Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing

Abstract Background Shotgun metagenomic sequencing is increasingly utilized as a tool to evaluate ecological-level dynamics of antimicrobial resistance and virulence, in conjunction with microbiome analysis. Interest in use of this method for environmental surveillance of antimicrobial resistance an...

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Main Authors: Noelle R. Noyes, Maggie E. Weinroth, Jennifer K. Parker, Chris J. Dean, Steven M. Lakin, Robert A. Raymond, Pablo Rovira, Enrique Doster, Zaid Abdo, Jennifer N. Martin, Kenneth L. Jones, Jaime Ruiz, Christina A. Boucher, Keith E. Belk, Paul S. Morley
Format: Article
Language:English
Published: BMC 2017-10-01
Series:Microbiome
Subjects:
Online Access:http://link.springer.com/article/10.1186/s40168-017-0361-8
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spelling doaj-f9912318a90e48c5bf06ecb79f8c98ac2020-11-24T22:09:12ZengBMCMicrobiome2049-26182017-10-015111310.1186/s40168-017-0361-8Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencingNoelle R. Noyes0Maggie E. Weinroth1Jennifer K. Parker2Chris J. Dean3Steven M. Lakin4Robert A. Raymond5Pablo Rovira6Enrique Doster7Zaid Abdo8Jennifer N. Martin9Kenneth L. Jones10Jaime Ruiz11Christina A. Boucher12Keith E. Belk13Paul S. Morley14Department of Microbiology, Immunology and Pathology, Colorado State UniversityDepartment of Animal Sciences, Colorado State UniversityDepartment of Clinical Sciences, Colorado State UniversityDepartment of Computer Sciences, Colorado State UniversityDepartment of Clinical Sciences, Colorado State UniversityDepartment of Computer Sciences, Colorado State UniversityDepartment of Animal Sciences, Colorado State UniversityDepartment of Clinical Sciences, Colorado State UniversityDepartment of Microbiology, Immunology and Pathology, Colorado State UniversityDepartment of Animal Sciences, Colorado State UniversityDepartment of Pediatrics, Section of Hematology Oncology and Bone Marrow Transplant, University of Colorado School of MedicineDepartment of Computer and Information Science and Engineering, University of FloridaDepartment of Computer and Information Science and Engineering, University of FloridaDepartment of Animal Sciences, Colorado State UniversityDepartment of Clinical Sciences, Colorado State UniversityAbstract Background Shotgun metagenomic sequencing is increasingly utilized as a tool to evaluate ecological-level dynamics of antimicrobial resistance and virulence, in conjunction with microbiome analysis. Interest in use of this method for environmental surveillance of antimicrobial resistance and pathogenic microorganisms is also increasing. In published metagenomic datasets, the total of all resistance- and virulence-related sequences accounts for < 1% of all sequenced DNA, leading to limitations in detection of low-abundance resistome-virulome elements. This study describes the extent and composition of the low-abundance portion of the resistome-virulome, using a bait-capture and enrichment system that incorporates unique molecular indices to count DNA molecules and correct for enrichment bias. Results The use of the bait-capture and enrichment system significantly increased on-target sequencing of the resistome-virulome, enabling detection of an additional 1441 gene accessions and revealing a low-abundance portion of the resistome-virulome that was more diverse and compositionally different than that detected by more traditional metagenomic assays. The low-abundance portion of the resistome-virulome also contained resistance genes with public health importance, such as extended-spectrum betalactamases, that were not detected using traditional shotgun metagenomic sequencing. In addition, the use of the bait-capture and enrichment system enabled identification of rare resistance gene haplotypes that were used to discriminate between sample origins. Conclusions These results demonstrate that the rare resistome-virulome contains valuable and unique information that can be utilized for both surveillance and population genetic investigations of resistance. Access to the rare resistome-virulome using the bait-capture and enrichment system validated in this study can greatly advance our understanding of microbiome-resistome dynamics.http://link.springer.com/article/10.1186/s40168-017-0361-8ResistomeAntimicrobial resistanceMolecular enrichmentMicrobial ecologyRare microbiome
collection DOAJ
language English
format Article
sources DOAJ
author Noelle R. Noyes
Maggie E. Weinroth
Jennifer K. Parker
Chris J. Dean
Steven M. Lakin
Robert A. Raymond
Pablo Rovira
Enrique Doster
Zaid Abdo
Jennifer N. Martin
Kenneth L. Jones
Jaime Ruiz
Christina A. Boucher
Keith E. Belk
Paul S. Morley
spellingShingle Noelle R. Noyes
Maggie E. Weinroth
Jennifer K. Parker
Chris J. Dean
Steven M. Lakin
Robert A. Raymond
Pablo Rovira
Enrique Doster
Zaid Abdo
Jennifer N. Martin
Kenneth L. Jones
Jaime Ruiz
Christina A. Boucher
Keith E. Belk
Paul S. Morley
Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
Microbiome
Resistome
Antimicrobial resistance
Molecular enrichment
Microbial ecology
Rare microbiome
author_facet Noelle R. Noyes
Maggie E. Weinroth
Jennifer K. Parker
Chris J. Dean
Steven M. Lakin
Robert A. Raymond
Pablo Rovira
Enrique Doster
Zaid Abdo
Jennifer N. Martin
Kenneth L. Jones
Jaime Ruiz
Christina A. Boucher
Keith E. Belk
Paul S. Morley
author_sort Noelle R. Noyes
title Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
title_short Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
title_full Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
title_fullStr Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
title_full_unstemmed Enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
title_sort enrichment allows identification of diverse, rare elements in metagenomic resistome-virulome sequencing
publisher BMC
series Microbiome
issn 2049-2618
publishDate 2017-10-01
description Abstract Background Shotgun metagenomic sequencing is increasingly utilized as a tool to evaluate ecological-level dynamics of antimicrobial resistance and virulence, in conjunction with microbiome analysis. Interest in use of this method for environmental surveillance of antimicrobial resistance and pathogenic microorganisms is also increasing. In published metagenomic datasets, the total of all resistance- and virulence-related sequences accounts for < 1% of all sequenced DNA, leading to limitations in detection of low-abundance resistome-virulome elements. This study describes the extent and composition of the low-abundance portion of the resistome-virulome, using a bait-capture and enrichment system that incorporates unique molecular indices to count DNA molecules and correct for enrichment bias. Results The use of the bait-capture and enrichment system significantly increased on-target sequencing of the resistome-virulome, enabling detection of an additional 1441 gene accessions and revealing a low-abundance portion of the resistome-virulome that was more diverse and compositionally different than that detected by more traditional metagenomic assays. The low-abundance portion of the resistome-virulome also contained resistance genes with public health importance, such as extended-spectrum betalactamases, that were not detected using traditional shotgun metagenomic sequencing. In addition, the use of the bait-capture and enrichment system enabled identification of rare resistance gene haplotypes that were used to discriminate between sample origins. Conclusions These results demonstrate that the rare resistome-virulome contains valuable and unique information that can be utilized for both surveillance and population genetic investigations of resistance. Access to the rare resistome-virulome using the bait-capture and enrichment system validated in this study can greatly advance our understanding of microbiome-resistome dynamics.
topic Resistome
Antimicrobial resistance
Molecular enrichment
Microbial ecology
Rare microbiome
url http://link.springer.com/article/10.1186/s40168-017-0361-8
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