University of Tasmania
Browse
Fearnhead_etal_2015.pdf (193.33 kB)

Estimating the relative rate of recombination to mutation in bacteria from single-locus variants using composite likelihood methods

Download (193.33 kB)
journal contribution
posted on 2023-05-18, 09:49 authored by Fearnhead, P, Yu, S, Biggs, P, Barbara HollandBarbara Holland, French, N
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.

Funding

Australian Research Council

History

Publication title

The Annals of Applied Statistics

Volume

9

Pagination

200-224

ISSN

1932-6157

Department/School

School of Natural Sciences

Publisher

Institute of Mathematical Statistics

Place of publication

United States

Rights statement

Copyright 2015 Institute of Mathematical Statistics

Repository Status

  • Open

Socio-economic Objectives

Expanding knowledge in the biological sciences

Usage metrics

    University Of Tasmania

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC