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Metagenomic analysis of the bacterial microbiome, resistome and virulome distinguishes Portuguese Serra da Estrela PDO cheeses from similar non-PDO cheeses: An exploratory approach

dc.contributor.authorSalamandane, Acácio
dc.contributor.authorLeech, John
dc.contributor.authorAlmeida, Rita
dc.contributor.authorSilva, Carolina
dc.contributor.authorCrispie, Fiona
dc.contributor.authorCotter, Paul D.
dc.contributor.authorMalfeito-Ferreira, Manuel
dc.contributor.authorBrito, Luísa
dc.date.accessioned2025-07-29T13:09:44Z
dc.date.available2025-07-29T13:09:44Z
dc.date.issued2024-08
dc.description.abstractThis study aimed to evaluate the microbiome, resistome and virulome of two types of Portuguese cheese using high throughput sequencing (HTS). Culture-dependent chromogenic methods were also used for certain groups/ microorganisms. Eight samples of raw ewe’s milk cheese were obtained from four producers: two producers with cheeses with a PDO (Protected Designation of Origin) label and the other two producers with cheeses without a PDO label. Agar-based culture methods were used to quantify total mesophiles, Enterobacteriaceae, Escherichia coli, Staphylococcus, Enterococcus and lactic acid bacteria. The presence of Listeria monocytogenes and Salmonella was also investigated. The selected isolates were identified by 16S rRNA gene sequencing and evaluated to determine antibiotic resistance and the presence of virulence genes. The eight cheese samples analyzed broadly complied with EC regulations in terms of the microbiological safety criteria. The HTS results demonstrated that Leuconostoc mesenteroides, Lactococcus lactis, Lactobacillus plantarum, Lacticaseibacillus rhamnosus, Enterococcus durans and Lactobacillus coryniformis were the most prevalent bacterial species in cheeses. The composition of the bacterial community varied, not only between PDO and non-PDO cheeses, but also between producers, partic- ularly between the two non-PDO cheeses. Alpha-diversity analyses showed that PDO cheeses had greater bac- terial diversity than non-PDO cheeses, demonstrating that the diversity of spontaneously fermented foods is significantly higher in cheeses produced without the addition of food preservatives and dairy ferments. Despite complying with microbiological regulations, both PDO and non-PDO cheeses harbored potential virulence genes as well as antibiotic resistance genes. However, PDO cheeses exhibited fewer of these virulence and antibiotic resistance genes compared to non-PDO cheeses. Therefore, the combination of conventional microbiological methods and the metagenomic approach could contribute to improving the attribution of the PDO label to this type of cheese.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationSalamandane, Acácio, et al. «Metagenomic Analysis of the Bacterial Microbiome, Resistome and Virulome Distinguishes Portuguese Serra Da Estrela PDO Cheeses from Similar Non-PDO Cheeses: An Exploratory Approach». Food Research International, vol. 189, agosto de 2024, p. 114556. https://doi.org/10.1016/j.foodres.2024.114556pt_PT
dc.identifier.doi10.1016/j.foodres.2024.114556pt_PT
dc.identifier.urihttp://hdl.handle.net/10400.5/102508
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherElsevierpt_PT
dc.relationLooking for antibiotic resistance genes in food systems
dc.relation.publisherversionhttps://www.elsevier.com/locate/foodrespt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectRaw ewe’s milk cheesept_PT
dc.subjectProtected Designation of Origin PDOpt_PT
dc.subjectHigh Throughput Sequencing (HTS)pt_PT
dc.subjectShotgun metagenomic sequencingpt_PT
dc.titleMetagenomic analysis of the bacterial microbiome, resistome and virulome distinguishes Portuguese Serra da Estrela PDO cheeses from similar non-PDO cheeses: An exploratory approachpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleLooking for antibiotic resistance genes in food systems
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/Concurso de Projetos de I&D em Todos os Domínios Científicos - 2022/2022.04881.PTDC/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/OE/PRT%2FBD%2F151521%2F2021/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/Concurso de avaliação no âmbito do Programa Plurianual de Financiamento de Unidades de I&D (2017%2F2018) - Financiamento Base/UIDB%2F04129%2F2020/PT
oaire.citation.startPage114556pt_PT
oaire.citation.titleFood Research Internationalpt_PT
oaire.citation.volume189pt_PT
oaire.fundingStreamConcurso de Projetos de I&D em Todos os Domínios Científicos - 2022
oaire.fundingStreamOE
oaire.fundingStreamConcurso de avaliação no âmbito do Programa Plurianual de Financiamento de Unidades de I&D (2017/2018) - Financiamento Base
person.familyNameSalamandane
person.familyNameMalfeito-Ferreira
person.givenNameAcácio
person.givenNameManuel
person.identifier.ciencia-idB21A-DC37-6D8F
person.identifier.ciencia-id7313-2302-AAB5
person.identifier.orcid0000-0003-0822-5549
person.identifier.orcid0000-0002-7985-963X
person.identifier.ridB-3215-2019
person.identifier.scopus-author-id6602549195
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublicationc126de76-5367-47e1-a9d1-aaa830e4f41a
relation.isAuthorOfPublicationec949dd6-d24d-4965-bc9f-6feb421db104
relation.isAuthorOfPublication.latestForDiscoveryec949dd6-d24d-4965-bc9f-6feb421db104
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