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Visualization-assisted binning of metagenome assemblies reveals potential new pathogenic profiles in idiopathic travelers' diarrhea

Travelers' diarrhea (TD) is often caused by enterotoxigenic Escherichia coli, enteroaggregative E. coli, other bacterial pathogens, Norovirus, and occasionally parasites. Nevertheless, standard diagnostic methods fail to identify pathogens in more than 40% of TD patients. It is predicted that n...

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Published in:Microbiome 2018-11, Vol.6 (1), p.201-201, Article 201
Main Authors: Zhu, Qiyun, Dupont, Christopher L, Jones, Marcus B, Pham, Kevin M, Jiang, Zhi-Dong, DuPont, Herbert L, Highlander, Sarah K
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description Travelers' diarrhea (TD) is often caused by enterotoxigenic Escherichia coli, enteroaggregative E. coli, other bacterial pathogens, Norovirus, and occasionally parasites. Nevertheless, standard diagnostic methods fail to identify pathogens in more than 40% of TD patients. It is predicted that new pathogens may be causative agents of the disease. We performed a comprehensive amplicon and whole genome shotgun (WGS) metagenomic study of the fecal microbiomes from 23 TD patients and seven healthy travelers, all of which were negative for the known etiologic agents of TD based on standard microbiological and immunological assays. Abnormal and diverse taxonomic profiles in TD samples were revealed. WGS reads were assembled and the resulting contigs were visualized using multiple query types. A semi-manual workflow was applied to isolate independent genomes from metagenomic pools. A total of 565 genome bins were extracted, 320 of which were complete enough to be characterized as cellular genomes; 160 were viral genomes. We made predictions of the etiology of disease for many of the individual subjects based on the properties and features of the recovered genomes. Multiple patients with low-diversity metagenomes were predominated by one to several E. coli strains. Functional annotation allowed prediction of pathogenic type in many cases. Five patients were co-infected with E. coli and other members of Enterobacteriaceae, including Enterobacter, Klebsiella, and Citrobacter; these may represent blooms of organisms that appear following secretory diarrhea. New "dark matter" microbes were observed in multiple samples. In one, we identified a novel TM7 genome that phylogenetically clustered with a sludge isolate; it carries genes encoding potential virulence factors. In multiple samples, we observed high proportions of putative novel viral genomes, some of which form clusters with the ubiquitous gut virus, crAssphage. The total relative abundance of viruses was significantly higher in healthy travelers versus TD patients. Our study highlights the strength of assembly-based metagenomics, especially the manually curated, visualization-assisted binning of contigs, in resolving unusual and under-characterized pathogenic profiles of human-associated microbiomes. Results show that TD may be polymicrobial, with multiple novel cellular and viral strains as potential players in the diarrheal disease.
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Nevertheless, standard diagnostic methods fail to identify pathogens in more than 40% of TD patients. It is predicted that new pathogens may be causative agents of the disease. We performed a comprehensive amplicon and whole genome shotgun (WGS) metagenomic study of the fecal microbiomes from 23 TD patients and seven healthy travelers, all of which were negative for the known etiologic agents of TD based on standard microbiological and immunological assays. Abnormal and diverse taxonomic profiles in TD samples were revealed. WGS reads were assembled and the resulting contigs were visualized using multiple query types. A semi-manual workflow was applied to isolate independent genomes from metagenomic pools. A total of 565 genome bins were extracted, 320 of which were complete enough to be characterized as cellular genomes; 160 were viral genomes. 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The total relative abundance of viruses was significantly higher in healthy travelers versus TD patients. Our study highlights the strength of assembly-based metagenomics, especially the manually curated, visualization-assisted binning of contigs, in resolving unusual and under-characterized pathogenic profiles of human-associated microbiomes. Results show that TD may be polymicrobial, with multiple novel cellular and viral strains as potential players in the diarrheal disease.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>30409177</pmid><doi>10.1186/s40168-018-0579-0</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-3800-4950</orcidid><oa>free_for_read</oa></addata></record>
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2049-2618
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subjects Acids
Analysis
Antibiotics
Bioinformatics
Citrobacter - classification
Citrobacter - genetics
Citrobacter - isolation & purification
crAssphage
Diarrhea
Diarrhea - diagnosis
Diarrhea - microbiology
Disease
E coli
Enterobacter - classification
Enterobacter - genetics
Enterobacter - isolation & purification
Enterotoxigenic Escherichia coli - classification
Enterotoxigenic Escherichia coli - genetics
Enterotoxigenic Escherichia coli - isolation & purification
Escherichia coli
Etiology
Fecal microflora
Genes
Genome, Bacterial - genetics
Genome, Viral - genetics
Genomes
Genomics
Guillain-Barre syndrome
Humans
Klebsiella - classification
Klebsiella - genetics
Klebsiella - isolation & purification
Metagenome
Metagenomics - methods
Microbiomes
Molecular Sequence Annotation
Norovirus - genetics
Norovirus - isolation & purification
Parasites
Pathogens
Phylogeny
Proteins
Risk factors
Sequence Analysis, DNA
Sludge
Software
Strain-level
Strains (organisms)
TM7
Travel-Related Illness
Travelers diarrhea
Virulence (Microbiology)
Virulence factor
Virulence factors
Visualization
title Visualization-assisted binning of metagenome assemblies reveals potential new pathogenic profiles in idiopathic travelers' diarrhea
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