Evidence map›Paper›PMID 41526357›Full record

ArticleNature communications2026

Environmental metagenomics enhances detection of circulating viruses from live poultry markets in Cambodia.

Peter Cronin, Jurre Y Siegers, Vireak Heang, Songha Tok, Sarath Sin, Ben Sievers, Victor Omondi, Sithun Nuon, Kimtuo Chhel, Janin Nouhin and 10 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

20 authors.

Peter CroninProgramme in Emerging Infectious Diseases, Duke-National University of Singapore Medical School, Singapore, Singapore.
Jurre Y SiegersVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.ORCID http://orcid.org/0000-0002-0246-7830
Vireak HeangVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Songha TokVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Sarath SinVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Ben SieversVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.ORCID http://orcid.org/0000-0002-9681-9082
Victor OmondiVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Sithun NuonVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Kimtuo ChhelVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.
Janin NouhinVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia.ORCID http://orcid.org/0000-0003-4985-8377
Vutha ChimNational Animal Health and Production Institute, Phnom Penh, Cambodia.
Bunnary SengNational Animal Health and Production Institute, Phnom Penh, Cambodia.
Makara HakFood and Agriculture Organization of the United Nations, Emergency Center for Transboundary Animal Diseases, Country Office, Phnom Penh, Cambodia.
Sorn SanGeneral Directorate of Animal Health and Production, Ministry of Agriculture, Forestry, and Fisheries, Phnom Penh, Cambodia.
Sothyra TumNational Animal Health and Production Institute, Phnom Penh, Cambodia.
Filip F ClaesFood and Agriculture Organization of the United Nations, Emergency Center for Transboundary Animal Diseases, Regional Office for Asia Pacific, Bangkok, Thailand.
Cadhla FirthCollege of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD, Australia.ORCID http://orcid.org/0000-0002-2040-8973
Yvonne C F SuProgramme in Emerging Infectious Diseases, Duke-National University of Singapore Medical School, Singapore, Singapore.ORCID http://orcid.org/0000-0003-4349-9211
Gavin J D SmithProgramme in Emerging Infectious Diseases, Duke-National University of Singapore Medical School, Singapore, Singapore. gavin.smith@duke-nus.edu.sg.ORCID http://orcid.org/0000-0001-5031-468X
Erik A KarlssonVirology Unit, Institute Pasteur du Cambodge, Pasteur Network, Phnom Penh, Cambodia. ekarlsson@pasteur-kh.org.ORCID http://orcid.org/0000-0001-6004-5671

Funding

NIAID Centers of Excellence for Influenza Research and Response: Universal Influenza Vaccine Research Activities75N93021C00016 · NIAID · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI WEBBY, RICHARD · 2021 to 2025
$91.4M
Emerging Infectious Diseases Research Centers Coordination Center (EIDRC CC)U01AI151378 · NIAID · RESEARCH TRIANGLE INSTITUTE · PI Gregory D Sempowski · 2020 to 2026
$14.7M
NIAID NIH HHS 75N93021C00016NIAID NIH HHS U01 AI151378
6 · The paper itself

Abstract

Environmental surveillance has emerged as a pivotal strategy for early detection of pathogens that pose a threat to humans. In Asia, live-bird markets (LBMs) are key human-animal interfaces for zoonotic virus transmission. Traditional sampling strategies are time-consuming, expensive and carry significant biosafety risks. Here, we assess the performance of metagenomics on environmental samples (ES) versus traditional poultry swabs for detecting viral pathogens in two Cambodian LBMs between January 2022 and April 2023. ES, including air (n = 35), cage swabs (n = 17), carcass wash water (n = 17) and drinking water (n = 9) are collected alongside oropharyngeal and cloacal swabs from chickens (n = 30) and ducks (n = 29). ES is sensitive in detecting 40 viruses from pathogen families including Orthomyxoviridae and Coronaviridae. Air samples capture the greatest diversity of poultry viruses. Viral contigs from ES show high sequence identity to poultry swab contigs when aligned to the same gene. We show ES outperforms poultry samples in detecting the highly pathogenic influenza A/H5N1, including clades 2.3.4.4b and 2.3.2.1c, which are found in the environment but are missed by poultry swabs. Our findings show metagenomics on ES replicates traditional surveillance, offering broader coverage and improved pathogen detection. This approach could be pivotal for mitigating zoonotic spillover and enhancing pandemic preparedness.

Indexed as

Environmental MonitoringMetagenomicsPoultryVirusesAnimalsCambodiaChickensDucksHumansInfluenza A Virus, H5N1 SubtypeInfluenza in Birds

Identifiers

PMID41526357
PMCPMC12891645

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.