2023
DOI: 10.1186/s12859-023-05363-4
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Detecting patterns of accessory genome coevolution in Staphylococcus aureus using data from thousands of genomes

Abstract: Bacterial genomes exhibit widespread horizontal gene transfer, resulting in highly variable genome content that complicates the inference of genetic interactions. In this study, we develop a method for detecting coevolving genes from large datasets of bacterial genomes based on pairwise comparisons of closely related individuals, analogous to a pedigree study in eukaryotic populations. We apply our method to pairs of genes from the Staphylococcus aureus accessory genome of over 75,000 annotated gene families u… Show more

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Cited by 7 publications
(5 citation statements)
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“…One hypothesis is that these genes were gained or lost in a coordinated manner to drive the formation of the Asian clades. To confirm this, the top 31 genes, which did not include unannotated genes, were subjected to gene coevolution analysis using the R package Detecting Coevolving Traits Using Relatives (DeCoTUR) ( 29 ). The two interaction clusters are shown in Fig.…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…One hypothesis is that these genes were gained or lost in a coordinated manner to drive the formation of the Asian clades. To confirm this, the top 31 genes, which did not include unannotated genes, were subjected to gene coevolution analysis using the R package Detecting Coevolving Traits Using Relatives (DeCoTUR) ( 29 ). The two interaction clusters are shown in Fig.…”
Section: Resultsmentioning
confidence: 99%
“…DeCoTUR was developed to detect coevolving genes in large datasets of bacterial genomes based on pairwise comparisons of closely related individuals, analogous to a pedigree study in eukaryotic populations ( 29 ). Here, DeCoTUR was used to perform gene association/dissociation analyses for the 146 S .…”
Section: Methodsmentioning
confidence: 99%
“…Second, our smaller data set (558 genomes) compared with other studies that number thousands of genomes may also limit the magnitude of accessory gene pool that we can identify. S. aureus is known to have an open pan-genome ( 40 42 ), that is, the pan-genome has no upper limit and new genes are discovered with the addition of new strains ( 18 , 43 ). It is therefore likely that the co-occurrence networks and history of gene gain and loss will be affected with the addition of genomes and novel genes.…”
Section: Discussionmentioning
confidence: 99%
“…While this provides important information about the long-term rates of recombination within gut commensal species, it is possible that much of this core-genome hybridization could be driven by positive selection on linked accessory genes (e.g., antibiotic resistance genes). Future applications of our methods on growing collections of clonal isolates [ 93 ] could shed light on these functional targets of horizontal transfer [ 94 ], and thereby provide a fuller picture of the landscape of bacterial recombination within the gut microbiota.…”
Section: Discussionmentioning
confidence: 99%