The impact of host metapopulation structure on the population genetics of colonizing bacteria

Publication date

2016-05-07

Authors

Numminen, Elina
Gutmann, Michael
Shubin, Mikhail
Marttinen, Pekka
Méric, Guillaume
van Schaik, WillemISNI 0000000394352316
Coque, Teresa M.
Baquero, Fernando
Willems, Rob J LISNI 0000000388459432
Sheppard, Samuel K.

Editors

Advisors

Supervisors

Document Type

Article

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License

taverne

Abstract

Many key bacterial pathogens are frequently carried asymptomatically, and the emergence and spread of these opportunistic pathogens can be driven, or mitigated, via demographic changes within the host population. These inter-host transmission dynamics combine with basic evolutionary parameters such as rates of mutation and recombination, population size and selection, to shape the genetic diversity within bacterial populations. Whilst many studies have focused on how molecular processes underpin bacterial population structure, the impact of host migration and the connectivity of the local populations has received far less attention. A stochastic neutral model incorporating heightened local transmission has been previously shown to fit closely with genetic data for several bacterial species. However, this model did not incorporate transmission limiting population stratification, nor the possibility of migration of strains between subpopulations, which we address here by presenting an extended model. We study the consequences of migration in terms of shared genetic variation and show by simulation that the previously used summary statistic, the allelic mismatch distribution, can be insensitive to even large changes in microepidemic and migration rates. Using likelihood-free inference with genotype network topological summaries we fit a simpler model to commensal and hospital samples from the common nosocomial pathogens Staphylococcus aureus, Staphylococcus epidermidis, Enterococcus faecalis and Enterococcus faecium. Only the hospital data for E. faecium display clearly marked deviations from the model predictions which may be attributable to its adaptation to the hospital environment.

Keywords

Bacterial evolution, Genetic structure, Migration, Population dynamics, Taverne, Applied Mathematics, Statistics and Probability, Modelling and Simulation, General Agricultural and Biological Sciences, General Biochemistry,Genetics and Molecular Biology, General Immunology and Microbiology, General Medicine, Journal Article

Citation

Numminen, E, Gutmann, M, Shubin, M, Marttinen, P, Méric, G, van Schaik, W, Coque, T M, Baquero, F, Willems, R J L, Sheppard, S K, Feil, E J, Hanage, W P & Corander, J 2016, 'The impact of host metapopulation structure on the population genetics of colonizing bacteria', Journal of Theoretical Biology, vol. 396, pp. 53-62. https://doi.org/10.1016/j.jtbi.2016.02.019