This is an outdated version published on March 10, 2026. Read the most recent version.

Toward a unified approach: Considerations for bioinformatic and sequencing activities & data in wastewater surveillance of biologic public health threats

List of Authors

  1. Fotis Psomopoulos ,  
  2. Colman O’Cathail
    ,  
  3. Natasa Anastasiadou ,  
  4. Clementina Cocuzza ,  
  5. Wim L. Cuypers
    ,  
  6. Olateju Idowu
    ,  
  7. Konstantinos Kyritsis
    ,  
  8. Katharina B. Lauer
    ,  
  9. Marialuisa Lavitrano ,  
  10. Gabriele Leoni ,  
  11. Ju-Ling Liu ,  
  12. Guerrino Macori
    ,  
  13. Giulio Mannarà
    ,  
  14. Douglas G. Manuel ,  
  15. Marianna Martinelli ,  
  16. Rosario Musumeci ,  
  17. Aitana Neves ,  
  18. Nikos Pechlivanis ,  
  19. Mauro Petrillo ,  
  20. Jiannis Ragoussis ,  
  21. Nadim Rahman
    ,  
  22. Katarina Öjefors Stark ,  
  23. Mathew Thomson ,  
  24. Matthew J. Wade ,  
  25. Michael Wright
    ,  
  26. ELIXIR Wastewater Surveillance Working Group
Article Authors & roles Authors Peer review record Peer review Metrics
Cite

Abstract

Genomic technologies such as PCR and next-generation sequencing (NGS) have greatly advanced public health surveillance, especially during COVID-19, by enabling detailed tracking of pathogen spread, origins, and variants. While PCR is vital for targeted detection, falling NGS costs have made large-scale, high-throughput sequencing more feasible, supporting broader pathogen monitoring—including the detection of vaccine escape variants and new strains. Applying NGS to wastewater offers valuable population-level insights but faces challenges such as variable sample complexity, the need for skilled staff, suitable platforms, and robust IT infrastructure. Although there are currently a lot of efforts towards defining guidelines for sampling, analysis, and integrating wastewater data into public health policy, such as the recently published International Cookbook for Wastewater Practitioners, they often lack universal applicability, emphasizing the analytical approaches in favour of the NGS-based approaches. However, standardising protocols for sampling, sequencing, and analysis is crucial to ensure reliable, comparable data across surveillance systems worldwide. Pilot studies and continuous refinement are recommended to overcome implementation hurdles and fully realise the benefits of NGS in wastewater surveillance. This work attempts to outline these challenges and opportunities across the entire wastewater surveillance workflow, from data generation to reporting, and provide some concrete suggestions and considerations across the spectrum of activities.

Plain Language Summary

Modern genomic tools like PCR and next-generation sequencing (NGS) have greatly improved how we track and study diseases, as seen during COVID-19. PCR is useful for detecting specific pathogens, while cheaper and faster NGS now allows scientists to study many pathogens at once and spot new variants, including those that might avoid vaccines.

Using NGS to analyze wastewater can give a big-picture view of community health and disease spread. However, this approach has challenges: wastewater samples can be complex, skilled staff and proper technology are needed, and strong IT systems must be in place to handle the data.

Although some guidelines exist—such as the International Cookbook for Wastewater Practitioners—they often focus more on general analysis rather than on NGS. To get reliable and comparable results worldwide, it’s important to standardize how samples are collected, sequenced, and analyzed. Pilot projects and ongoing improvements can help overcome these challenges.

This work explores these issues and opportunities throughout the whole process of wastewater surveillance and offers practical suggestions to improve each step, from collecting samples to sharing findings.

Corresponding author
Fotis Psomopoulos
0000-0002-0222-4273
Grant information

This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No [101046203] (BeYond‑COVID [BY‑COVID]). This work was supported by ELIXIR, the research infrastructure for life science data. J.L. and J.R. were supported by the Coronavirus Variants Rapid Response Network (CoVaRR-Net). CoVaRR-Net is funded by an operating grant from the Canadian Institutes of Health Research (CIHR) – Instituts de recherche en santé du Canada (FRN#175622).

The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Copyright
© 2026 Fotis Psomopoulos (Corresponding Author, Co-Author); Colman O’Cathail (Co-Author); Natasa Anastasiadou (Co-Author); Clementina Cocuzza (Co-Author); Wim L. Cuypers (Co-Author); Olateju Idowu (Co-Author); Konstantinos Kyritsis (Co-Author); Katharina B. Lauer (Co-Author); Marialuisa Lavitrano (Co-Author); Gabriele Leoni (Co-Author); Ju-Ling Liu (Co-Author); Guerrino Macori (Co-Author); Giulio Mannarà (Co-Author); Douglas G. Manuel (Co-Author); Marianna Martinelli (Co-Author); Rosario Musumeci (Co-Author); Aitana Neves (Co-Author); Nikos Pechlivanis (Co-Author); Mauro Petrillo (Co-Author); Jiannis Ragoussis (Co-Author); Nadim Rahman (Co-Author); Katarina Öjefors Stark (Co-Author); Mathew Thomson (Co-Author); Matthew J. Wade (Co-Author); Michael Wright (Co-Author); ELIXIR Wastewater Surveillance Working Group (Co-Author) Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

First version published
Latest version published
Revised

Amendment

We would like to thank the reviewers for their time and the constructive feedback. The revised version of the manuscript now hopefully addressed all concerns raised, and includes (a) a table with the proposed fields for reporting, (b) a figure with the overall workflow for the considerations, and (c) additional text to clarify the specific aspects raised by the reviewers. In addition to the changes in the text, a new Figure as added (Figure 1, workflow of the considerations) as well as an additional table (Table 1, metadata), as requested by the reviewers.

Comments

Authors & roles

Fotis Psomopoulos

Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece

Roles
Corresponding Author, Co-Author, Conceptualization, Investigation, Project Administration, Supervision, Writing – Original Draft Preparation, Writing – Review & Editing
0000-0002-0222-4273

Colman O’Cathail

European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge, UK

Roles
Co-Author, Conceptualization, Investigation, Project Administration, Supervision, Writing – Review & Editing

Natasa Anastasiadou

Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece

Roles
Co-Author, Formal Analysis, Software, Visualization, Writing – Review & Editing
0009-0003-2908-7656

Clementina Cocuzza

Department of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0001-6166-1134

Wim L. Cuypers

Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium

Roles
Co-Author, Writing – Original Draft Preparation, Writing – Review & Editing

Olateju Idowu

University College Dublin School of Medicine, Dublin, Leinster, Ireland

Roles
Co-Author, Writing – Review & Editing

Konstantinos Kyritsis

Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece

Roles
Co-Author, Writing – Review & Editing

Katharina B. Lauer

Airfinity Ltd, London, UK

Faculty of Computer Sciences, University of Duisburg Essen, Essen, Germany

Roles
Co-Author, Data Curation, Writing – Original Draft Preparation, Writing – Review & Editing

Marialuisa Lavitrano

Department of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0003-4852-1318

Gabriele Leoni

European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0002-4899-5284

Ju-Ling Liu

McGill Genome Centre, Victor Phillip Dahdaleh Institute of Genomic Medicine, McGill University, Montreal, Québec, Canada

Department of Human Genetics, McGill University, Montreal, Canada

Roles
Co-Author, Writing – Review & Editing
0000-0002-5366-7461

Guerrino Macori

School of Biology and Environmental Science, University College Dublin, Dublin, Leinster, Ireland

Roles
Co-Author, Writing – Original Draft Preparation, Writing – Review & Editing

Giulio Mannarà

Department of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy

Roles
Co-Author, Writing – Review & Editing

Douglas G. Manuel

Ottawa Hospital Research Institute, Ottawa, Ontario, Canada

Roles
Co-Author, Writing – Review & Editing
0000-0003-0912-0845

Marianna Martinelli

Department of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0003-2273-6986

Rosario Musumeci

Department of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0003-0143-3601

Aitana Neves

SIB, Swiss Institute of Bioinformatics, Geneva, Switzerland

Roles
Co-Author, Writing – Review & Editing
0000-0002-3984-6842

Nikos Pechlivanis

Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece

Roles
Co-Author, Formal Analysis, Software, Visualization, Writing – Review & Editing
0000-0003-2502-612X

Mauro Petrillo

Seidor Italy srl, Milano, Italy

Roles
Co-Author, Writing – Review & Editing
0000-0002-6782-4704

Jiannis Ragoussis

McGill Genome Centre, Victor Phillip Dahdaleh Institute of Genomic Medicine, McGill University, Montreal, Québec, Canada

Department of Human Genetics, McGill University, Montreal, Canada

Department of Bioengineering, McGill University, Montreal, Canada

Roles
Co-Author, Writing – Review & Editing
0000-0002-8515-0934

Nadim Rahman

European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge, UK

Roles
Co-Author, Writing – Review & Editing

Katarina Öjefors Stark

Inst for Immunology, Genetics, and Pathology, SciLifeLab Data Centre, Science for Life Laboratory, Uppsala, Sweden

Roles
Co-Author, Writing – Review & Editing

Mathew Thomson

Ottawa Hospital Research Institute, Ottawa, Ontario, Canada

Roles
Co-Author, Writing – Original Draft Preparation, Writing – Review & Editing
0000-0002-8155-3840

Matthew J. Wade

Chief Data Officer Group, UK Health Security Agency, London, UK

Roles
Co-Author, Writing – Review & Editing
0000-0001-9824-7121

Michael Wright

Airfinity Ltd, London, UK

Roles
Co-Author, Data Curation, Writing – Review & Editing

ELIXIR Wastewater Surveillance Working Group

Roles
Co-Author

Downloads over the last 12 months:

Cited by

via Crossref

View citing articles