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Time-series sewage metagenomics distinguishes seasonal, human-derived and environmental microbial communities potentially allowing source-attributed surveillance

Author

Listed:
  • Ágnes Becsei

    (ELTE Eötvös Loránd University)

  • Alessandro Fuschi

    (University of Bologna)

  • Saria Otani

    (Technical University of Denmark)

  • Ravi Kant

    (University of Helsinki
    Medical University of Gdansk
    University of Helsinki)

  • Ilja Weinstein

    (University of Helsinki)

  • Patricia Alba

    (Istituto Zooprofilattico Sperimentale del Lazio e della Toscana)

  • József Stéger

    (ELTE Eötvös Loránd University)

  • Dávid Visontai

    (ELTE Eötvös Loránd University)

  • Christian Brinch

    (Technical University of Denmark)

  • Miranda Graaf

    (Erasmus MC)

  • Claudia M. E. Schapendonk

    (Erasmus MC)

  • Antonio Battisti

    (Istituto Zooprofilattico Sperimentale del Lazio e della Toscana)

  • Alessandra Cesare

    (University of Bologna)

  • Chiara Oliveri

    (University of Bologna)

  • Fulvia Troja

    (University of Bologna)

  • Tarja Sironen

    (University of Helsinki
    University of Helsinki)

  • Olli Vapalahti

    (University of Helsinki
    University of Helsinki)

  • Frédérique Pasquali

    (University of Bologna)

  • Krisztián Bányai

    (HUN-REN Veterinary Medical Research Institute
    University of Veterinary Medicine)

  • Magdolna Makó

    (Fővárosi Csatornázási Művek Zrt.)

  • Péter Pollner

    (Semmelweis University
    ELTE Eötvös Loránd University)

  • Alessandra Merlotti

    (University of Bologna)

  • Marion Koopmans

    (Erasmus MC)

  • Istvan Csabai

    (ELTE Eötvös Loránd University)

  • Daniel Remondini

    (University of Bologna)

  • Frank M. Aarestrup

    (Technical University of Denmark)

  • Patrick Munk

    (Technical University of Denmark)

Abstract

Sewage metagenomics has risen to prominence in urban population surveillance of pathogens and antimicrobial resistance (AMR). Unknown species with similarity to known genomes cause database bias in reference-based metagenomics. To improve surveillance, we seek to recover sewage genomes and develop a quantification and correlation workflow for these genomes and AMR over time. We use longitudinal sewage sampling in seven treatment plants from five major European cities to explore the utility of catch-all sequencing of these population-level samples. Using metagenomic assembly methods, we recover 2332 metagenome-assembled genomes (MAGs) from prokaryotic species, 1334 of which were previously undescribed. These genomes account for ~69% of sequenced DNA and provide insight into sewage microbial dynamics. Rotterdam (Netherlands) and Copenhagen (Denmark) show strong seasonal microbial community shifts, while Bologna, Rome, (Italy) and Budapest (Hungary) have occasional blooms of Pseudomonas-dominated communities, accounting for up to ~95% of sample DNA. Seasonal shifts and blooms present challenges for effective sewage surveillance. We find that bacteria of known shared origin, like human gut microbiota, form communities, suggesting the potential for source-attributing novel species and their ARGs through network community analysis. This could significantly improve AMR tracking in urban environments.

Suggested Citation

  • Ágnes Becsei & Alessandro Fuschi & Saria Otani & Ravi Kant & Ilja Weinstein & Patricia Alba & József Stéger & Dávid Visontai & Christian Brinch & Miranda Graaf & Claudia M. E. Schapendonk & Antonio Ba, 2024. "Time-series sewage metagenomics distinguishes seasonal, human-derived and environmental microbial communities potentially allowing source-attributed surveillance," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-51957-8
    DOI: 10.1038/s41467-024-51957-8
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    References listed on IDEAS

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    1. Gene W. Tyson & Jarrod Chapman & Philip Hugenholtz & Eric E. Allen & Rachna J. Ram & Paul M. Richardson & Victor V. Solovyev & Edward M. Rubin & Daniel S. Rokhsar & Jillian F. Banfield, 2004. "Community structure and metabolism through reconstruction of microbial genomes from the environment," Nature, Nature, vol. 428(6978), pages 37-43, March.
    2. Rene S. Hendriksen & Patrick Munk & Patrick Njage & Bram Bunnik & Luke McNally & Oksana Lukjancenko & Timo Röder & David Nieuwenhuijse & Susanne Karlsmose Pedersen & Jette Kjeldgaard & Rolf S. Kaas & , 2019. "Global monitoring of antimicrobial resistance based on metagenomics analyses of urban sewage," Nature Communications, Nature, vol. 10(1), pages 1-12, December.
    3. Patrick Munk & Christian Brinch & Frederik Duus Møller & Thomas N. Petersen & Rene S. Hendriksen & Anne Mette Seyfarth & Jette S. Kjeldgaard & Christina Aaby Svendsen & Bram Bunnik & Fanny Berglund & , 2022. "Genomic analysis of sewage from 101 countries reveals global landscape of antimicrobial resistance," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
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