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1.
G3 (Bethesda) ; 14(2)2024 Feb 07.
Article in English | MEDLINE | ID: mdl-38092066

ABSTRACT

Callosobruchus maculatus is a major agricultural pest of legume crops worldwide and an established model system in ecology and evolution. Yet, current molecular biological resources for this species are limited. Here, we employ Hi-C sequencing to generate a greatly improved genome assembly and we annotate its repetitive elements in a dedicated in-depth effort where we manually curate and classify the most abundant unclassified repeat subfamilies. We present a scaffolded chromosome-level assembly, which is 1.01 Gb in total length with 86% being contained within the 9 autosomes and the X chromosome. Repetitive sequences accounted for 70% of the total assembly. DNA transposons covered 18% of the genome, with the most abundant superfamily being Tc1-Mariner (9.75% of the genome). This new chromosome-level genome assembly of C. maculatus will enable future genetic and evolutionary studies not only of this important species but of beetles more generally.


Subject(s)
Coleoptera , Animals , Coleoptera/genetics , Genome , Repetitive Sequences, Nucleic Acid , X Chromosome , DNA Transposable Elements/genetics , Phylogeny
2.
Blood Adv ; 6(17): 5009-5023, 2022 09 13.
Article in English | MEDLINE | ID: mdl-35675515

ABSTRACT

Multiple myeloma (MM) is an incurable and aggressive plasma cell malignancy characterized by a complex karyotype with multiple structural variants (SVs) and copy-number variations (CNVs). Linked-read whole-genome sequencing (lrWGS) allows for refined detection and reconstruction of SVs by providing long-range genetic information from standard short-read sequencing. This makes lrWGS an attractive solution for capturing the full genomic complexity of MM. Here we show that high-quality lrWGS data can be generated from low numbers of cells subjected to fluorescence-activated cell sorting (FACS) without DNA purification. Using this protocol, we analyzed MM cells after FACS from 37 patients with MM using lrWGS. We found high concordance between lrWGS and fluorescence in situ hybridization (FISH) for the detection of recurrent translocations and CNVs. Outside of the regions investigated by FISH, we identified >150 additional SVs and CNVs across the cohort. Analysis of the lrWGS data allowed for resolution of the structure of diverse SVs affecting the MYC and t(11;14) loci, causing the duplication of genes and gene regulatory elements. In addition, we identified private SVs causing the dysregulation of genes recurrently involved in translocations with the IGH locus and show that these can alter the molecular classification of MM. Overall, we conclude that lrWGS allows for the detection of aberrations critical for MM prognostics and provides a feasible route for providing comprehensive genetics. Implementing lrWGS could provide more accurate clinical prognostics, facilitate genomic medicine initiatives, and greatly improve the stratification of patients included in clinical trials.


Subject(s)
Multiple Myeloma , DNA Copy Number Variations , Genomics , Humans , In Situ Hybridization, Fluorescence , Multiple Myeloma/diagnosis , Multiple Myeloma/genetics , Translocation, Genetic , Whole Genome Sequencing
4.
Clin Epigenetics ; 13(1): 107, 2021 05 12.
Article in English | MEDLINE | ID: mdl-33980276

ABSTRACT

BACKGROUND: Long-term stored serum is considered challenging for epigenomic analyses: as there are no cells, circulating DNA is scarce, and amplification removes epigenetic signals. Additionally, pre-analytical treatments and storage might introduce biases and fragmentation to the DNA. In particular, starting with low-input DNA can result in low-diversity libraries. However, successful whole-genome bisulphite sequencing (WGBS) of such serum samples has the potential to open biobanks for epigenetic analyses and deliver novel prediagnostic biomarkers. Here, we perform WGBS using the Accel-NGS library preparation kit on ultralow amounts of DNA from long-term archived samples with diverse pretreatments from the Janus Serum Bank. RESULTS: Ninety-four of the 96 samples produced satisfactory methylation calls; an average of 578 M reads per sample generated a mean coverage of 17× and mean duplication level of 35%. Failed samples were related to poor bisulphite conversion rather than to sequencing or library preparation. We demonstrate the feasibility of WGBS on ultralow DNA yields from serum samples stored up to 48 years. CONCLUSIONS: Our results show the potential of large serum biobank collections for future epigenomic studies and biomarker discovery.


Subject(s)
Blood Banking/methods , Blood Banks/statistics & numerical data , DNA Methylation/genetics , Epigenomics/methods , High-Throughput Nucleotide Sequencing/methods , Whole Genome Sequencing/methods , Epigenome/genetics , Humans , Reproducibility of Results , Time
5.
F1000Res ; 9: 63, 2020.
Article in English | MEDLINE | ID: mdl-32269765

ABSTRACT

Whole-genome sequencing (WGS) is a fundamental technology for research to advance precision medicine, but the limited availability of portable and user-friendly workflows for WGS analyses poses a major challenge for many research groups and hampers scientific progress. Here we present Sarek, an open-source workflow to detect germline variants and somatic mutations based on sequencing data from WGS, whole-exome sequencing (WES), or gene panels. Sarek features (i) easy installation, (ii) robust portability across different computer environments, (iii) comprehensive documentation, (iv) transparent and easy-to-read code, and (v) extensive quality metrics reporting. Sarek is implemented in the Nextflow workflow language and supports both Docker and Singularity containers as well as Conda environments, making it ideal for easy deployment on any POSIX-compatible computers and cloud compute environments. Sarek follows the GATK best-practice recommendations for read alignment and pre-processing, and includes a wide range of software for the identification and annotation of germline and somatic single-nucleotide variants, insertion and deletion variants, structural variants, tumour sample purity, and variations in ploidy and copy number. Sarek offers easy, efficient, and reproducible WGS analyses, and can readily be used both as a production workflow at sequencing facilities and as a powerful stand-alone tool for individual research groups. The Sarek source code, documentation and installation instructions are freely available at https://github.com/nf-core/sarek and at https://nf-co.re/sarek/.


Subject(s)
Germ Cells , Software , Whole Genome Sequencing/methods , Workflow , Humans
6.
Mol Ecol Resour ; 20(5): 1311-1322, 2020 Sep.
Article in English | MEDLINE | ID: mdl-32419391

ABSTRACT

The feasibility to sequence entire genomes of virtually any organism provides unprecedented insights into the evolutionary history of populations and species. Nevertheless, many population genomic inferences - including the quantification and dating of admixture, introgression and demographic events, and inference of selective sweeps - are still limited by the lack of high-quality haplotype information. The newest generation of sequencing technology now promises significant progress. To establish the feasibility of haplotype-resolved genome resequencing at population scale, we investigated properties of linked-read sequencing data of songbirds of the genus Oenanthe across a range of sequencing depths. Our results based on the comparison of downsampled (25×, 20×, 15×, 10×, 7×, and 5×) with high-coverage data (46-68×) of seven bird genomes mapped to a reference suggest that phasing contiguities and accuracies adequate for most population genomic analyses can be reached already with moderate sequencing effort. At 15× coverage, phased haplotypes span about 90% of the genome assembly, with 50% and 90% of phased sequences located in phase blocks longer than 1.25-4.6 Mb (N50) and 0.27-0.72 Mb (N90). Phasing accuracy reaches beyond 99% starting from 15× coverage. Higher coverages yielded higher contiguities (up to about 7 Mb/1 Mb [N50/N90] at 25× coverage), but only marginally improved phasing accuracy. Phase block contiguity improved with input DNA molecule length; thus, higher-quality DNA may help keeping sequencing costs at bay. In conclusion, even for organisms with gigabase-sized genomes like birds, linked-read sequencing at moderate depth opens an affordable avenue towards haplotype-resolved genome resequencing at population scale.


Subject(s)
Genetics, Population , Genomics , Haplotypes , Songbirds/genetics , Animals , High-Throughput Nucleotide Sequencing , Sequence Analysis, DNA
8.
Arch Toxicol ; 91(5): 2067-2078, 2017 May.
Article in English | MEDLINE | ID: mdl-27838757

ABSTRACT

Arsenic, a carcinogen with immunotoxic effects, is a common contaminant of drinking water and certain food worldwide. We hypothesized that chronic arsenic exposure alters gene expression, potentially by altering DNA methylation of genes encoding central components of the immune system. We therefore analyzed the transcriptomes (by RNA sequencing) and methylomes (by target-enrichment next-generation sequencing) of primary CD4-positive T cells from matched groups of four women each in the Argentinean Andes, with fivefold differences in urinary arsenic concentrations (median concentrations of urinary arsenic in the lower- and high-arsenic groups: 65 and 276 µg/l, respectively). Arsenic exposure was associated with genome-wide alterations of gene expression; principal component analysis indicated that the exposure explained 53% of the variance in gene expression among the top variable genes and 19% of 28,351 genes were differentially expressed (false discovery rate <0.05) between the exposure groups. Key genes regulating the immune system, such as tumor necrosis factor alpha and interferon gamma, as well as genes related to the NF-kappa-beta complex, were significantly downregulated in the high-arsenic group. Arsenic exposure was associated with genome-wide DNA methylation; the high-arsenic group had 3% points higher genome-wide full methylation (>80% methylation) than the lower-arsenic group. Differentially methylated regions that were hyper-methylated in the high-arsenic group showed enrichment for immune-related gene ontologies that constitute the basic functions of CD4-positive T cells, such as isotype switching and lymphocyte activation and differentiation. In conclusion, chronic arsenic exposure from drinking water was related to changes in the transcriptome and methylome of CD4-positive T cells, both genome wide and in specific genes, supporting the hypothesis that arsenic causes immunotoxicity by interfering with gene expression and regulation.


Subject(s)
Arsenic/toxicity , CD4-Positive T-Lymphocytes/drug effects , DNA Methylation/drug effects , Environmental Exposure/adverse effects , Gene Expression Regulation/drug effects , Adult , Argentina , CD4-Positive T-Lymphocytes/physiology , CpG Islands , Female , Gene Expression Profiling , High-Throughput Nucleotide Sequencing , Humans , Middle Aged , Promoter Regions, Genetic
9.
Bioinformatics ; 32(19): 3047-8, 2016 10 01.
Article in English | MEDLINE | ID: mdl-27312411

ABSTRACT

MOTIVATION: Fast and accurate quality control is essential for studies involving next-generation sequencing data. Whilst numerous tools exist to quantify QC metrics, there is no common approach to flexibly integrate these across tools and large sample sets. Assessing analysis results across an entire project can be time consuming and error prone; batch effects and outlier samples can easily be missed in the early stages of analysis. RESULTS: We present MultiQC, a tool to create a single report visualising output from multiple tools across many samples, enabling global trends and biases to be quickly identified. MultiQC can plot data from many common bioinformatics tools and is built to allow easy extension and customization. AVAILABILITY AND IMPLEMENTATION: MultiQC is available with an GNU GPLv3 license on GitHub, the Python Package Index and Bioconda. Documentation and example reports are available at http://multiqc.info CONTACT: phil.ewels@scilifelab.se.


Subject(s)
High-Throughput Nucleotide Sequencing , Quality Control , Computational Biology , Software
10.
Nucleic Acids Res ; 44(14): 6756-69, 2016 08 19.
Article in English | MEDLINE | ID: mdl-27131363

ABSTRACT

To improve the epigenomic analysis of tissues rich in 5-hydroxymethylcytosine (hmC), we developed a novel protocol called TAB-Methyl-SEQ, which allows for single base resolution profiling of both hmC and 5-methylcytosine by targeted next-generation sequencing. TAB-Methyl-SEQ data were extensively validated by a set of five methodologically different protocols. Importantly, these extensive cross-comparisons revealed that protocols based on Tet1-assisted bisulfite conversion provided more precise hmC values than TrueMethyl-based methods. A total of 109 454 CpG sites were analyzed by TAB-Methyl-SEQ for mC and hmC in 188 genes from 20 different adult human livers. We describe three types of variability of hepatic hmC profiles: (i) sample-specific variability at 40.8% of CpG sites analyzed, where the local hmC values correlate to the global hmC content of livers (measured by LC-MS), (ii) gene-specific variability, where hmC levels in the coding regions positively correlate to expression of the respective gene and (iii) site-specific variability, where prominent hmC peaks span only 1 to 3 neighboring CpG sites. Our data suggest that both the gene- and site-specific components of hmC variability might contribute to the epigenetic control of hepatic genes. The protocol described here should be useful for targeted DNA analysis in a variety of applications.


Subject(s)
5-Methylcytosine/analogs & derivatives , Base Pairing , Gene Expression Regulation , Genes , Liver/metabolism , 5-Methylcytosine/metabolism , Adult , Base Sequence , Chromatography, Liquid , CpG Islands/genetics , DNA/metabolism , Humans , Mass Spectrometry , Reproducibility of Results , Sequence Analysis, DNA , Sulfites/metabolism
11.
Microsc Microanal ; 22(3): 717-24, 2016 06.
Article in English | MEDLINE | ID: mdl-26899024

ABSTRACT

The electron energy-loss spectroscopy (EELS) and X-ray absorption spectroscopy (XAS) database has been completely rewritten, with an improved design, user interface, and a number of new tools. The database is accessible at https://eelsdb.eu/ and can now be used without registration. The submission process has been streamlined to encourage spectrum submissions and the new design gives greater emphasis on contributors' original work by highlighting their papers. With numerous new filters and a powerful search function, it is now simple to explore the database of several hundred EELS and XAS spectra. Interactive plots allow spectra to be overlaid, facilitating online comparison. An application-programming interface has been created, allowing external tools and software to easily access the information held within the database. In addition to the database itself, users can post and manage job adverts and read the latest news and events regarding the EELS and XAS communities. In accordance with the ongoing drive toward open access data increasingly demanded by funding bodies, the database will facilitate open access data sharing of EELS and XAS spectra.

12.
F1000Res ; 5: 2824, 2016.
Article in English | MEDLINE | ID: mdl-28299179

ABSTRACT

Pipeline tools are becoming increasingly important within the field of bioinformatics. Using a pipeline manager to manage and run workflows comprised of multiple tools reduces workload and makes analysis results more reproducible. Existing tools require significant work to install and get running, typically needing pipeline scripts to be written from scratch before running any analysis. We present Cluster Flow, a simple and flexible bioinformatics pipeline tool designed to be quick and easy to install. Cluster Flow comes with 40 modules for common NGS processing steps, ready to work out of the box. Pipelines are assembled using these modules with a simple syntax that can be easily modified as required. Core helper functions automate many common NGS procedures, making running pipelines simple. Cluster Flow is available with an GNU GPLv3 license on GitHub. Documentation, examples and an online demo are available at http://clusterflow.io.

13.
Proc Natl Acad Sci U S A ; 112(45): 13970-5, 2015 Nov 10.
Article in English | MEDLINE | ID: mdl-26483466

ABSTRACT

Phenotypic plasticity is important in adaptation and shapes the evolution of organisms. However, we understand little about what aspects of the genome are important in facilitating plasticity. Eusocial insect societies produce plastic phenotypes from the same genome, as reproductives (queens) and nonreproductives (workers). The greatest plasticity is found in the simple eusocial insect societies in which individuals retain the ability to switch between reproductive and nonreproductive phenotypes as adults. We lack comprehensive data on the molecular basis of plastic phenotypes. Here, we sequenced genomes, microRNAs (miRNAs), and multiple transcriptomes and methylomes from individual brains in a wasp (Polistes canadensis) and an ant (Dinoponera quadriceps) that live in simple eusocial societies. In both species, we found few differences between phenotypes at the transcriptional level, with little functional specialization, and no evidence that phenotype-specific gene expression is driven by DNA methylation or miRNAs. Instead, phenotypic differentiation was defined more subtly by nonrandom transcriptional network organization, with roles in these networks for both conserved and taxon-restricted genes. The general lack of highly methylated regions or methylome patterning in both species may be an important mechanism for achieving plasticity among phenotypes during adulthood. These findings define previously unidentified hypotheses on the genomic processes that facilitate plasticity and suggest that the molecular hallmarks of social behavior are likely to differ with the level of social complexity.


Subject(s)
Ants/genetics , Gene Expression Regulation/genetics , Hierarchy, Social , Models, Genetic , Phenotype , Social Behavior , Wasps/genetics , Animals , Ants/physiology , Base Sequence , Brain/metabolism , DNA Methylation/genetics , Genome, Insect/genetics , High-Throughput Nucleotide Sequencing , MicroRNAs/genetics , Molecular Sequence Data , Transcriptome/genetics , Wasps/physiology
14.
Nat Genet ; 47(6): 598-606, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25938943

ABSTRACT

Transcriptional control in large genomes often requires looping interactions between distal DNA elements, such as enhancers and target promoters. Current chromosome conformation capture techniques do not offer sufficiently high resolution to interrogate these regulatory interactions on a genomic scale. Here we use Capture Hi-C (CHi-C), an adapted genome conformation assay, to examine the long-range interactions of almost 22,000 promoters in 2 human blood cell types. We identify over 1.6 million shared and cell type-restricted interactions spanning hundreds of kilobases between promoters and distal loci. Transcriptionally active genes contact enhancer-like elements, whereas transcriptionally inactive genes interact with previously uncharacterized elements marked by repressive features that may act as long-range silencers. Finally, we show that interacting loci are enriched for disease-associated SNPs, suggesting how distal mutations may disrupt the regulation of relevant genes. This study provides new insights and accessible tools to dissect the regulatory interactions that underlie normal and aberrant gene regulation.


Subject(s)
Promoter Regions, Genetic , Cell Line , Chromosome Mapping , Epistasis, Genetic , Gene Expression Regulation , Gene Regulatory Networks , Genome, Human , Humans , Polymorphism, Single Nucleotide
15.
Cell Rep ; 10(4): 471-83, 2015 Feb 03.
Article in English | MEDLINE | ID: mdl-25640177

ABSTRACT

Cellular senescence has been implicated in tumor suppression, development, and aging and is accompanied by large-scale chromatin rearrangements, forming senescence-associated heterochromatic foci (SAHF). However, how the chromatin is reorganized during SAHF formation is poorly understood. Furthermore, heterochromatin formation in senescence appears to contrast with loss of heterochromatin in Hutchinson-Gilford progeria. We mapped architectural changes in genome organization in cellular senescence using Hi-C. Unexpectedly, we find a dramatic sequence- and lamin-dependent loss of local interactions in heterochromatin. This change in local connectivity resolves the paradox of opposing chromatin changes in senescence and progeria. In addition, we observe a senescence-specific spatial clustering of heterochromatic regions, suggesting a unique second step required for SAHF formation. Comparison of embryonic stem cells (ESCs), somatic cells, and senescent cells shows a unidirectional loss in local chromatin connectivity, suggesting that senescence is an endpoint of the continuous nuclear remodelling process during differentiation.


Subject(s)
Cellular Senescence/genetics , Cellular Senescence/physiology , Heterochromatin/metabolism , Cell Line , Cell Proliferation/genetics , Cell Proliferation/physiology , Chromatin/metabolism , Chromatin Assembly and Disassembly/genetics , Chromatin Assembly and Disassembly/physiology , Heterochromatin/genetics , Humans , In Situ Hybridization, Fluorescence
16.
F1000Res ; 4: 1310, 2015.
Article in English | MEDLINE | ID: mdl-26835000

ABSTRACT

HiCUP is a pipeline for processing sequence data generated by Hi-C and Capture Hi-C (CHi-C) experiments, which are techniques used to investigate three-dimensional genomic organisation. The pipeline maps data to a specified reference genome and removes artefacts that would otherwise hinder subsequent analysis. HiCUP also produces an easy-to-interpret yet detailed quality control (QC) report that assists in refining experimental protocols for future studies. The software is freely available and has already been used for processing Hi-C and CHi-C data in several recently published peer-reviewed studies.

17.
Nat Commun ; 5: 4640, 2014 Aug 19.
Article in English | MEDLINE | ID: mdl-25135198

ABSTRACT

MicroRNA (miRNA) target recognition is largely dictated by short 'seed' sequences, and single miRNAs therefore have the potential to regulate a large number of genes. Understanding the contribution of specific miRNA-target interactions to the regulation of biological processes in vivo remains challenging. Here we use transcription activator-like effector nuclease (TALEN) and clustered regularly interspaced short palindromic repeat (CRISPR)/Cas9 technologies to interrogate the functional relevance of predicted miRNA response elements (MREs) to post-transcriptional silencing in zebrafish and Drosophila. We also demonstrate an effective strategy that uses CRISPR-mediated homology-directed repair with short oligonucleotide donors for the assessment of MRE activity in human cells. These methods facilitate analysis of the direct phenotypic consequences resulting from blocking specific miRNA-MRE interactions at any point during development.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Deoxyribonucleases/genetics , Endonucleases/genetics , Genetic Engineering/methods , MicroRNAs/genetics , Response Elements/genetics , Animals , Base Sequence , Clustered Regularly Interspaced Short Palindromic Repeats/physiology , DNA-Binding Proteins/genetics , DNA-Binding Proteins/physiology , Deoxyribonucleases/physiology , Drosophila , Endonucleases/physiology , HEK293 Cells , Humans , MicroRNAs/physiology , Molecular Sequence Data , Response Elements/physiology , Sequence Analysis , Transcriptional Activation/genetics , Transcriptional Activation/physiology , Transfection , Zebrafish
18.
Brief Funct Genomics ; 10(1): 11-7, 2011 Jan.
Article in English | MEDLINE | ID: mdl-21258046

ABSTRACT

The eukaryotic cell nucleus displays a high degree of spatial organization, with discrete functional subcompartments that provide microenvironments where specialized processes take place. Concordantly, the genome also adopts defined conformations that, in part, enable specific genomic regions to interface with these functional centers. Yet the roles of many subcompartments and the genomic regions that contact them have not been explored fully. More fundamentally, it is not entirely clear how genome organization impacts function, and vice versa. The past decade has witnessed the development of a new breed of methods that are capable of assessing the spatial organization of the genome. These stand to further our understanding of the relationship between genome structure and function, and potentially assign function to various nuclear subcompartments. Here, we review the principal techniques used for analyzing genomic interactions, the functional insights they have afforded and discuss the outlook for future advances in nuclear structure and function dynamics.


Subject(s)
Cell Nucleus/genetics , Cell Nucleus/metabolism , Genomics/methods , Animals , Chromatin Immunoprecipitation , DNA, Circular/genetics , Genome/genetics , Humans , Nucleic Acid Conformation
19.
Nat Genet ; 40(6): 710-2, 2008 Jun.
Article in English | MEDLINE | ID: mdl-18438406

ABSTRACT

We report results of a nonsynonymous SNP scan for ulcerative colitis and identify a previously unknown susceptibility locus at ECM1. We also show that several risk loci are common to ulcerative colitis and Crohn's disease (IL23R, IL12B, HLA, NKX2-3 and MST1), whereas autophagy genes ATG16L1 and IRGM, along with NOD2 (also known as CARD15), are specific for Crohn's disease. These data provide the first detailed illustration of the genetic relationship between these common inflammatory bowel diseases.


Subject(s)
Biomarkers/metabolism , Colitis, Ulcerative/genetics , Crohn Disease/genetics , Extracellular Matrix Proteins/genetics , Genetic Predisposition to Disease , Polymorphism, Single Nucleotide/genetics , Autophagy-Related Proteins , Carrier Proteins/genetics , Case-Control Studies , Cohort Studies , Colitis, Ulcerative/epidemiology , Crohn Disease/epidemiology , GTP-Binding Proteins/genetics , HLA-A Antigens/genetics , Homeodomain Proteins/genetics , Humans , Interleukin-12 Subunit p40/genetics , Intracellular Signaling Peptides and Proteins , Nod2 Signaling Adaptor Protein/genetics , Protein Serine-Threonine Kinases/genetics , Receptors, Interleukin/genetics , Risk Factors
20.
J Clin Microbiol ; 46(5): 1741-6, 2008 May.
Article in English | MEDLINE | ID: mdl-18322069

ABSTRACT

High-throughput epidemiological typing systems that provide phylogenetic and genotypic information are beneficial for tracking bacterial pathogens in the field. The incidence of Salmonella enterica serovar Typhi infection in Indonesia is high and is associated with atypical phenotypic traits such as expression of the j and the z66 flagellum antigens. Utilizing a high-throughput genotyping platform to investigate known nucleotide polymorphisms dispersed around the genome, we determined the haplotypes of 140 serovar Typhi isolates associated with Indonesia. We identified nine distinct serovar Typhi haplotypes circulating in Indonesia for more than 30 years, with eight of these present in a single Jakarta suburb within a 2-year period. One dominant haplotype, H59, is associated with j and z66 flagellum expression, representing a potential pathotype unique to Indonesia. Phylogenetic analysis suggests that H59 z66(+), j(+) isolates emerged relatively recently in terms of the origin of serovar Typhi and are geographically restricted. These data demonstrate the potential of high-throughput genotyping platforms for analyzing serovar Typhi populations in the field. The study also provides insight into the evolution of serovar Typhi and demonstrates the value of a molecular epidemiological technique that is exchangeable, that is internet friendly, and that has global utility.


Subject(s)
Bacterial Typing Techniques/methods , DNA, Bacterial/genetics , Salmonella typhi/classification , Salmonella typhi/genetics , Typhoid Fever/epidemiology , Typhoid Fever/microbiology , Demography , Flagellin/genetics , Genotype , Haplotypes , Humans , Indonesia/epidemiology , Molecular Epidemiology/methods , Phylogeny , Polymorphism, Genetic , Salmonella typhi/isolation & purification , Urban Population
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