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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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Yap M, O'Sullivan O, O'Toole PW, Sheehan JJ, Fenelon MA, Cotter PD. Seasonal and geographical impact on the Irish raw milk microbiota correlates with chemical composition and climatic variables. mSystems 2024; 9:e0129023. [PMID: 38445870 PMCID: PMC11019797 DOI: 10.1128/msystems.01290-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 02/14/2024] [Indexed: 03/07/2024] Open
Abstract
Season and location have previously been shown to be associated with differences in the microbiota of raw milk, especially in milk from pasture-based systems. Here, we further advance research in this area by examining differences in the raw milk microbiota from several locations across Ireland over 12 months, and by investigating microbiota associations with climatic variables and chemical composition. Shotgun metagenomic sequencing was used to investigate the microbiota of raw milk collected from nine locations (n = 241). Concurrent chemical analysis of the protein, fat, lactose, total solids, nonprotein nitrogen contents, and titratable acidity (TA) of the same raw milk were performed. Although the raw milk microbiota was highly diverse, a core microbiota was found, with Pseudomonas_E, Lactococcus, Acinetobacter, and Leuconostoc present in all samples. Microbiota diversity significantly differed by season and location, with differences in seasonality and geography corresponding to 11.8% and 10.5% of the variation in the microbiota. Functional and antibiotic resistance profiles also varied across season and location. The analysis of other metadata revealed additional interactions, such as an association between mean daily air and grass temperatures with the abundance of spoilage taxa like Pseudomonas species. Correlations were identified between pathogenic, mastitis-related species, fat content, and the number of sun hours, suggesting a seasonal effect. Ultimately, this study expands our understanding of the interconnected nature of the microbiota, environment/climate variables, and chemical composition of raw milk and provides evidence of a season- and location-specific microbiota. IMPORTANCE The microbiota of raw milk is influenced by many factors that encourage or prevent the introduction and growth of both beneficial and undesirable microorganisms. The seasonal and geographical impacts on the microbial communities of raw milk have been previously seen, but the relationships with environmental factors and the chemical composition has yet to be investigated. In this year-long study, we found that while raw milk is highly diverse, a core microbiota was detected for Irish raw milk, with strong evidence of seasonal and geographical influence. We also found associations between groups of microorganisms, environmental factors, and milk composition, which expand current knowledge on the relationships between microbial and chemical composition and the climate. These results provide evidence for the development of a tool to allow for the prediction of raw milk quality and safety.
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Affiliation(s)
- Min Yap
- Teagasc Food Research Centre, Cork, Ireland
- School of Microbiology, University College Cork, Cork, Ireland
| | - Orla O'Sullivan
- Teagasc Food Research Centre, Cork, Ireland
- APC Microbiome Ireland, Cork, Ireland
- VistaMilk SFI Research Centre, Cork, Ireland
| | - Paul W. O'Toole
- School of Microbiology, University College Cork, Cork, Ireland
- APC Microbiome Ireland, Cork, Ireland
| | - Jeremiah J. Sheehan
- Teagasc Food Research Centre, Cork, Ireland
- VistaMilk SFI Research Centre, Cork, Ireland
- Dairy Processing Technology Centre (DPTC), Limerick, Ireland
| | - Mark A. Fenelon
- Teagasc Food Research Centre, Cork, Ireland
- VistaMilk SFI Research Centre, Cork, Ireland
- Dairy Processing Technology Centre (DPTC), Limerick, Ireland
| | - Paul D. Cotter
- Teagasc Food Research Centre, Cork, Ireland
- APC Microbiome Ireland, Cork, Ireland
- VistaMilk SFI Research Centre, Cork, Ireland
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Wysok B, Rudowska M, Wiszniewska-Łaszczych A. The Transmission of Campylobacter Strains in Dairy Herds in Different Housing Systems. Pathogens 2024; 13:317. [PMID: 38668272 PMCID: PMC11053475 DOI: 10.3390/pathogens13040317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 04/04/2024] [Accepted: 04/08/2024] [Indexed: 04/29/2024] Open
Abstract
Cattle are frequent carriers of Campylobacter spp.; therefore, these bacteria may be transmitted to humans through meat or milk. Campylobacter spp. in raw milk derives most commonly from secondary fecal contamination during the milking process; however, the udder excretion of Campylobacter may be a cause of milk-borne infection. Studies were carried out on a Campylobacter-positive farm with two different housing systems (with free-stall and tie-stall systems). The sampling process comprised several stages, including samples being taken from animals, such as from raw milk and feces, and from the environment, such as the from floor in the milking parlor and from teat cups. None of the individual raw milk samples or swabs from the floor in the parlor before the milking process were positive for Campylobacter spp. Simultaneously, Campylobacter spp. was isolated from all swabs from the floor after the milking process and in the bulk tank milk samples from the two farms. The incidence of Campylobacter isolated from fecal and teat swab samples ranged from 15.4% to 26.7% and from 8.9% to 25%, respectively. Altogether, 59 recovered Campylobacter isolates were classified, based on sequencing of the flaA short variable region, showing 15 different allele types, and the majority of them were distributed among one farm. Analysis of the virulence and antimicrobial properties showed that genes related to adherence, invasion and cytotoxicity were widely distributed among the Campylobacter recovered strains. In relation to AMR, multidrug resistance was noted in 16.1% of strains.
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Affiliation(s)
- Beata Wysok
- Department of Veterinary Public Health, Faculty of Veterinary Medicine, University of Warmia and Mazury in Olsztyn, Oczapowskiego 14, 10-718 Olsztyn, Poland
| | - Małgorzata Rudowska
- Department of Animal Reproduction with Clinic, Faculty of Veterinary Medicine, University of Warmia and Mazury in Olsztyn, Oczapowskiego 14, 10-718 Olsztyn, Poland
| | - Agnieszka Wiszniewska-Łaszczych
- Department of Veterinary Public Health, Faculty of Veterinary Medicine, University of Warmia and Mazury in Olsztyn, Oczapowskiego 14, 10-718 Olsztyn, Poland
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Zheng A, Liu J, Wang M, Bu N, Liu D, Wei C. Footprint analysis of CO 2 in microbial community succession of raw milk and assessment of its quality. Front Nutr 2023; 10:1285653. [PMID: 38192649 PMCID: PMC10773745 DOI: 10.3389/fnut.2023.1285653] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 11/29/2023] [Indexed: 01/10/2024] Open
Abstract
With the growing production of raw milk, interest has been increasing in its quality control. CO2, as a cold processing additive, has been studied to extend the cold storage period and improve the quality of raw milk. However, it is yet uncertain how representative microbial species and biomarkers can succeed one another at distinct critical periods during refrigeration. Therefore, the effects of CO2 treatment on the succession footprint of the microbial community and changes in quality during the period of raw milk chilling were examined by 16S rRNA analysis combined with electronic nose, and electronic tongue techniques. The results indicated that, the refrigeration time was shown to be prolonged by CO2 in a concentration-dependent way. And CO2 treatment was linked to substantial variations in beta and alpha diversity as well as the relative abundances of various microbial taxa (p < 0.01). The dominant bacterial phylum Proteobacteria was replaced with Firmicutes, while the major bacterial genera Acinetobacter and Pseudomonas were replaced with lactic acid bacteria (LAB), including Leuconostoc, Lactococcus, and Lactobacillus. From the perspective of biomarkers enriched in CO2-treated sample, almost all of them belong to LAB, no introduction of harmful toxins has been found. The assessment of the quality of raw milk revealed that CO2 improved the quality of raw milk by lowering the acidity and the rate of protein and fat breakdown, and improved the flavor by reducing the generation of volatiles, and increasing umami, richness, milk flavor and sweetness, but reducing sourness. These findings offer a new theoretical foundation for the industrial use of CO2 in raw milk.
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Affiliation(s)
- Anran Zheng
- School of Animal Science and Technology, Ningxia University, Yinchuan, China
| | - Jun Liu
- School of Animal Science and Technology, Ningxia University, Yinchuan, China
- School of Life Science, Hubei Normal University, Huangshi, China
| | - Mengsong Wang
- School of Food Science and Engineering, Ningxia University, Yinchuan, China
| | - Ningxia Bu
- School of Animal Science and Technology, Ningxia University, Yinchuan, China
| | - Dunhua Liu
- School of Animal Science and Technology, Ningxia University, Yinchuan, China
- School of Food Science and Engineering, Ningxia University, Yinchuan, China
| | - Chaokun Wei
- School of Food Science and Engineering, Ningxia University, Yinchuan, China
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Ouamba AJK, Gagnon M, Varin T, Chouinard PY, LaPointe G, Roy D. Phylogenetic variation in raw cow milk microbiota and the impact of forage combinations and use of silage inoculants. Front Microbiol 2023; 14:1175663. [PMID: 38029116 PMCID: PMC10661925 DOI: 10.3389/fmicb.2023.1175663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 10/18/2023] [Indexed: 12/01/2023] Open
Abstract
Introduction The microbiota of bulk tank raw milk is known to be closely related to that of microbial niches of the on-farm environment. Preserved forage types are partof this ecosystem and previous studies have shown variations in their microbial ecology. However, little is known of the microbiota of forage ration combinations and the transfer rates of associated species to milk. Methods We identified raw milk bacteria that may originate from forage rations encompassing either hay (H) or grass/legume silage uninoculated (GL) as the only forage type, or a combination of GL and corn silage uninoculated (GLC), or grass/legume and corn silage both inoculated (GLICI). Forage and milk samples collected in the fall and spring from 24 dairy farms were analyzed using 16S rRNA gene high-throughput sequencing following a treatment with propidium monoazide to account for viable cells. Results and discussion Three community types separating H, GL, and GLICI forage were identified. While the H community was co-dominated by Enterobacteriaceae, Microbacteriaceae, Beijerinckiaceae, and Sphingomonadaceae, the GL and GLICI communities showed high proportions of Leuconostocaceae and Acetobacteraceae, respectively. Most of the GLC and GLICI rations were similar, suggesting that in the mixed forage rations involving grass/legume and corn silage, the addition of inoculant in one or both types of feed does not considerably change the microbiota. Raw milk samples were not grouped in the same way, as the GLC milk was phylogenetically different from that of GLICI across sampling periods. Raw milk communities, including the GLICI group for which cows were fed inoculated forage, were differentiated by Enterobacteriaceae and other Proteobacteria, instead of by lactic acid bacteria. Of the 113 amplicon sequence variants (ASVs) shared between forage rations and corresponding raw milk, bacterial transfer rates were estimated at 18 to 31%. Silage-based forage rations, particularly those including corn, share more ASVs with raw milk produced on corresponding farms compared to that observed in the milk from cows fed hay. These results show the relevance of cow forage rations as sources of bacteria that contaminate milk and serve to advance our knowledge of on-farm raw milk contamination.
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Affiliation(s)
- Alexandre J. K. Ouamba
- Département des Sciences des Aliments, Laboratoire de Génomique Microbienne, Université Laval, Québec, QC, Canada
- Regroupement de Recherche pour Un Lait de Qualité Optimale (OpLait), Saint-Hyacinthe, QC, Canada
| | - Mérilie Gagnon
- Département des Sciences des Aliments, Laboratoire de Génomique Microbienne, Université Laval, Québec, QC, Canada
- Regroupement de Recherche pour Un Lait de Qualité Optimale (OpLait), Saint-Hyacinthe, QC, Canada
| | - Thibault Varin
- Département des Sciences des Aliments, Laboratoire de Génomique Microbienne, Université Laval, Québec, QC, Canada
| | - P. Yvan Chouinard
- Regroupement de Recherche pour Un Lait de Qualité Optimale (OpLait), Saint-Hyacinthe, QC, Canada
- Département des Sciences Animales, Université Laval, Québec, QC, Canada
| | - Gisèle LaPointe
- Regroupement de Recherche pour Un Lait de Qualité Optimale (OpLait), Saint-Hyacinthe, QC, Canada
- Department of Food Science, University of Guelph, Guelph, ON, Canada
| | - Denis Roy
- Département des Sciences des Aliments, Laboratoire de Génomique Microbienne, Université Laval, Québec, QC, Canada
- Regroupement de Recherche pour Un Lait de Qualité Optimale (OpLait), Saint-Hyacinthe, QC, Canada
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Diarra C, Goetz C, Gagnon M, Roy D, Jean J. Biofilm formation by heat-resistant dairy bacteria: multispecies biofilm model under static and dynamic conditions. Appl Environ Microbiol 2023; 89:e0071323. [PMID: 37732743 PMCID: PMC10617596 DOI: 10.1128/aem.00713-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 07/26/2023] [Indexed: 09/22/2023] Open
Abstract
In the food industry, especially dairy, biofilms can be formed by heat-resistant spoilage and pathogenic bacteria from the farm. Such biofilms may persist throughout the processing chain and contaminate milk and dairy products continuously, increasing equipment cleaning, maintenance costs, and product recalls. Most biofilms are multispecies, yet most studies focus on single-species models. A multispecies model of dairy biofilm was developed under static and dynamic conditions using heat-resistant Bacillus licheniformis, Pseudomonas aeruginosa, Clostridium tyrobutyricum, Enterococcus faecalis, Streptococcus thermophilus, and Rothia kristinae isolated from dairies. C. tyrobutiricum and R. kristinae were weak producers of biofilm, whereas the other four were moderate to strong producers. Based on cross-streaking on agar, P. aeruginosa was found to inhibit B. licheniformis and E. faecalis. In multispecies biofilm formed on stainless steel in a CDC reactor fed microfiltered milk, the strong biofilm producers were dominant while the weak producers were barely detectable. All biofilm matrices were dispersed easily by proteinase K treatment but were less sensitive to DNase or carbohydrases. Further studies are needed to deepen our understanding of multispecies biofilms and interactions within to develop improved preventive strategies to control the proliferation of spoilage and pathogenic bacteria in dairies and other food processing environments. IMPORTANCE A model of multispecies biofilm was created to study biofilm formation by heat-resistant bacteria in the dairy industry. The biofilm formation potential was evaluated under static conditions. A continuous flow version was then developed to study multispecies biofilm formed on stainless steel in microfiltered milk under dynamic conditions encountered in dairy processing equipment. The study of biofilm composition and bacterial interactions therein will lead to more effective means of suppressing bacterial growth on food processing equipment and contamination of products with spoilage and pathogenic bacteria, which represent considerable economic loss.
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Affiliation(s)
- Carine Diarra
- Département des Sciences des Aliments, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada
- Regroupement de recherche pour un lait de qualité optimale (Op+Lait), Saint-Hyacinthe, Québec, Canada
| | - Coralie Goetz
- Département des Sciences des Aliments, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada
- Regroupement de recherche pour un lait de qualité optimale (Op+Lait), Saint-Hyacinthe, Québec, Canada
| | - Mérilie Gagnon
- Département des Sciences des Aliments, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada
- Regroupement de recherche pour un lait de qualité optimale (Op+Lait), Saint-Hyacinthe, Québec, Canada
| | - Denis Roy
- Département des Sciences des Aliments, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada
- Regroupement de recherche pour un lait de qualité optimale (Op+Lait), Saint-Hyacinthe, Québec, Canada
| | - Julie Jean
- Département des Sciences des Aliments, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada
- Regroupement de recherche pour un lait de qualité optimale (Op+Lait), Saint-Hyacinthe, Québec, Canada
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Hoving-Bolink RAH, Antonis AFG, te Pas MFW, Schokker D. An observational study of the presence and variability of the microbiota composition of goat herd milk related to mainstream and artisanal farm management. PLoS One 2023; 18:e0292650. [PMID: 37797079 PMCID: PMC10553829 DOI: 10.1371/journal.pone.0292650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 09/25/2023] [Indexed: 10/07/2023] Open
Abstract
Goat milk is produced on mainstream and artisanal farms. It was expected that the farm management may influence the microbial population of the milk. Therefore, we investigated the bacterial content and microbiota composition of raw milk in relation to Dutch goat farm management. After amplicon sequencing we analyzed the taxa at phylum and genus levels, and used the relative values enabling to provide information about the variation among the different samples. On ten farms our results indicated that the number of bacterial colony forming units and microbiota composition of the milk, directly after milking was variable among farms and not related to the farm management system. At the phylum level the phyla Firmicutes, Actinobacteria, Proteobacteria, and to a minor extend Bacteriodota were the dominant phyla in the raw goat milk, together usually comprising 90% of the total bacterial phyla. The most dominant genera were Staphylococcus, Pseudomonas, Lactococcus, Microbacteria, Acinetobacteria, and Corinebacteria. The number of bacterial phyla and genera does not differ between the mainstream and artisanal farms, although the Shannon index may be numerically higher in the mainstream farms as compared to artisanal farms. In addition, the variability is higher among artisanal farms, which may be due to less standardization of the management. The milk microbiota composition differed among farms. Repeated sampling of a farm showed that this changed over time. The lactic acid producing bacteria showed a similar pattern. Variable microbiota richness amount and diversity of microorganisms were present in different farming systems. We concluded that farm-specific management and sampling moment were the major determining factors for the milk microbiota composition.
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