Inferring within-host bottleneck size: A Bayesian approach

被引:2
作者
Dybowski, R. [1 ]
Restif, O. [1 ]
Price, D. J. [1 ]
Mastroeni, P. [1 ]
机构
[1] Univ Cambridge, Dept Vet Med, Madingley Rd, Cambridge CB3 0ES, England
基金
英国生物技术与生命科学研究理事会;
关键词
Bottlenecks; Bayesian inference; Wildtype isogenic tagged strains (WITS); Salmonella; POPULATION; SALMONELLA; DYNAMICS;
D O I
10.1016/j.jtbi.2017.09.011
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recent technical developments in microbiology have led to new discoveries on the within-host dynamics of bacterial infections in laboratory animals. In particular, they have highlighted the importance of stochastic bottlenecks at the onset of invasive disease. A number of approaches exist for bottleneck-size estimation with respect to within-host bacterial infections; however, some are more appropriate than others under certain circumstances. A Bayesian comparison of several approaches is made in terms of the availability of isogenic multitype bacteria (e.g., WITS), knowledge of post-bottleneck dynamics, and the suitability of dilution with monotype bacteria. A sampling approach to bottleneck-size estimation is also introduced. The results are summarised by a guiding flowchart, which we hope will promote the use of quantitative models in microbiology to refine the analysis of animal experiment data. (C) 2017 Published by Elsevier Ltd.
引用
收藏
页码:218 / 228
页数:11
相关论文
共 28 条
[1]   Analysis of Bottlenecks in Experimental Models of Infection [J].
Abel, Soeren ;
Wiesch, Pia Abel zur ;
Davis, Brigid M. ;
Waldor, Matthew K. .
PLOS PATHOGENS, 2015, 11 (06)
[2]   Sparse consistency and smoothing for multinomial data [J].
Aerts, M ;
Augustyns, I ;
Janssen, P .
STATISTICS & PROBABILITY LETTERS, 1997, 33 (01) :41-48
[3]  
Aerts M., 1997, NONPARAMETRIC STAT, V8, P127
[4]  
[Anonymous], 1996, Smooting Methods in Statistics
[5]  
Charalambides CA., 2002, Enumerative combinatorics
[6]   Phenotypic Variation of Salmonella in Host Tissues Delays Eradication by Antimicrobial Chemotherapy [J].
Claudi, Beatrice ;
Sproete, Petra ;
Chirkova, Anna ;
Personnic, Nicolas ;
Zankl, Janine ;
Schuermann, Nura ;
Schmidt, Alexander ;
Bumann, Dirk .
CELL, 2014, 158 (04) :722-733
[7]   The Effects of Vaccination and Immunity on Bacterial Infection Dynamics In Vivo [J].
Coward, Chris ;
Restif, Olivier ;
Dybowski, Richard ;
Grant, Andrew J. ;
Maskell, Duncan J. ;
Mastroeni, Pietro .
PLOS PATHOGENS, 2014, 10 (09)
[8]   Analyzing microbial disease at high resolution: following the fate of the bacterium during infection [J].
Crimmins, Gregory T. ;
Isberg, Ralph R. .
CURRENT OPINION IN MICROBIOLOGY, 2012, 15 (01) :23-27
[9]   Salmonella enterica Serovar Typhi and the Pathogenesis of Typhoid Fever [J].
Dougan, Gordon ;
Baker, Stephen .
ANNUAL REVIEW OF MICROBIOLOGY, VOL 68, 2014, 68 :317-+
[10]   Single passage in mouse organs enhances the survival and spread of Salmonella enterica [J].
Dybowski, Richard ;
Restif, Olivier ;
Goupy, Alexandre ;
Maskell, Duncan J. ;
Mastroeni, Piero ;
Grant, Andrew J. .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2015, 12 (113)