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1.
PLoS One ; 11(12): e0168788, 2016.
Article in English | MEDLINE | ID: mdl-28002481

ABSTRACT

When analyzing pathogen transcriptomes during the infection of host cells, the signal-to-background (pathogen-to-host) ratio of nucleic acids (NA) in infected samples is very small. Despite the advancements in next-generation sequencing, the minute amount of pathogen NA makes standard RNA-seq library preps inadequate for effective gene-level analysis of the pathogen in cases with low bacterial loads. In order to provide a more complete picture of the pathogen transcriptome during an infection, we developed a novel pathogen enrichment technique, which can enrich for transcripts from any cultivable bacteria or virus, using common, readily available laboratory equipment and reagents. To evenly enrich for pathogen transcripts, we generate biotinylated pathogen-targeted capture probes in an enzymatic process using the entire genome of the pathogen as a template. The capture probes are hybridized to a strand-specific cDNA library generated from an RNA sample. The biotinylated probes are captured on a monomeric avidin resin in a miniature spin column, and enriched pathogen-specific cDNA is eluted following a series of washes. To test this method, we performed an in vitro time-course infection using Klebsiella pneumoniae to infect murine macrophage cells. K. pneumoniae transcript enrichment efficiency was evaluated using RNA-seq. Bacterial transcripts were enriched up to ~400-fold, and allowed the recovery of transcripts from ~2000-3600 genes not observed in untreated control samples. These additional transcripts revealed interesting aspects of K. pneumoniae biology including the expression of putative virulence factors and the expression of several genes responsible for antibiotic resistance even in the absence of drugs.


Subject(s)
Chromatography, Affinity , Klebsiella pneumoniae/genetics , Macrophages/microbiology , RNA, Bacterial/isolation & purification , Animals , Avidin/chemistry , Avidin/metabolism , DNA Probes/chemistry , DNA Probes/metabolism , Gene Library , High-Throughput Nucleotide Sequencing , Host-Pathogen Interactions/genetics , Macrophages/cytology , Macrophages/metabolism , Mice , Nucleic Acid Hybridization , RNA, Bacterial/chemistry , RNA, Bacterial/metabolism , Sequence Analysis, RNA , Transcriptome
2.
Infect Immun ; 83(7): 2672-85, 2015 Jul.
Article in English | MEDLINE | ID: mdl-25895974

ABSTRACT

Yersinia enterocolitica is typically considered an extracellular pathogen; however, during the course of an infection, a significant number of bacteria are stably maintained within host cell vacuoles. Little is known about this population and the role it plays during an infection. To address this question and to elucidate the spatially and temporally dynamic gene expression patterns of Y. enterocolitica biovar 1B through the course of an in vitro infection, transcriptome sequencing and differential gene expression analysis of bacteria infecting murine macrophage cells were performed under four distinct conditions. Bacteria were first grown in a nutrient-rich medium at 26 °C to establish a baseline of gene expression that is unrelated to infection. The transcriptomes of these bacteria were then compared to bacteria grown in a conditioned cell culture medium at 37 °C to identify genes that were differentially expressed in response to the increased temperature and medium but not in response to host cells. Infections were then performed, and the transcriptomes of bacteria found on the extracellular surface and intracellular compartments were analyzed individually. The upregulated genes revealed potential roles for a variety of systems in promoting intracellular virulence, including the Ysa type III secretion system, the Yts2 type II secretion system, and the Tad pilus. It was further determined that mutants of each of these systems had decreased virulence while infecting macrophages. Overall, these results reveal the complete set of genes expressed by Y. enterocolitica in response to infection and provide the groundwork for future virulence studies.


Subject(s)
Gene Expression Profiling , Macrophages/microbiology , Microbial Viability , Yersinia enterocolitica/growth & development , Yersinia enterocolitica/genetics , Animals , Cells, Cultured , Gene Knockout Techniques , Mice , Virulence , Virulence Factors/genetics , Virulence Factors/metabolism
3.
PLoS One ; 8(10): e77834, 2013.
Article in English | MEDLINE | ID: mdl-24155975

ABSTRACT

Francisella tularensis is a zoonotic intracellular pathogen that is capable of causing potentially fatal human infections. Like all successful bacterial pathogens, F. tularensis rapidly responds to changes in its environment during infection of host cells, and upon encountering different microenvironments within those cells. This ability to appropriately respond to the challenges of infection requires rapid and global shifts in gene expression patterns. In this study, we use a novel pathogen transcript enrichment strategy and whole transcriptome sequencing (RNA-Seq) to perform a detailed characterization of the rapid and global shifts in F. tularensis LVS gene expression during infection of murine macrophages. We performed differential gene expression analysis on all bacterial genes at two key stages of infection: phagosomal escape, and cytosolic replication. By comparing the F. tularensis transcriptome at these two stages of infection to that of the bacteria grown in culture, we were able to identify sets of genes that are differentially expressed over the course of infection. This analysis revealed the temporally dynamic expression of a number of known and putative transcriptional regulators and virulence factors, providing insight into their role during infection. In addition, we identified several F. tularensis genes that are significantly up-regulated during infection but had not been previously identified as virulence factors. These unknown genes may make attractive therapeutic or vaccine targets.


Subject(s)
Francisella tularensis/genetics , Francisella tularensis/physiology , Macrophages/microbiology , Sequence Analysis, RNA/methods , Transcriptome/genetics , Tularemia/genetics , Tularemia/microbiology , Animals , Down-Regulation/genetics , Francisella tularensis/pathogenicity , Gene Expression Profiling , Gene Expression Regulation, Bacterial , Genes, Bacterial/genetics , Genomic Islands/genetics , Humans , Macrophages/pathology , Mice , RNA, Messenger/genetics , RNA, Messenger/metabolism , Transcription, Genetic , Up-Regulation/genetics , Virulence/genetics , Virulence Factors/genetics , Virulence Factors/metabolism
4.
Anal Biochem ; 438(1): 90-6, 2013 Jul 01.
Article in English | MEDLINE | ID: mdl-23535274

ABSTRACT

To fully understand the interactions of a pathogen with its host, it is necessary to analyze the RNA transcripts of both the host and pathogen throughout the course of an infection. Although this can be accomplished relatively easily on the host side, the analysis of pathogen transcripts is complicated by the overwhelming amount of host RNA isolated from an infected sample. Even with the read depth provided by second-generation sequencing, it is extremely difficult to get enough pathogen reads for an effective gene-level analysis. In this study, we describe a novel capture-based technique and device that considerably enriches for pathogen transcripts from infected samples. This versatile method can, in principle, enrich for any pathogen in any infected sample. To test the technique's efficacy, we performed time course tissue culture infections using Rift Valley fever virus and Francisella tularensis. At each time point, RNA sequencing (RNA-Seq) was performed and the results of the treated samples were compared with untreated controls. The capture of pathogen transcripts, in all cases, led to more than an order of magnitude enrichment of pathogen reads, greatly increasing the number of genes hit, the coverage of those genes, and the depth at which each transcript was sequenced.


Subject(s)
Francisella tularensis/genetics , Francisella tularensis/physiology , Host-Pathogen Interactions , Rift Valley fever virus/genetics , Rift Valley fever virus/physiology , Sequence Analysis, RNA/methods , Cell Line , Gene Expression Profiling , Humans , Macrophages/microbiology , Macrophages/virology , Nucleic Acid Hybridization , RNA, Bacterial/genetics , RNA, Messenger/genetics , RNA, Viral/genetics
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