Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Letter
  • Published:

Antibiotic treatment expands the resistance reservoir and ecological network of the phage metagenome

Abstract

The mammalian gut ecosystem has considerable influence on host physiology1,2,3,4, but the mechanisms that sustain this complex environment in the face of different stresses remain obscure. Perturbations to the gut ecosystem, such as through antibiotic treatment or diet, are at present interpreted at the level of bacterial phylogeny5,6,7. Less is known about the contributions of the abundant population of phages to this ecological network. Here we explore the phageome as a potential genetic reservoir for bacterial adaptation by sequencing murine faecal phage populations following antibiotic perturbation. We show that antibiotic treatment leads to the enrichment of phage-encoded genes that confer resistance via disparate mechanisms to the administered drug, as well as genes that confer resistance to antibiotics unrelated to the administered drug, and we demonstrate experimentally that phages from treated mice provide aerobically cultured naive microbiota with increased resistance. Systems-wide analyses uncovered post-treatment phage-encoded processes related to host colonization and growth adaptation, indicating that the phageome becomes broadly enriched for functionally beneficial genes under stress-related conditions. We also show that antibiotic treatment expands the interactions between phage and bacterial species, leading to a more highly connected phage–bacterial network for gene exchange. Our work implicates the phageome in the emergence of multidrug resistance, and indicates that the adaptive capacity of the phageome may represent a community-based mechanism for protecting the gut microflora, preserving its functional robustness during antibiotic stress.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1: Antibiotic resistance is enriched in phage metagenomes following drug perturbation in mice.
Figure 2: Broad bacterial functions are enriched in phage metagenomes following drug perturbation in mice.
Figure 3: Investigation of bacterial functions encoded in phages.
Figure 4: The phage–bacterial ecological network.

Similar content being viewed by others

Accession codes

Accessions

Sequence Read Archive

Data deposits

Viromedata sets have been deposited in the NCBI Sequence Read Archive under accession SRP021521.

References

  1. Atarashi, K. et al. Induction of colonic regulatory T cells by indigenous Clostridium species. Science 331, 337–341 (2011)

    Article  CAS  ADS  Google Scholar 

  2. Brandl, K. et al. Vancomycin-resistant enterococci exploit antibiotic-induced innate immune deficits. Nature 455, 804–807 (2008)

    Article  CAS  ADS  Google Scholar 

  3. Smillie, C. S. et al. Ecology drives a global network of gene exchange connecting the human microbiome. Nature 480, 241–244 (2011)

    Article  CAS  ADS  Google Scholar 

  4. Turnbaugh, P. J. et al. An obesity-associated gut microbiome with increased capacity for energy harvest. Nature 444, 1027–1031 (2006)

    Article  ADS  Google Scholar 

  5. Faith, J. J., McNulty, N. P., Rey, F. E. & Gordon, J. I. Predicting a human gut microbiota’s response to diet in gnotobiotic mice. Science 333, 101–104 (2011)

    Article  CAS  ADS  Google Scholar 

  6. Dethlefsen, L., Huse, S., Sogin, M. L. & Relman, D. A. The pervasive effects of an antibiotic on the human gut microbiota, as revealed by deep 16S rRNA sequencing. PLoS Biol. 6, e280 (2008)

    Article  Google Scholar 

  7. Dethlefsen, L. & Relman, D. A. Incomplete recovery and individualized responses of the human distal gut microbiota to repeated antibiotic perturbation. Proc. Natl Acad. Sci. USA 108 (Suppl. 1). 4554–4561 (2011)

    Article  CAS  ADS  Google Scholar 

  8. Antunes, L. C. et al. Effect of antibiotic treatment on the intestinal metabolome. Antimicrob. Agents Chemother. 55, 1494–1503 (2011)

    Article  CAS  Google Scholar 

  9. Reyes, A. et al. Viruses in the faecal microbiota of monozygotic twins and their mothers. Nature 466, 334–338 (2010)

    Article  CAS  ADS  Google Scholar 

  10. Oliver, K. M., Degnan, P. H., Hunter, M. S. & Moran, N. A. Bacteriophages encode factors required for protection in a symbiotic mutualism. Science 325, 992–994 (2009)

    Article  CAS  ADS  Google Scholar 

  11. Chen, J. & Novick, R. P. Phage-mediated intergeneric transfer of toxin genes. Science 323, 139–141 (2009)

    Article  CAS  ADS  Google Scholar 

  12. Lindell, D., Jaffe, J. D., Johnson, Z. I., Church, G. M. & Chisholm, S. W. Photosynthesis genes in marine viruses yield proteins during host infection. Nature 438, 86–89 (2005)

    Article  CAS  ADS  Google Scholar 

  13. Thurber, R. V., Haynes, M., Breitbart, M., Wegley, L. & Rohwer, F. Laboratory procedures to generate viral metagenomes. Nature Protocols 4, 470–483 (2009)

    Article  CAS  Google Scholar 

  14. Breitbart, M. et al. Metagenomic analyses of an uncultured viral community from human feces. J. Bacteriol. 185, 6220–6223 (2003)

    Article  CAS  Google Scholar 

  15. Dinsdale, E. A. et al. Functional metagenomic profiling of nine biomes. Nature 452, 629–632 (2008)

    Article  CAS  ADS  Google Scholar 

  16. Walsh, C. Molecular mechanisms that confer antibacterial drug resistance. Nature 406, 775–781 (2000)

    Article  CAS  Google Scholar 

  17. Hanaki, H. et al. Activated cell-wall synthesis is associated with vancomycin resistance in methicillin-resistant Staphylococcus aureus clinical strains Mu3 and Mu50. J. Antimicrob. Chemother. 42, 199–209 (1998)

    Article  CAS  Google Scholar 

  18. Foti, J. J., Devadoss, B., Winkler, J. A., Collins, J. J. & Walker, G. C. Oxidation of the guanine nucleotide pool underlies cell death by bactericidal antibiotics. Science 336, 315–319 (2012)

    Article  CAS  ADS  Google Scholar 

  19. Kohanski, M. A., Dwyer, D. J. & Collins, J. J. How antibiotics kill bacteria: from targets to networks. Nature Rev. Microbiol. 8, 423–435 (2010)

    Article  CAS  Google Scholar 

  20. Hanage, W. P., Fraser, C., Tang, J., Connor, T. R. & Corander, J. Hyper-recombination, diversity, and antibiotic resistance in pneumococcus. Science 324, 1454–1457 (2009)

    Article  CAS  ADS  Google Scholar 

  21. Chang, D. E. et al. Carbon nutrition of Escherichia coli in the mouse intestine. Proc. Natl Acad. Sci. USA 101, 7427–7432 (2004)

    Article  CAS  ADS  Google Scholar 

  22. Xu, J. & Gordon, J. I. Honor thy symbionts. Proc. Natl Acad. Sci. USA 100, 10452–10459 (2003)

    Article  CAS  ADS  Google Scholar 

  23. Stern, A., Mick, E., Tirosh, I., Sagy, O. & Sorek, R. CRISPR targeting reveals a reservoir of common phages associated with the human gut microbiome. Genome Res. 22, 1984–1994 (2012)

    Article  Google Scholar 

  24. Zimmer, M., Scherer, S. & Loessner, M. J. Genomic analysis of Clostridium perfringens bacteriophage ϕ3626, which integrates into guaA and possibly affects sporulation. J. Bacteriol. 184, 4359–4368 (2002)

    Article  CAS  Google Scholar 

  25. Dorscht, J. et al. Comparative genome analysis of Listeria bacteriophages reveals extensive mosaicism, programmed translational frameshifting, and a novel prophage insertion site. J. Bacteriol. 191, 7206–7215 (2009)

    Article  CAS  Google Scholar 

  26. Lozupone, C. A., Stombaugh, J. I., Gordon, J. I., Jansson, J. K. & Knight, R. Diversity, stability and resilience of the human gut microbiota. Nature 489, 220–230 (2012)

    Article  CAS  ADS  Google Scholar 

  27. Liu, B. & Pop, M. ARDB—Antibiotic Resistance Genes Database. Nucleic Acids Res. 37, D443–D447 (2009)

    Article  CAS  Google Scholar 

  28. Gomez-Alvarez, V., Teal, T. K. & Schmidt, T. M. Systematic artifacts in metagenomes from complex microbial communities. ISME J. 3, 1314–1317 (2009)

    Article  Google Scholar 

  29. Kanehisa, M. & Goto, S. KEGG: Kyoto Encyclopedia of Genes and Genomes. Nucleic Acids Res. 28, 27–30 (2000)

    Article  CAS  Google Scholar 

  30. Cantarel, B. L. et al. The Carbohydrate-Active EnZymes database (CAZy): an expert resource for glycogenomics. Nucleic Acids Res. 37, D233–D238 (2009)

    Article  CAS  Google Scholar 

  31. Goodman, A. L. et al. Extensive personal human gut microbiota culture collections characterized and manipulated in gnotobiotic mice. Proc. Natl Acad. Sci. USA 108, 6252–6257 (2011)

    Article  CAS  ADS  Google Scholar 

Download references

Acknowledgements

We thank K. Bodi and J. Schiemer at the Tufts Genomic Core for their sequencing assistance and A. Green and K. Pardee for ultracentrifugation help. This work was supported by the Howard Hughes Medical Institute and the National Institutes of Health Director’s Pioneer Award Program.

Author information

Authors and Affiliations

Authors

Contributions

All authors designed the study. C.S.S. oversaw the mouse work. S.R.M. and H.H.L. performed and analysed the experiments, with conceptual insight provided by J.J.C. S.R.M., H.H.L, and J.J.C. prepared the manuscript.

Corresponding author

Correspondence to James J. Collins.

Ethics declarations

Competing interests

The authors declare no competing financial interests.

Supplementary information

Supplementary Information

This file contains a Supplementary Discussion, Supplementary References, Supplementary Figures 1-9, the legend for Supplementary Table 1 (see separate excel file for Supplementary Table 1) and Supplementary Tables 2-4. (PDF 352 kb)

Supplementary Tables

This file contains Supplementary Table 1 (see Supplementary Information file for legend). (XLSX 64 kb)

PowerPoint slides

Rights and permissions

Reprints and permissions

About this article

Cite this article

Modi, S., Lee, H., Spina, C. et al. Antibiotic treatment expands the resistance reservoir and ecological network of the phage metagenome. Nature 499, 219–222 (2013). https://doi.org/10.1038/nature12212

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/nature12212

This article is cited by

Comments

By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.

Search

Quick links

Nature Briefing: Translational Research

Sign up for the Nature Briefing: Translational Research newsletter — top stories in biotechnology, drug discovery and pharma.

Get what matters in translational research, free to your inbox weekly. Sign up for Nature Briefing: Translational Research