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The global groundwater resistome: core ARGs and their dynamics - an in silico re-analysis of publicly available groundwater metagenomes

View ORCID ProfileIoannis D. Kampouris, View ORCID ProfileThomas U. Berendonk, View ORCID ProfileJohan Bengtsson-Palme, View ORCID ProfileUli Klümper
doi: https://doi.org/10.1101/2022.11.14.516424
Ioannis D. Kampouris
1Institute of Hydrobiology, Technische Universität Dresden, 01217 Dresden, Germany
2Arctic Research Centre, Department of Biology, Aarhus University, Aarhus, Denmark
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  • For correspondence: ioannisds@yahoo.gr uli.kluemper@tu-dresden.de
Thomas U. Berendonk
1Institute of Hydrobiology, Technische Universität Dresden, 01217 Dresden, Germany
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Johan Bengtsson-Palme
3Division of Systems Biology, Department of Biology and Biological Engineering, Chalmers University of Technology, SE-412 96 Gothenburg, Sweden
4Department of Infectious Diseases, Institute of Biomedicine, The Sahlgrenska Academy, University of Gothenburg, Guldhedsgatan 10A, SE-413 46 Gothenburg, Sweden
5Centre for Antibiotic Resistance research (CARe) at University of Gothenburg, Gothenburg, Sweden
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Uli Klümper
1Institute of Hydrobiology, Technische Universität Dresden, 01217 Dresden, Germany
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  • For correspondence: ioannisds@yahoo.gr uli.kluemper@tu-dresden.de
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Abstract

Despite the importance of groundwater environments as drinking water resources, there is currently no comprehensive picture of the global levels of antibiotic resistance genes in groundwater. Moreover, the biotic and abiotic factors that might shape the groundwater resistome remain to be explored on a global scale. Herein, we attempted to fill this knowledge gap by in silico re-analysis of publicly available global groundwater metagenomes. We first investigated the occurrence of antibiotic resistance genes (ARGs) to define the core groundwater resistome. We further tested whether the ARG dissemination in the pristine groundwater environments could be explained by natural ecological processes such as competition between fungal and bacterial taxa. Six ARGs encoding resistance to aminoglycosides (aph(3’), aph(3’’)), sulfonamides (sul1, sul2), and β-lactams (blaOXA, blaTEM) occurred in at least 50% of samples at high abundance, thereby constituting the core groundwater resistome. ARG abundances differed significantly between countries and only weakly correlated with bacterial community composition. While only limited effects of anthropogenic impacts could be observed, ecological interactions played a significant role in shaping the abundance patterns of at least a number of the core ARGs. Fungal abundance positively correlated with blaTEM and blaOXA abundance, ARGs that confer resistance to β-lactams, regularly produced by fungi. However, no direct correlation was determined for the remainder of the core ARGs. Still, using co-occurrence network analysis we identified that the fungal abundance acted as a hub-node that included blaOXA and blaTEM, but also indirectly contributed to the abundance of aminoglycoside ARG aph(3’). Hence, interactions between bacteria and fungi including potential antibiotic production can contribute to the dissemination of ARGs in groundwater environments. Consequently, fungal/bacterial SSU ratio could serve as an indicator for the abundance of certain ARGs in the pristine groundwater environments.

Highlights

  • Core GW resistome included aph(3’), aph(3’’), sul1, sul2, blaOXA and blaTEM

  • Limited effects of anthropogenic impacts on GW resistome

  • Fungal/bacterial abundance positively correlated with blaTEM and blaOXA abundance

  • Fungal/bacterial abundance can serve as indicator for certain ARGs in groundwater

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Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/JonKampouris/GW_Resistome

Copyright 
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 November 15, 2022.
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The global groundwater resistome: core ARGs and their dynamics - an in silico re-analysis of publicly available groundwater metagenomes
Ioannis D. Kampouris, Thomas U. Berendonk, Johan Bengtsson-Palme, Uli Klümper
bioRxiv 2022.11.14.516424; doi: https://doi.org/10.1101/2022.11.14.516424
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The global groundwater resistome: core ARGs and their dynamics - an in silico re-analysis of publicly available groundwater metagenomes
Ioannis D. Kampouris, Thomas U. Berendonk, Johan Bengtsson-Palme, Uli Klümper
bioRxiv 2022.11.14.516424; doi: https://doi.org/10.1101/2022.11.14.516424

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