Evidence map›Paper›PMID 39707557›Full record

ArticleMicrobiome2024

Shotgun metagenomic sequencing reveals the influence of artisanal dairy environments on the microbiomes, quality, and safety of Idiazabal, a raw ewe milk PDO cheese.

Gorka Santamarina-García, Min Yap, Fiona Crispie, Gustavo Amores, Cathy Lordan, Mailo Virto, Paul D Cotter

Abstract read
In one paragraph

Article in Microbiome, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Use ofFoods (Basel, Switzerland) · 2026
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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

7 authors.

Gorka Santamarina-GarcíaLactiker Research Group, Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of the Basque Country (UPV/EHU), Paseo de La Universidad 7, Vitoria-Gasteiz, 01006, Spain. gorka.santamarina@ehu.eus.
Min YapDepartment of Food Biosciences, Teagasc Food Research Centre, Teagasc-The Irish Agriculture and Food Development Authority, Moorepark, Fermoy, Co., Cork, P61 C996, Ireland.
Fiona CrispieDepartment of Food Biosciences, Teagasc Food Research Centre, Teagasc-The Irish Agriculture and Food Development Authority, Moorepark, Fermoy, Co., Cork, P61 C996, Ireland.
Gustavo AmoresLactiker Research Group, Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of the Basque Country (UPV/EHU), Paseo de La Universidad 7, Vitoria-Gasteiz, 01006, Spain.
Cathy LordanDepartment of Food Biosciences, Teagasc Food Research Centre, Teagasc-The Irish Agriculture and Food Development Authority, Moorepark, Fermoy, Co., Cork, P61 C996, Ireland.
Mailo VirtoLactiker Research Group, Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of the Basque Country (UPV/EHU), Paseo de La Universidad 7, Vitoria-Gasteiz, 01006, Spain.
Paul D CotterDepartment of Food Biosciences, Teagasc Food Research Centre, Teagasc-The Irish Agriculture and Food Development Authority, Moorepark, Fermoy, Co., Cork, P61 C996, Ireland.

Funding

Euskal Herriko Unibertsitatea PIF19/31Eusko Jaurlaritza IT1568-22
6 · The paper itself

Abstract

backgroundNumerous studies have highlighted the impact of bacterial communities on the quality and safety of raw ewe milk-derived cheeses. Despite reported differences in the microbiota among cheese types and even producers, to the best of our knowledge, no study has comprehensively assessed all potential microbial sources and their contributions to any raw ewe milk-derived cheese, which could suppose great potential for benefits from research in this area. Here, using the Protected Designation of Origin Idiazabal cheese as an example, the impact of the environment and practices of artisanal dairies (including herd feed, teat skin, dairy surfaces, and ingredients) on the microbiomes of the associated raw milk, whey, and derived cheeses was examined through shotgun metagenomic sequencing.

resultsThe results revealed diverse microbial ecosystems across sample types, comprising more than 1300 bacterial genera and 3400 species. SourceTracker analysis revealed commercial feed and teat skin as major contributors to the raw milk microbiota (45.6% and 33.5%, respectively), being a source of, for example, Lactococcus and Pantoea, along with rennet contributing to the composition of whey and cheese (17.4% and 41.0%, respectively), including taxa such as Streptococcus, Pseudomonas_E or Lactobacillus_H. Functional analysis linked microbial niches to cheese quality- and safety-related metabolic pathways, with brine and food contact surfaces being most relevant, related to genera like Brevibacterium, Methylobacterium, or Halomonas. With respect to the virulome (virulence-associated gene profile), in addition to whey and cheese, commercial feed and grass were the main reservoirs (related to, e.g., Brevibacillus_B or CAG-196). Similarly, grass, teat skin, or rennet were the main contributors of antimicrobial resistance genes (e.g., Bact-11 or Bacteriodes_B). In terms of cheese aroma and texture, apart from the microbiome of the cheese itself, brine, grass, and food contact surfaces were key reservoirs for hydrolase-encoding genes, originating from, for example, Lactococcus, Lactobacillus, Listeria or Chromohalobacter. Furthermore, over 300 metagenomic assembled genomes (MAGs) were generated, including 60 high-quality MAGs, yielding 28 novel putative species from several genera, e.g., Citricoccus, Corynebacterium, or Dietzia.

conclusionThis study emphasizes the role of the artisanal dairy environments in determining cheese microbiota and, consequently, quality and safety. Video Abstract.

Indexed as

BacteriaCheeseMetagenomicsMicrobiotaMilkAnimalsDairyingFemaleFood MicrobiologyMetagenomeSheepAntimicrobial resistance genesCheese qualityCheese safetyHydrolase-encoding genesMetagenome-assembled genomesMetagenomicsShotgun sequencingVirulence factors

Identifiers

PMID39707557
PMCPMC11662609

What OpenQuestion holds

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LicenceCC BY
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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.