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A metagenomic investigation of spatial and temporal changes in sewage microbiomes across a university campus

View ORCID ProfileNoah Fierer, View ORCID ProfileHannah Holland-Moritz, View ORCID ProfileAlexandra Alexiev, Harpreet Batther, Nicholas B. Dragone, Liam Friar, Matthew J. Gebert, Sarah Gering, Jessica B. Henley, Sierra Jech, Emily M. Kibby, Tina Melie, William B. Patterson, Eric Peterson, Kyle Schutz, Elías Stallard-Olivera, John Sterrett, Corinne Walsh, View ORCID ProfileCresten Mansfeldt
doi: https://doi.org/10.1101/2022.07.13.499996
Noah Fierer
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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  • For correspondence: noahfierer@gmail.com
Hannah Holland-Moritz
3Department of Natural Resources & the Environment, University of New Hampshire, USA
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Alexandra Alexiev
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
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Harpreet Batther
4Department of Geological Sciences University of Colorado Boulder, USA
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Nicholas B. Dragone
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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Liam Friar
4Department of Geological Sciences University of Colorado Boulder, USA
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Matthew J. Gebert
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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Sarah Gering
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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Jessica B. Henley
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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Sierra Jech
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
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Emily M. Kibby
5Department of Biochemistry, University of Colorado Boulder, USA
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Tina Melie
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
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William B. Patterson
6Department of Integrative Physiology, University of Colorado Boulder, USA
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Eric Peterson
7Department of Civil, Environmental, and Architectural Engineering, University of Colorado Boulder, USA
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Kyle Schutz
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
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Elías Stallard-Olivera
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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John Sterrett
6Department of Integrative Physiology, University of Colorado Boulder, USA
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Corinne Walsh
1Department of Ecology and Evolutionary Biology, University of Colorado Boulder USA
2Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder USA
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Cresten Mansfeldt
7Department of Civil, Environmental, and Architectural Engineering, University of Colorado Boulder, USA
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  • ORCID record for Cresten Mansfeldt
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Abstract

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-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 multi-faceted 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.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted July 14, 2022.
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A metagenomic investigation of spatial and temporal changes in sewage microbiomes across a university campus
Noah Fierer, Hannah Holland-Moritz, Alexandra Alexiev, Harpreet Batther, Nicholas B. Dragone, Liam Friar, Matthew J. Gebert, Sarah Gering, Jessica B. Henley, Sierra Jech, Emily M. Kibby, Tina Melie, William B. Patterson, Eric Peterson, Kyle Schutz, Elías Stallard-Olivera, John Sterrett, Corinne Walsh, Cresten Mansfeldt
bioRxiv 2022.07.13.499996; doi: https://doi.org/10.1101/2022.07.13.499996
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A metagenomic investigation of spatial and temporal changes in sewage microbiomes across a university campus
Noah Fierer, Hannah Holland-Moritz, Alexandra Alexiev, Harpreet Batther, Nicholas B. Dragone, Liam Friar, Matthew J. Gebert, Sarah Gering, Jessica B. Henley, Sierra Jech, Emily M. Kibby, Tina Melie, William B. Patterson, Eric Peterson, Kyle Schutz, Elías Stallard-Olivera, John Sterrett, Corinne Walsh, Cresten Mansfeldt
bioRxiv 2022.07.13.499996; doi: https://doi.org/10.1101/2022.07.13.499996

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