ESTIMATING THE RELATIVE RATE OF RECOMBINATION TO MUTATION IN BACTERIA FROM SINGLE-LOCUS VARIANTS USING COMPOSITE LIKELIHOOD METHODS

被引:3
作者
Fearnhead, Paul [1 ]
Yu, Shoukai [2 ]
Biggs, Patrick [2 ]
Holland, Barbara [3 ]
French, Nigel [2 ]
机构
[1] Univ Lancaster, Fylde Coll, Dept Math & Stat, Lancaster LA1 4YF, England
[2] Massey Univ, Infect Dis Res Ctr, Inst Vet Anim & Biomed Sci, Palmerston North 4442, New Zealand
[3] Univ Tasmania, Sch Math & Phys, Hobart, Tas 7001, Australia
基金
英国工程与自然科学研究理事会;
关键词
Composite likelihood; recombination; single-locus variants; testing for rate variation; SEQUENCE TYPING DATA; POINT MUTATION; EVOLUTION; PARAMETERS; INFERENCE; GENETICS; CLONES; COLI;
D O I
10.1214/14-AOAS795
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A number of studies have suggested using comparisons between DNA sequences of closely related bacterial isolates to estimate the relative rate of recombination to mutation for that bacterial species. We consider such an approach which uses single-locus variants: pairs of isolates whose DNA differ at a single gene locus. One way of deriving point estimates for the relative rate of recombination to mutation from such data is to use composite likelihood methods. We extend recent work in this area so as to be able to construct confidence intervals for our estimates, without needing to resort to computationally-intensive bootstrap procedures, and to develop a test for whether the relative rate varies across loci. Both our test and method for constructing confidence intervals are obtained by modeling the dependence structure in the data, and then applying asymptotic theory regarding the distribution of estimators obtained using a composite likelihood. We applied these methods to multi-locus sequence typing (MLST) data from eight bacteria, finding strong evidence for considerable rate variation in three of these: Bacillus cereus, Enterococcus faecium and Klebsiella pneumoniae.
引用
收藏
页码:200 / 224
页数:25
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