Cargando…
A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus
Wastewater microbial communities are not static and can vary significantly across time and space, but this variation and the factors driving the observed spatiotemporal variation often remain undetermined. We used a shotgun metagenomic approach to investigate changes in wastewater microbial communit...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599454/ https://www.ncbi.nlm.nih.gov/pubmed/36121163 http://dx.doi.org/10.1128/msystems.00651-22 |
_version_ | 1784816598038609920 |
---|---|
author | Fierer, Noah Holland-Moritz, Hannah Alexiev, Alexandra Batther, Harpreet Dragone, Nicholas B. Friar, Liam Gebert, Matthew J. Gering, Sarah Henley, Jessica B. Jech, Sierra Kibby, Emily M. Melie, Tina Patterson, William B. Peterson, Eric Schutz, Kyle Stallard-Olivera, Elías Sterrett, John Walsh, Corinne Mansfeldt, Cresten |
author_facet | Fierer, Noah Holland-Moritz, Hannah Alexiev, Alexandra Batther, Harpreet Dragone, Nicholas B. Friar, Liam Gebert, Matthew J. Gering, Sarah Henley, Jessica B. Jech, Sierra Kibby, Emily M. Melie, Tina Patterson, William B. Peterson, Eric Schutz, Kyle Stallard-Olivera, Elías Sterrett, John Walsh, Corinne Mansfeldt, Cresten |
author_sort | Fierer, Noah |
collection | PubMed |
description | Wastewater microbial communities are not static and can vary significantly across time and space, but this variation and the factors driving the observed spatiotemporal variation often remain undetermined. We used a shotgun metagenomic approach to investigate changes in wastewater microbial communities across 17 locations in a sewer network, with samples collected from each location over a 3-week period. Fecal material-derived bacteria constituted a relatively small fraction of the taxa found in the collected samples, highlighting the importance of environmental sources to the sewage microbiome. The prokaryotic communities were highly variable in composition depending on the location within the sampling network, and this spatial variation was most strongly associated with location-specific differences in sewage pH. However, we also observed substantial temporal variation in the composition of the prokaryotic communities at individual locations. This temporal variation was asynchronous across sampling locations, emphasizing the importance of independently considering both spatial and temporal variation when assessing the wastewater microbiome. The spatiotemporal patterns in viral community composition closely tracked those of the prokaryotic communities, allowing us to putatively identify the bacterial hosts of some of the dominant viruses in these systems. Finally, we found that antibiotic resistance gene profiles also exhibit a high degree of spatiotemporal variability, with most of these genes unlikely to be derived from fecal bacteria. Together, these results emphasize the dynamic nature of the wastewater microbiome, the challenges associated with studying these systems, and the utility of metagenomic approaches for building a multifaceted understanding of these microbial communities and their functional attributes. IMPORTANCE Sewage systems harbor extensive microbial diversity, including microbes derived from both human and environmental sources. Studies of the sewage microbiome are useful for monitoring public health and the health of our infrastructure, but the sewage microbiome can be highly variable in ways that are often unresolved. We sequenced DNA recovered from wastewater samples collected over a 3-week period at 17 locations in a single sewer system to determine how these communities vary across time and space. Most of the wastewater bacteria, and the antibiotic resistance genes they harbor, were not derived from human feces, but human usage patterns did impact how the amounts and types of bacteria and bacterial genes we found in these systems varied over time. Likewise, the wastewater communities, including both bacteria and their viruses, varied depending on location within the sewage network, highlighting the challenges and opportunities in efforts to monitor and understand the sewage microbiome. |
format | Online Article Text |
id | pubmed-9599454 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-95994542022-10-27 A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus Fierer, Noah Holland-Moritz, Hannah Alexiev, Alexandra Batther, Harpreet Dragone, Nicholas B. Friar, Liam Gebert, Matthew J. Gering, Sarah Henley, Jessica B. Jech, Sierra Kibby, Emily M. Melie, Tina Patterson, William B. Peterson, Eric Schutz, Kyle Stallard-Olivera, Elías Sterrett, John Walsh, Corinne Mansfeldt, Cresten mSystems Research Article Wastewater microbial communities are not static and can vary significantly across time and space, but this variation and the factors driving the observed spatiotemporal variation often remain undetermined. We used a shotgun metagenomic approach to investigate changes in wastewater microbial communities across 17 locations in a sewer network, with samples collected from each location over a 3-week period. Fecal material-derived bacteria constituted a relatively small fraction of the taxa found in the collected samples, highlighting the importance of environmental sources to the sewage microbiome. The prokaryotic communities were highly variable in composition depending on the location within the sampling network, and this spatial variation was most strongly associated with location-specific differences in sewage pH. However, we also observed substantial temporal variation in the composition of the prokaryotic communities at individual locations. This temporal variation was asynchronous across sampling locations, emphasizing the importance of independently considering both spatial and temporal variation when assessing the wastewater microbiome. The spatiotemporal patterns in viral community composition closely tracked those of the prokaryotic communities, allowing us to putatively identify the bacterial hosts of some of the dominant viruses in these systems. Finally, we found that antibiotic resistance gene profiles also exhibit a high degree of spatiotemporal variability, with most of these genes unlikely to be derived from fecal bacteria. Together, these results emphasize the dynamic nature of the wastewater microbiome, the challenges associated with studying these systems, and the utility of metagenomic approaches for building a multifaceted understanding of these microbial communities and their functional attributes. IMPORTANCE Sewage systems harbor extensive microbial diversity, including microbes derived from both human and environmental sources. Studies of the sewage microbiome are useful for monitoring public health and the health of our infrastructure, but the sewage microbiome can be highly variable in ways that are often unresolved. We sequenced DNA recovered from wastewater samples collected over a 3-week period at 17 locations in a single sewer system to determine how these communities vary across time and space. Most of the wastewater bacteria, and the antibiotic resistance genes they harbor, were not derived from human feces, but human usage patterns did impact how the amounts and types of bacteria and bacterial genes we found in these systems varied over time. Likewise, the wastewater communities, including both bacteria and their viruses, varied depending on location within the sewage network, highlighting the challenges and opportunities in efforts to monitor and understand the sewage microbiome. American Society for Microbiology 2022-09-19 /pmc/articles/PMC9599454/ /pubmed/36121163 http://dx.doi.org/10.1128/msystems.00651-22 Text en Copyright © 2022 Fierer et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Fierer, Noah Holland-Moritz, Hannah Alexiev, Alexandra Batther, Harpreet Dragone, Nicholas B. Friar, Liam Gebert, Matthew J. Gering, Sarah Henley, Jessica B. Jech, Sierra Kibby, Emily M. Melie, Tina Patterson, William B. Peterson, Eric Schutz, Kyle Stallard-Olivera, Elías Sterrett, John Walsh, Corinne Mansfeldt, Cresten A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title | A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title_full | A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title_fullStr | A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title_full_unstemmed | A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title_short | A Metagenomic Investigation of Spatial and Temporal Changes in Sewage Microbiomes across a University Campus |
title_sort | metagenomic investigation of spatial and temporal changes in sewage microbiomes across a university campus |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599454/ https://www.ncbi.nlm.nih.gov/pubmed/36121163 http://dx.doi.org/10.1128/msystems.00651-22 |
work_keys_str_mv | AT fierernoah ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT hollandmoritzhannah ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT alexievalexandra ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT battherharpreet ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT dragonenicholasb ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT friarliam ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT gebertmatthewj ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT geringsarah ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT henleyjessicab ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT jechsierra ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT kibbyemilym ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT melietina ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT pattersonwilliamb ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT petersoneric ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT schutzkyle ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT stallardoliveraelias ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT sterrettjohn ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT walshcorinne ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT mansfeldtcresten ametagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT fierernoah metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT hollandmoritzhannah metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT alexievalexandra metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT battherharpreet metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT dragonenicholasb metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT friarliam metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT gebertmatthewj metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT geringsarah metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT henleyjessicab metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT jechsierra metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT kibbyemilym metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT melietina metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT pattersonwilliamb metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT petersoneric metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT schutzkyle metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT stallardoliveraelias metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT sterrettjohn metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT walshcorinne metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus AT mansfeldtcresten metagenomicinvestigationofspatialandtemporalchangesinsewagemicrobiomesacrossauniversitycampus |