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1.
Proc Natl Acad Sci U S A ; 109(12): 4550-5, 2012 Mar 20.
Artículo en Inglés | MEDLINE | ID: mdl-22393007

RESUMEN

Whole-genome sequencing offers new insights into the evolution of bacterial pathogens and the etiology of bacterial disease. Staphylococcus aureus is a major cause of bacteria-associated mortality and invasive disease and is carried asymptomatically by 27% of adults. Eighty percent of bacteremias match the carried strain. However, the role of evolutionary change in the pathogen during the progression from carriage to disease is incompletely understood. Here we use high-throughput genome sequencing to discover the genetic changes that accompany the transition from nasal carriage to fatal bloodstream infection in an individual colonized with methicillin-sensitive S. aureus. We found a single, cohesive population exhibiting a repertoire of 30 single-nucleotide polymorphisms and four insertion/deletion variants. Mutations accumulated at a steady rate over a 13-mo period, except for a cluster of mutations preceding the transition to disease. Although bloodstream bacteria differed by just eight mutations from the original nasally carried bacteria, half of those mutations caused truncation of proteins, including a premature stop codon in an AraC-family transcriptional regulator that has been implicated in pathogenicity. Comparison with evolution in two asymptomatic carriers supported the conclusion that clusters of protein-truncating mutations are highly unusual. Our results demonstrate that bacterial diversity in vivo is limited but nonetheless detectable by whole-genome sequencing, enabling the study of evolutionary dynamics within the host. Regulatory or structural changes that occur during carriage may be functionally important for pathogenesis; therefore identifying those changes is a crucial step in understanding the biological causes of invasive bacterial disease.


Asunto(s)
Infecciones Estafilocócicas/microbiología , Staphylococcus aureus/genética , Teorema de Bayes , Análisis por Conglomerados , Progresión de la Enfermedad , Evolución Molecular , Eliminación de Gen , Variación Genética , Genoma Bacteriano , Humanos , Meticilina/farmacología , Mutación , Polimorfismo de Nucleótido Simple , Análisis de Secuencia de ADN , Factores de Tiempo
2.
Stat Comput ; 30(3): 663-676, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32116416

RESUMEN

This paper examines methodology for performing Bayesian inference sequentially on a sequence of posteriors on spaces of different dimensions. For this, we use sequential Monte Carlo samplers, introducing the innovation of using deterministic transformations to move particles effectively between target distributions with different dimensions. This approach, combined with adaptive methods, yields an extremely flexible and general algorithm for Bayesian model comparison that is suitable for use in applications where the acceptance rate in reversible jump Markov chain Monte Carlo is low. We use this approach on model comparison for mixture models, and for inferring coalescent trees sequentially, as data arrives.

3.
Nat Commun ; 5: 3956, 2014 May 23.
Artículo en Inglés | MEDLINE | ID: mdl-24853639

RESUMEN

Horizontal gene transfer is an important driver of bacterial evolution, but genetic exchange in the core genome of clonal species, including the major pathogen Staphylococcus aureus, is incompletely understood. Here we reveal widespread homologous recombination in S. aureus at the species level, in contrast to its near-complete absence between closely related strains. We discover a patchwork of hotspots and coldspots at fine scales falling against a backdrop of broad-scale trends in rate variation. Over megabases, homoplasy rates fluctuate 1.9-fold, peaking towards the origin-of-replication. Over kilobases, we find core recombination hotspots of up to 2.5-fold enrichment situated near fault lines in the genome associated with mobile elements. The strongest hotspots include regions flanking conjugative transposon ICE6013, the staphylococcal cassette chromosome (SCC) and genomic island νSaα. Mobile element-driven core genome transfer represents an opportunity for adaptation and challenges our understanding of the recombination landscape in predominantly clonal pathogens, with important implications for genotype-phenotype mapping.


Asunto(s)
Elementos Transponibles de ADN/genética , Genoma Bacteriano/genética , Recombinación Genética , Staphylococcus aureus/genética , Cromosomas Bacterianos/genética , Transferencia de Gen Horizontal/genética , Variación Genética , Funciones de Verosimilitud , Desequilibrio de Ligamiento/genética , Filogenia , Especificidad de la Especie , Staphylococcus aureus/aislamiento & purificación
4.
PLoS One ; 8(5): e61319, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23658690

RESUMEN

BACKGROUND: Staphylococcus aureus is a major cause of healthcare associated mortality, but like many important bacterial pathogens, it is a common constituent of the normal human body flora. Around a third of healthy adults are carriers. Recent evidence suggests that evolution of S. aureus during nasal carriage may be associated with progression to invasive disease. However, a more detailed understanding of within-host evolution under natural conditions is required to appreciate the evolutionary and mechanistic reasons why commensal bacteria such as S. aureus cause disease. Therefore we examined in detail the evolutionary dynamics of normal, asymptomatic carriage. Sequencing a total of 131 genomes across 13 singly colonized hosts using the Illumina platform, we investigated diversity, selection, population dynamics and transmission during the short-term evolution of S. aureus. PRINCIPAL FINDINGS: We characterized the processes by which the raw material for evolution is generated: micro-mutation (point mutation and small insertions/deletions), macro-mutation (large insertions/deletions) and the loss or acquisition of mobile elements (plasmids and bacteriophages). Through an analysis of synonymous, non-synonymous and intergenic mutations we discovered a fitness landscape dominated by purifying selection, with rare examples of adaptive change in genes encoding surface-anchored proteins and an enterotoxin. We found evidence for dramatic, hundred-fold fluctuations in the size of the within-host population over time, which we related to the cycle of colonization and clearance. Using a newly-developed population genetics approach to detect recent transmission among hosts, we revealed evidence for recent transmission between some of our subjects, including a husband and wife both carrying populations of methicillin-resistant S. aureus (MRSA). SIGNIFICANCE: This investigation begins to paint a picture of the within-host evolution of an important bacterial pathogen during its prevailing natural state, asymptomatic carriage. These results also have wider significance as a benchmark for future systematic studies of evolution during invasive S. aureus disease.


Asunto(s)
Evolución Molecular , Infecciones Estafilocócicas/microbiología , Staphylococcus aureus/genética , Adulto , Infecciones Asintomáticas , Portador Sano , Genoma Bacteriano , Humanos , Mutación INDEL , Nariz/microbiología , Polimorfismo de Nucleótido Simple , Selección Genética , Análisis de Secuencia de ADN , Infecciones Estafilocócicas/transmisión
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