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Salamandane A, Leech J, Almeida R, Silva C, Crispie F, Cotter PD, Malfeito-Ferreira M, Brito L. 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 Res Int 2024; 189:114556. [PMID: 38876593 DOI: 10.1016/j.foodres.2024.114556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 05/16/2024] [Accepted: 05/26/2024] [Indexed: 06/16/2024]
Abstract
This 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, particularly between the two non-PDO cheeses. Alpha-diversity analyses showed that PDO cheeses had greater bacterial 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.
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Affiliation(s)
- Acácio Salamandane
- LEAF-Linking Landscape, Environment, Agriculture and Food Research Center, Associate Laboratory TERRA, Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal; Faculdade de Ciências de Saúde, Universidade Lúrio, Campus Universitário de Marrere, Nampula 4250, Mozambique
| | - John Leech
- Teagasc Food Research Centre, Fermoy, Cork, Ireland
| | - Rita Almeida
- LEAF-Linking Landscape, Environment, Agriculture and Food Research Center, Associate Laboratory TERRA, Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Carolina Silva
- LEAF-Linking Landscape, Environment, Agriculture and Food Research Center, Associate Laboratory TERRA, Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Fiona Crispie
- Teagasc Food Research Centre, Fermoy, Cork, Ireland; APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Paul D Cotter
- Teagasc Food Research Centre, Fermoy, Cork, Ireland; APC Microbiome Ireland, University College Cork, Cork, Ireland; VistaMilk, Ireland
| | - Manuel Malfeito-Ferreira
- LEAF-Linking Landscape, Environment, Agriculture and Food Research Center, Associate Laboratory TERRA, Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal
| | - Luísa Brito
- LEAF-Linking Landscape, Environment, Agriculture and Food Research Center, Associate Laboratory TERRA, Instituto Superior de Agronomia, Universidade de Lisboa, Tapada da Ajuda, 1349-017 Lisboa, Portugal.
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Paiva NML, Ribeiro SC, Rosa HJD, Silva CCG. Comparative study of the bacterial community of organic and conventional cow's milk. Food Microbiol 2024; 120:104488. [PMID: 38431314 DOI: 10.1016/j.fm.2024.104488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 02/01/2024] [Accepted: 02/04/2024] [Indexed: 03/05/2024]
Abstract
Agricultural practises such as conventional and organic farming can potentially affect the microbial communities in milk. In the present study, the bacterial diversity of milk was investigated using high-throughput sequencing on ten organic and ten conventional farms in the Azores, a region where milk production is largely based on year-round grazing systems. The microbiota of milk from both production systems was dominated by Bacillota, Pseudomonadota, Actinomycetota and Bacteroidota. The organic milk showed greater heterogeneity between farms, as reflected in the dispersion of diversity indices and the large variation in the relative abundances of the dominant genera. In contrast, conventionally produced milk showed a high degree of similarity within each season. In the conventional production system, the season also had a strong influence on the bacterial community, but this effect was not observed in the organic milk. The LEfSe analysis identified the genus Iamia as significantly (p < 0.05) more abundant in organic milk, but depending on the season, several other genera were identified that distinguished organic milk from conventionally produced milk. Of these, Bacillus, Iamia and Nocardioides were associated with the soil microbiota in organic farming.
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Affiliation(s)
- Nuno M L Paiva
- School of Agrarian and Environmental Sciences, University of the Azores, Angra do Heroísmo, Azores, Portugal
| | - Susana C Ribeiro
- Institute of Agricultural and Environmental Research and Technology (IITAA), University of the Azores, Angra do Heroísmo, Azores, Portugal
| | - Henrique J D Rosa
- School of Agrarian and Environmental Sciences, University of the Azores, Angra do Heroísmo, Azores, Portugal; Institute of Agricultural and Environmental Research and Technology (IITAA), University of the Azores, Angra do Heroísmo, Azores, Portugal
| | - Célia C G Silva
- School of Agrarian and Environmental Sciences, University of the Azores, Angra do Heroísmo, Azores, Portugal; Institute of Agricultural and Environmental Research and Technology (IITAA), University of the Azores, Angra do Heroísmo, Azores, Portugal.
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Güley Z, Fallico V, Cabrera-Rubio R, O’Sullivan D, Marotta M, Pennone V, Smith S, Beresford T. Diversity of the Microbiota of Traditional Izmir Tulum and Izmir Brined Tulum Cheeses and Selection of Potential Probiotics. Foods 2023; 12:3482. [PMID: 37761191 PMCID: PMC10528788 DOI: 10.3390/foods12183482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 09/09/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023] Open
Abstract
High-throughput DNA sequencing (HTS) was used to study the microbial diversity of commercial traditional Izmir Tulum (IT) and Izmir Brined Tulum (IBT) cheeses from Izmir, Türkiye. Simultaneously, cultivation-dependent methods were used to isolate, identify and characterize bacterial strains displaying probiotic potential. At the phylum level, Firmicutes dominated the microbiota of both cheese types comprising >98% of the population. Thirty genera were observed, with Streptococcus being the most abundant genus and with Streptococcus thermophilus and S. infantarius subsp. infantarius being the most abundant species. Genera, including Bifidobacterium and Chryseobacterium, not previously associated with IT and IBT, were detected. IT cheeses displayed higher operational taxonomic units (OTUs; Richness) and diversity index (Simpson) than IBT cheeses; however, the difference between the diversity of the microbiota of IT and IBT cheese samples was not significant. Three Lacticaseibacillus paracasei strains isolated from IBT cheeses exhibited probiotic characteristics, which included capacity to survive under in vitro simulated gastrointestinal conditions, resistance to bile salts and potential to adhere to HT-29 human intestinal cells. These findings demonstrate that Tulum cheeses harbor bacterial genera not previously reported in this cheese and that some strains display probiotic characteristics.
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Affiliation(s)
- Ziba Güley
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
- Department of Food Engineering, Alanya Alaaddin Keykubat University, 07425 Antalya, Türkiye
| | - Vincenzo Fallico
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
| | - Raul Cabrera-Rubio
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
- APC Microbiome Ireland, University College Cork, T12Y120 Cork, Ireland
| | - Daniel O’Sullivan
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
- School of Food and Nutritional Sciences, University College Cork, T12K8AF Cork, Ireland
| | - Mariarosaria Marotta
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
| | - Vincenzo Pennone
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
| | - Sandra Smith
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
| | - Tom Beresford
- Teagasc Food Research Centre, Moorepark, Fermoy, P61C996 Co. Cork, Ireland; (V.F.); (R.C.-R.); (D.O.); (M.M.); (V.P.); (S.S.); (T.B.)
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