG-based Framework [J].
Bloomquist, Erik W. ;
Suchard, Marc A. .
SYSTEMATIC BIOLOGY, 2010, 59 (01) :27-41
[4]   BEAST 2: A Software Platform for Bayesian Evolutionary Analysis [J].
Bouckaert, Remco ;
Heled, Joseph ;
Kuehnert, Denise ;
Vaughan, Tim ;
Wu, Chieh-Hsi ;
Xie, Dong ;
Suchard, Marc A. ;
Rambaut, Andrew ;
Drummond, Alexei J. .
PLOS COMPUTATIONAL BIOLOGY, 2014, 10 (04)
[5]   DensiTree: making sense of sets of phylogenetic trees [J].
Bouckaert, Remco R. .
BIOINFORMATICS, 2010, 26 (10) :1372-1373
[6]   THE WELL-CALIBRATED BAYESIAN [J].
DAWID, AP .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1982, 77 (379) :605-610
[7]   Inference of bacterial microevolution using multilocus sequence data [J].
Didelot, Xavier ;
Falush, Daniel .
GENETICS, 2007, 175 (03) :1251-1266
[8]   ClonalFrameML: Efficient Inference of Recombination in Whole Bacterial Genomes [J].
Didelot, Xavier ;
Wilson, Daniel J. .
PLOS COMPUTATIONAL BIOLOGY, 2015, 11 (02)
[9]   Impact of homologous and non-homologous recombination in the genomic evolution of Escherichia coli [J].
Didelot, Xavier ;
Meric, Guillaume ;
Falush, Daniel ;
Darling, Aaron E. .
BMC GENOMICS, 2012, 13
[10]   Inference of Homologous Recombination in Bacteria Using Whole-Genome Sequences [J].
Didelot, Xavier ;
Lawson, Daniel ;
Darling, Aaron ;
Falush, Daniel .
GENETICS, 2010, 186 (04) :1435-U567