Evidence map›Paper›PMID 41896556›Full record

ArticleNPJ biofilms and microbiomes2026

Mining of food metagenomes reveals an unexplored diversity of dsDNA bacteriophages.

Liam H Walsh, Viyal Soni, Joseph Ancla, Vincent Somerville, Nicola Segata, Susan Joyce, Douwe van Sinderen, Jennifer Mahony, Andrey N Shkoporov, John G Kenny and 2 more

Abstract read
In one paragraph

Article in NPJ biofilms and microbiomes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Liam H WalshTeagasc Food Research Centre, Moorepark, Fermoy, Ireland.ORCID 0009-0002-9054-1910
Viyal SoniTeagasc Food Research Centre, Moorepark, Fermoy, Ireland.
Joseph AnclaTeagasc Food Research Centre, Moorepark, Fermoy, Ireland.
Vincent SomervilleDepartment of Biochemistry, Microbiology and Bioinformatics, Université Laval, Quebec, Canada.ORCID 0000-0002-1256-6058
Nicola SegataDepartment of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.ORCID 0000-0002-1583-5794
Susan JoyceSchool of Biochemistry and Cell Biology, University College Cork, Cork, Ireland.ORCID 0000-0003-4771-3123
Douwe van SinderenSchool of Microbiology, University College Cork, Cork, Ireland.ORCID 0000-0003-1823-7957
Jennifer MahonySchool of Microbiology, University College Cork, Cork, Ireland.ORCID 0000-0001-5846-6303
Andrey N ShkoporovSchool of Microbiology, University College Cork, Cork, Ireland.ORCID 0000-0002-5547-8672
John G KennyTeagasc Food Research Centre, Moorepark, Fermoy, Ireland.ORCID 0000-0003-2994-6169
Paul D CotterTeagasc Food Research Centre, Moorepark, Fermoy, Ireland. Paul.Cotter@teagasc.ie.ORCID 0000-0002-5465-9068
Orla O'SullivanTeagasc Food Research Centre, Moorepark, Fermoy, Ireland. Orla.OSullivan@teagasc.ie.ORCID 0000-0002-4332-1109

Funding

The Gut Microbiome, Lifestyle, and Colorectal NeoplasiaU01CA261961 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI Mingyang Song · 2022 to 2026
$3.0M
Exploiting public metagenomic data to uncover cancer-microbiome relationshipsU01CA230551 · NCI · GRADUATE SCHOOL OF PUBLIC HEALTH AND HEALTH POLICY · PI WALDRON, LEVI · 2019 to 2019
$464k
European Union's Horizon Europe programme DOMINO-101060218NCI NIH HHS U01 CA230551NCI NIH HHS U01 CA261961
6 · The paper itself

Abstract

Bacteriophages are key drivers of microbial ecology, co-existing and co-evolving with bacteria across diverse environments. Limitations in culturing, alongside advances in sequencing and bioinformatics, have driven the use of metagenomics to explore viral diversity. Viral-specific analysis of >3000 food metagenomes from cFMD produced the FVGC, comprising ~3400 metagenome-assembled viruses, most of which belong to novel Caudoviricetes lineages (n = 91), with only ~15% represented in IMG/VR v4. Together, these findings reveal extensive uncharacterized viral diversity in food systems. Beyond serving as a reference, the FVGC facilitates detailed investigation of virus-host interactions. Viral sequences were pervasive across microbial genomes, with several bacterial families exhibiting near-universal associations with viral elements. Bacterial antiviral defence systems were abundant and taxonomically diverse, dominated by restriction-modification systems, while CRISPR-Cas systems showed pronounced lineage-specific distributions; in contrast, viral anti-defence genes were detected at low frequency (<10% of MAVs). Host prediction linked MAVs to clinically relevant taxa, including expanded ESKAPE pathogens such as Klebsiella pneumoniae, Acinetobacter baumannii, Staphylococcus aureus, and Enterobacter spp., highlighting the ecological connectivity between food-associated viruses and clinically important bacteria. Antimicrobial resistance signals were scarce, suggesting minimal phage-mediated AMR dissemination in food environments. This new publicly available viral database represents a valuable resource for further exploration of viral diversity.

Indexed as

BacteriaBacteriophagesFood MicrobiologyMetagenomeBiodiversityGenome, ViralMetagenomicsPhylogeny

Identifiers

PMID41896556
PMCPMC13230706

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Registered trials

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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.