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Wang L, Jin S, Wang P, Li X, Liu C, Sun S, Zhang G, Chang J, Yin Q, Zhang H, Zhu Q. Fermented total mixed ration enhances nutrient digestibility and modulates the milk components and fecal microbial community in lactating Holstein dairy cows. Front Vet Sci 2024; 11:1408348. [PMID: 39205803 PMCID: PMC11350115 DOI: 10.3389/fvets.2024.1408348] [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: 03/28/2024] [Accepted: 07/15/2024] [Indexed: 09/04/2024] Open
Abstract
Fermented total mixed ration (FTMR) is an effective method of preserving high-moisture byproducts with higher aerobic stability after fermentation. FTMR has the potential to fulfill the daily nutritional requirements of cattle and enhance their production performance. The objective of this research was to examine the influence of FTMR on lactation performance, total tract apparent digestibility, fecal microbiota communities, and fermentation profiles in lactating dairy cows. A total of 12 cows were randomly assigned into two groups: the TMR group and the FTMR group. The TMR group was fed a total mixed ration (TMR) diet, and the FTMR group was fed an FTMR diet. The FTMR did not impact milk yield in dairy cows despite a decrease in dry matter intake, which increased the efficiency of the feed. In contrast to that in the TMR group, the milk fat content in the FTMR group was greater. The FTMR group showed greater digestibility of neutral detergent fiber (NDF), organic matter (OM), dry matter (DM), crude protein (CP), and acid detergent fiber (ADF) in the total digestive tract than did the TMR group. The FTMR increased the concentration of butyrate in the fecal matter and reduced the pH of the feces. The Chao1, ACE, and Shannon indices of the archaeal community in dairy cow feces were significantly higher in cow fed the FTMR compared to those fed the TMR. LefSe analysis revealed higher levels of Oscillospira, Lactobacillus, Prevotella, and Dehalobacterium in the feces of dairy cows fed the FTMR than in those fed the TMR. However, the abundances of Roseburia, rc4-4, Bulleidia and Sharpea exhibited the opposite trend. The abundances of Halobacteria, Halobacteriales, and Halobacteriaceae, which are biomarkers for distinguishing fecal archaea in the TMR from the FTMR, were substantially greater in the feces of dairy cows that consumed the TMR than in those that consumed the FTMR. Therefore, FTMR can improve the milk fat content, total tract apparent feed digestibility efficiency, and diversity of archaea in the feces. Additionally, this work provides a theoretical basis for the feasibility of FTMR feeding for dairy cows.
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Affiliation(s)
- Lijun Wang
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Sanjun Jin
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Ping Wang
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Xinxin Li
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Chaoqi Liu
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Siying Sun
- Institute of International Education, Henan Agricultural University, Zhengzhou, China
| | - Guangning Zhang
- College of Animal Science and Technology, Northeast Agricultural University, Harbin, China
| | - Juan Chang
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Qingqiang Yin
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Haiyang Zhang
- College of Animal Science and Technology, Henan Agricultural University, Zhengzhou, China
| | - Qun Zhu
- Henan Delin Biological Products Co., Ltd., Xinxiang, China
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Eliasson T, Sun L, Lundh Å, Gonda H, Höjer A, Saedén KH, Hetta M. Microbial communities in feed, bedding material, and bulk milk - experiences from a feeding trial. J Dairy Sci 2024:S0022-0302(24)01043-9. [PMID: 39067748 DOI: 10.3168/jds.2024-25213] [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: 05/23/2024] [Accepted: 07/10/2024] [Indexed: 07/30/2024]
Abstract
There is an increasing interest in the microbiota of the dairy value chain, from field to fork. Studies to understand the effects of environmental, feed and management factors on the raw milk microbiota have been performed to elucidate the origin of the bacteria and find ways to control the presence or absence of specific bacteria. In this study, we explored the microbiota in feedstuff, bedding material and milk on a Swedish dairy farm to investigate the effects of feeding different silages on the bacterial compositions throughout the dairy value chain. Three ensiling treatments were evaluated: without additive, with acid treatment, and with inoculation of starter culture. The silage treatments were fed as partial mixed rations to 67 dairy cows for 3 weeks each, with one treatment fed twice to evaluate if a potential change in milk microbiota could be repeated. The highest average total bacteria counts were found in the used bedding material (9.6 log10 cfu/g), while milk showed the lowest (3.5 log10 cfu/g). Principal coordinate analysis of the weighted UniFrac distance matrix showed clear separation between 3 clusters of materials: 1) herbage, 2) silage and partial mixed ration, and 3) used bedding material and milk. Surprisingly, the expected effect of the ensiling treatments on silage microbiota was not clear. Transfer of major bacteria from the silages and resulting partial mixed rations to the used bedding material was observed, but rarely to milk. The milk microbiota showed most resemblance to that of the used bedding material. Lactobacillus was a major genus in both feed and milk, but investigations at amplicon sequence variant level showed that in most cases the sequences differed between materials. However, low total bacteria count in the milk in combination with a high diversity suggests that results may be biased due to environmental contamination of the milk samples. Considering that the study was performed on a research farm, strict hygienic measures during the feeding experiment may have contributed to the low transfer of bacteria from feed to milk.
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Affiliation(s)
- T Eliasson
- Dept. of Molecular Sciences, Swedish University of Agricultural Sciences, Box 7015, SE-750 07 Uppsala, Sweden; Norrmejerier, Box 1313, SE-901 23 Umeå, Sweden.
| | - L Sun
- Dept. of Molecular Sciences, Swedish University of Agricultural Sciences, Box 7015, SE-750 07 Uppsala, Sweden
| | - Å Lundh
- Dept. of Molecular Sciences, Swedish University of Agricultural Sciences, Box 7015, SE-750 07 Uppsala, Sweden
| | - H Gonda
- Dept. of Applied Animal Science and Welfare, Swedish University of Agricultural Sciences, Box 7024, SE-750 07 Uppsala, Sweden
| | - A Höjer
- Norrmejerier, Box 1313, SE-901 23 Umeå, Sweden
| | | | - M Hetta
- Dept. of Applied Animal Science and Welfare, Swedish University of Agricultural Sciences, SE-901 83, Umeå, Sweden
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Zanon T, Franciosi E, Cologna N, Goss A, Mancini A, Gauly M. Alpine grazing management, breed and diet effects on coagulation properties, composition, and microbiota of dairy cow milk by commercial mountain based herds. J Dairy Sci 2024:S0022-0302(24)00913-5. [PMID: 38876212 DOI: 10.3168/jds.2023-24347] [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: 10/25/2023] [Accepted: 05/15/2024] [Indexed: 06/16/2024]
Abstract
Cow milk microbiota has received increased attention in recent years, not only because of its importance for human health but also because of its effect on the quality and technological properties of milk. Several studies, therefore, have investigated the effect of various production factors on the microbial composition of milk. However, most of the previous studies considered a limited number of animals from experimental or single farm, which could have biased the results. Therefore, this study aimed to understand the effect of different alpine production systems on the compositional and microbiological quality of milk, considering commercial herds with different feeding intensities and cattle breeds. The results obtained in this work indicated that the month/season of sampling (July for summer or February for winter) more than farm, breed and cow diet exerted significant effects on cow milk parameters and microbiota. In particular, significant differences were observed for urea content in milk between sampling seasons. Differences in milk fat were mainly related to breed specific effects. From a microbiological point of view, statistically significant differences were found in presumptive lactic acid bacteria counts. Based on a culture-independent method, milk obtained in February harbored the highest number of Firmicutes (e.g., Lactobacillus) and the lowest number of Actinobacteria (e.g., Corynebacterium). Moreover, bacterial richness and diversity were higher in July/summer during alpine pasture season indicating a significant effect of pasture feed on the growth of bacterial communities. The results of this study highlighted the effect of month/season mainly related to differences in feeding management (e.g., access to pasture during vegetation period, concentrates supplementation) on composition and microbiota in milk.
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Affiliation(s)
- Thomas Zanon
- Free University of Bolzano (Faculty of Agricultural, Environmental and Food Sciences, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bolzano, Italy).
| | - Elena Franciosi
- Research and Innovation Centre, Edmund Mach Foundation, San Michele all'Adige, 38010 San Michele all'Adige (TN), Italy
| | - Nicola Cologna
- Trentingrana Consorzio dei Caseifici Sociali Trentini s.c.a., Via Bregenz 18, Trento, Italy
| | - Andrea Goss
- Trentingrana Consorzio dei Caseifici Sociali Trentini s.c.a., Via Bregenz 18, Trento, Italy
| | - Andrea Mancini
- Research and Innovation Centre, Edmund Mach Foundation, San Michele all'Adige, 38010 San Michele all'Adige (TN), Italy
| | - Matthias Gauly
- Free University of Bolzano (Faculty of Agricultural, Environmental and Food Sciences, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bolzano, Italy)
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Vasco KA, Hansen ZA, Schilmiller AL, Bowcutt B, Carbonell SL, Ruegg PL, Quinn RA, Zhang L, Manning SD. Untargeted metabolomics and metagenomics reveal signatures for intramammary ceftiofur treatment and lactation stage in the cattle hindgut. Front Mol Biosci 2024; 11:1364637. [PMID: 38836107 PMCID: PMC11148447 DOI: 10.3389/fmolb.2024.1364637] [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: 01/02/2024] [Accepted: 04/29/2024] [Indexed: 06/06/2024] Open
Abstract
The gut microbiota in cattle is essential for protein, energy, and vitamin production and hence, microbiota perturbations can affect cattle performance. This study evaluated the effect of intramammary (IMM) ceftiofur treatment and lactation stage on the functional gut microbiome and metabolome. Forty dairy cows were enrolled at dry-off. Half received IMM ceftiofur and a non-antibiotic teat sealant containing bismuth subnitrate (cases), while the other half received the teat sealant (controls). Fecal samples were collected before treatment at dry off, during the dry period (weeks 1 and 5) and the first week after calving (week 9). Shotgun metagenomic sequencing was applied to predict microbial metabolic pathways whereas untargeted metabolomics was used identify polar and nonpolar metabolites. Compared to controls, long-term changes were observed in the cows given ceftiofur, including a lower abundance of microbial pathways linked to energy production, amino acid biosynthesis, and other vital molecules. The metabolome of treated cows had elevated levels of stachyose, phosphatidylethanolamine diacylglycerol (PE-DAG), and inosine a week after the IMM ceftiofur application, indicating alterations in microbial fermentation, lipid metabolism, energy, and cellular signaling. Differences were also observed by sampling, with cows in late lactation having more diverse metabolic pathways and a unique metabolome containing higher levels of histamine and histamine-producing bacteria. These data illustrate how IMM ceftiofur treatment can alter the functionality of the hindgut metabolome and microbiome. Understanding how antibiotics and lactation stages, which are each characterized by unique diets and physiology, impact the function of resident microbes is critical to define normal gut function in dairy cattle.
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Affiliation(s)
- Karla A Vasco
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
| | - Zoe A Hansen
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
| | - Anthony L Schilmiller
- Research Technology Support Facility, Mass Spectrometry and Metabolomics Core, Michigan State University, East Lansing, MI, United States
| | - Bailey Bowcutt
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
| | - Samantha L Carbonell
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
| | - Pamela L Ruegg
- Department of Large Animal and Clinical Sciences, Michigan State University, East Lansing, MI, United States
| | - Robert A Quinn
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, United States
| | - Lixin Zhang
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI, United States
| | - Shannon D Manning
- Department of Microbiology, Genetics and Immunology, Michigan State University, East Lansing, MI, United States
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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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6
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Coleman ME, Oscar TP, Negley TL, Stephenson MM. Suppression of pathogens in properly refrigerated raw milk. PLoS One 2023; 18:e0289249. [PMID: 38085721 PMCID: PMC10715650 DOI: 10.1371/journal.pone.0289249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 07/13/2023] [Indexed: 12/18/2023] Open
Abstract
Conflicting claims exist regarding pathogen growth in raw milk. A small pilot study was designed to provide definitive data on trends for pathogen growth and decline in raw bovine milk hygienically produced for direct human consumption. An independent laboratory conducted the study, monitoring growth and decline of pathogens inoculated into raw milk. Raw milk samples were inoculated with foodborne pathogens (Campylobacter, E. coli O157:H7, Listeria monocytogenes, or Salmonella) at lower (<162 colony forming units (CFU) per mL) and higher levels (<8,300 CFU/mL). Samples were stored at 4.4°C and quantified over time after inoculation (days 0, 3, 6, 9, 12, and 14) by standard culture-based methods. Statistical analysis of trends using the Mann-Kendall Trend Test and Analysis of Variance were conducted for 48 time series observations. Evidence of pathogen growth was documented for L. monocytogenes in 8 of 12 replicates (P = 0.001 to P = 0.028). Analysis of variance confirmed significant increases for L. monocytogenes at both initial levels in week 2. No evidence of growth was documented over 14 days for the three pathogens predominantly associated with raw milk outbreaks in the US (Campylobacter, E. coli O157:H7, and Salmonella). Further research is needed to characterize parameters for pathogen growth and decline to support re-assessment of risks that were based on incorrect assumptions about interactions of pathogens with the raw milk microbiota.
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Affiliation(s)
- M. E. Coleman
- Coleman Scientific Consulting, Groton, NY, United States of America
| | - T. P. Oscar
- USDA, Agricultural Research Service, Princess Ann, MD, United States of America
| | - T. L. Negley
- TIG Environmental, Syracuse, NY, United States of America
| | - M. M. Stephenson
- Advancement and External Affairs, Syracuse University, Syracuse, NY, United States of America
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Coates LC, Durham SD, Storms DH, Magnuson AD, Van Hekken DL, Plumier BM, Finley JW, Fukagawa NK, Tomasula PM, Lemay DG, Picklo MJ, Barile D, Kalscheur KF, Kable ME. Associations among Milk Microbiota, Milk Fatty Acids, Milk Glycans, and Inflammation from Lactating Holstein Cows. Microbiol Spectr 2023; 11:e0402022. [PMID: 37074179 PMCID: PMC10269560 DOI: 10.1128/spectrum.04020-22] [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: 10/04/2022] [Accepted: 03/23/2023] [Indexed: 04/20/2023] Open
Abstract
Milk oligosaccharides (MOs) can be prebiotic and antiadhesive, while fatty acids (MFAs) can be antimicrobial. Both have been associated with milk microbes or mammary gland inflammation in humans. Relationships between these milk components and milk microbes or inflammation have not been determined for cows and could help elucidate a novel approach for the dairy industry to promote desired milk microbial composition for improvement of milk quality and reduction of milk waste. We aimed to determine relationships among milk microbiota, MFAs, MOs, lactose, and somatic cell counts (SCC) from Holstein cows, using our previously published data. Raw milk samples were collected at three time points, ranging from early to late lactation. Data were analyzed using linear mixed-effects modeling and repeated-measures correlation. Unsaturated MFA and short-chain MFA had mostly negative relationships with potentially pathogenic genera, including Corynebacterium, Pseudomonas, and an unknown Enterobacteriaceae genus but numerous positive relationships with symbionts Bifidobacterium and Bacteroides. Conversely, many MOs were positively correlated with potentially pathogenic genera (e.g., Corynebacterium, Enterococcus, and Pseudomonas), and numerous MOs were negatively correlated with the symbiont Bifidobacterium. The neutral, nonfucosylated MO composed of eight hexoses had a positive relationship with SCC, while lactose had a negative relationship with SCC. One interpretation of these trends might be that in milk, MFAs disrupt primarily pathogenic bacterial cells, causing a relative increase in abundance of beneficial microbial taxa, while MOs respond to and act on pathogenic taxa primarily through antiadhesive methods. Further research is needed to confirm the potential mechanisms driving these correlations. IMPORTANCE Bovine milk can harbor microbes that cause mastitis, milk spoilage, and foodborne illness. Fatty acids found in milk can be antimicrobial and milk oligosaccharides can have antiadhesive, prebiotic, and immune-modulatory effects. Relationships among milk microbes, fatty acids, oligosaccharides, and inflammation have been reported for humans. To our knowledge, associations among the milk microbial composition, fatty acids, oligosaccharides, and lactose have not been reported for healthy lactating cows. Identifying these potential relationships in bovine milk will inform future efforts to characterize direct and indirect interactions of the milk components with the milk microbiota. Since many milk components are associated with herd management practices, determining if these milk components impact milk microbes may provide valuable information for dairy cow management and breeding practices aimed at minimizing harmful and spoilage-causing microbes in raw milk.
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Affiliation(s)
- Laurynne C. Coates
- U.S. Department of Agriculture—Agricultural Research Service, Western Human Nutrition Research Center, Davis, California, USA
| | - Sierra D. Durham
- University of California, Davis, Food Science and Technology, Davis, California, USA
| | - David H. Storms
- U.S. Department of Agriculture—Agricultural Research Service, Western Human Nutrition Research Center, Davis, California, USA
| | - Andrew D. Magnuson
- U.S. Department of Agriculture—Agricultural Research Service, Grand Forks Human Nutrition Research Center, Grand Forks, North Dakota, USA
| | - Diane L. Van Hekken
- U.S. Department of Agriculture—Agricultural Research Service, Dairy and Functional Foods Research, Wyndmoor, Pennsylvania, USA
| | - Benjamin M. Plumier
- U.S. Department of Agriculture—Agricultural Research Service, Dairy and Functional Foods Research, Wyndmoor, Pennsylvania, USA
| | - John W. Finley
- U.S. Department of Agriculture—Agricultural Research Service, George Washington Carver Center, Beltsville, Maryland, USA
| | - Naomi K. Fukagawa
- U.S. Department of Agriculture—Agricultural Research Service, Beltsville Human Nutrition Research Center, Beltsville, Maryland, USA
| | - Peggy M. Tomasula
- U.S. Department of Agriculture—Agricultural Research Service, Dairy and Functional Foods Research, Wyndmoor, Pennsylvania, USA
| | - Danielle G. Lemay
- U.S. Department of Agriculture—Agricultural Research Service, Western Human Nutrition Research Center, Davis, California, USA
| | - Matthew J. Picklo
- U.S. Department of Agriculture—Agricultural Research Service, Grand Forks Human Nutrition Research Center, Grand Forks, North Dakota, USA
| | - Daniela Barile
- University of California, Davis, Food Science and Technology, Davis, California, USA
| | - Kenneth F. Kalscheur
- U.S. Department of Agriculture—Agricultural Research Service, U.S. Dairy Forage Research Center, Madison, Wisconsin, USA
| | - Mary E. Kable
- U.S. Department of Agriculture—Agricultural Research Service, Western Human Nutrition Research Center, Davis, California, USA
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Mock community as an in situ positive control for amplicon sequencing of microbiotas from the same ecosystem. Sci Rep 2023; 13:4056. [PMID: 36906688 PMCID: PMC10008532 DOI: 10.1038/s41598-023-30916-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 03/03/2023] [Indexed: 03/13/2023] Open
Abstract
Metataxonomy has become the standard for characterizing the diversity and composition of microbial communities associated with multicellular organisms and their environment. Currently available protocols for metataxonomy assume a uniform DNA extraction, amplification and sequencing efficiency for all sample types and taxa. It has been suggested that the addition of a mock community (MC) to biological samples before the DNA extraction step could aid identification of technical biases during processing and support direct comparisons of microbiota composition, but the impact of MC on diversity estimates of samples is unknown. Here, large and small aliquots of pulverized bovine fecal samples were extracted with no, low or high doses of MC, characterized using standard Illumina technology for metataxonomics, and analysed with custom bioinformatic pipelines. We demonstrated that sample diversity estimates were distorted only if MC dose was high compared to sample mass (i.e. when MC > 10% of sample reads). We also showed that MC was an informative in situ positive control, permitting an estimation of the sample 16S copy number, and detecting sample outliers. We tested this approach on a range of sample types from a terrestrial ecosystem, including rhizosphere soil, whole invertebrates, and wild vertebrate fecal samples, and discuss possible clinical applications.
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Coates LC, Storms D, Finley JW, Fukagawa NK, Lemay DG, Kalscheur KF, Kable ME. A Low-Starch and High-Fiber Diet Intervention Impacts the Microbial Community of Raw Bovine Milk. Curr Dev Nutr 2022; 6:nzac086. [PMID: 35720468 PMCID: PMC9197574 DOI: 10.1093/cdn/nzac086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 04/11/2022] [Accepted: 04/18/2022] [Indexed: 11/12/2022] Open
Abstract
Background A more sustainable dairy cow diet was designed that minimizes use of feed components digestible by monogastric animals by increasing the quantity of forages. Objectives This study determined if feeding lactating cows the more sustainable, low-starch and high-fiber (LSHF) diet was associated with changes in raw milk microbiota composition and somatic cell count (SCC). Methods In a crossover design, 76 lactating Holstein cows were assigned to an LSHF diet or a high-starch and low-fiber (HSLF) diet, similar to common dairy cow diets in the United States, for 10 wk then placed on the opposite diet for 10 wk. The LSHF diet contained greater quantities of forages, beet pulp, and corn distillers' grain, but contained less canola meal and no high-moisture corn compared with the HSLF diet. Raw milk samples were collected from each cow 4-5 d before intervention and 5 wk into each diet treatment. Within 4 d, additional milk samples were collected for measurement of SCC using Fossmatic 7. The microbial community was determined by sequencing the 16S rRNA gene V4-V5 region and analyzing sequences with QIIME2. After quality filtering, 53 cows remained. Results Raw milk microbial communities differed by diet and time. Taxa associated with fiber consumption, such as Lachnospiraceae, Lactobacillus, Bacteroides, and Methanobrevibacter, were enriched with the LSHF diet. Meanwhile, taxa associated with mastitis, such as Pseudomonas, Stenotrophomonas, and Enterobacteriaceae, were enriched with the HSLF diet. Relatedly, an interaction of diet and time was found to impact SCC. Conclusions In raw milk, consumption of an LSHF diet compared with an HSLF diet was associated with changes in abundance of microbes previously associated with fiber consumption, udder health, and milk spoilage. Further research is needed to determine if an LSHF diet indeed leads to lower rates of mastitis and milk spoilage, which could benefit the dairy industry.
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Affiliation(s)
- Laurynne C Coates
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, Davis, CA, USA
| | - David Storms
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, Davis, CA, USA
| | - John W Finley
- United States Department of Agriculture, Agricultural Research Service, George Washington Carver Center, Beltsville, MD, USA
| | - Naomi K Fukagawa
- United States Department of Agriculture, Agricultural Research Service, Beltsville Human Nutrition Research Center, Beltsville, MD, USA
| | - Danielle G Lemay
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, Davis, CA, USA
| | - Kenneth F Kalscheur
- United States Department of Agriculture, Agricultural Research Service, US Dairy Forage Research Center, Madison, WI, USA
| | - Mary E Kable
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, Davis, CA, USA
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10
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Tata A, Massaro A, Riuzzi G, Lanza I, Bragolusi M, Negro A, Novelli E, Piro R, Gottardo F, Segato S. Ambient mass spectrometry for rapid authentication of milk from Alpine or lowland forage. Sci Rep 2022; 12:7360. [PMID: 35513691 PMCID: PMC9072378 DOI: 10.1038/s41598-022-11178-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 04/15/2022] [Indexed: 01/22/2023] Open
Abstract
Metabolomics approaches, such as direct analysis in real time-high resolution mass spectrometry (DART-HRMS), allow characterising many polar and non-polar compounds useful as authentication biomarkers of dairy chains. By using both a partial least squares discriminant analysis (PLS-DA) and a linear discriminant analysis (LDA), this study aimed to assess the capability of DART-HRMS, coupled with a low-level data fusion, discriminate among milk samples from lowland (silages vs. hay) and Alpine (grazing; APS) systems and identify the most informative biomarkers associated with the main dietary forage. As confirmed also by the LDA performed against the test set, DART-HRMS analysis provided an accurate discrimination of Alpine samples; meanwhile, there was a limited capacity to correctly recognise silage- vs. hay-milks. Supervised multivariate statistics followed by metabolomics hierarchical cluster analysis allowed extrapolating the most significant metabolites. Lowland milk was characterised by a pool of energetic compounds, ketoacid derivates, amines and organic acids. Seven informative DART-HRMS molecular features, mainly monoacylglycerols, could strongly explain the metabolomic variation of Alpine grazing milk and contributed to its classification. The misclassification between the two lowland groups confirmed that the intensive dairy systems would be characterised by a small variation in milk composition.
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Affiliation(s)
- Alessandra Tata
- Experimental Chemistry Laboratory, Istituto Zooprofilattico Sperimentale Delle Venezie, Vicenza, Italy
| | - Andrea Massaro
- Experimental Chemistry Laboratory, Istituto Zooprofilattico Sperimentale Delle Venezie, Vicenza, Italy
| | - Giorgia Riuzzi
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro (PD), Italy
| | - Ilaria Lanza
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro (PD), Italy
| | - Marco Bragolusi
- Experimental Chemistry Laboratory, Istituto Zooprofilattico Sperimentale Delle Venezie, Vicenza, Italy
| | - Alessandro Negro
- Experimental Chemistry Laboratory, Istituto Zooprofilattico Sperimentale Delle Venezie, Vicenza, Italy
| | - Enrico Novelli
- Department of Comparative Biomedicine and Food Science, University of Padova, Legnaro (PD), Italy
| | - Roberto Piro
- Experimental Chemistry Laboratory, Istituto Zooprofilattico Sperimentale Delle Venezie, Vicenza, Italy
| | - Flaviana Gottardo
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro (PD), Italy
| | - Severino Segato
- Department of Animal Medicine, Production and Health, University of Padova, Legnaro (PD), Italy.
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11
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Liang L, Wang P, Zhao X, He L, Qu T, Chen Y. Single-molecule real-time sequencing reveals differences in bacterial diversity in raw milk in different regions and seasons in China. J Dairy Sci 2022; 105:5669-5684. [DOI: 10.3168/jds.2021-21445] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Accepted: 03/21/2022] [Indexed: 12/21/2022]
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12
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Ruegg PL. The bovine milk microbiome - an evolving science. Domest Anim Endocrinol 2022; 79:106708. [PMID: 35038617 DOI: 10.1016/j.domaniend.2021.106708] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 12/13/2021] [Accepted: 12/14/2021] [Indexed: 11/21/2022]
Abstract
Improved access to genome based, culture independent methods has generated great interest in defining the bovine milk microbiome. Several comprehensive reviews of this subject have recently been published and the purpose of this short review is to consolidate current understanding of the relevance and biological significance of this emerging topic. In contrast to mucosal organs that contain rich and well-characterized culturable and nonculturable microbial communities, milk obtained from the healthy bovine mammary gland usually contains few or no viable bacteria. The low bacterial biomass of milk has created methodological challenges that have resulted in considerable variability in results of studies that have used genomic methods to define the microbiota of milk obtained from healthy or diseased mammary glands. While genomes from several bacterial genera are routinely identified from samples of milk, teat skin and the teat canal, the viability, origin, and function of these organisms is uncertain as environmental factors have been shown to strongly influence the composition of these bacterial populations. Possible sources of microbial DNA include bacteria introduced from skin or the environment, bacteria trapped in teat canal keratin or bacteria engulfed by phagocytes. Researchers have not achieved consensus about key concepts such as the presence of a core commensal milk microbiome or dysbiosis as part of a causal pathway disrupting udder health. Understanding of the bovine milk microbiome has been greatly impeded by a lack of standardized methods used to collect, process, and assess bovine milk samples. Sample collection is a critical first step that will determine the validity of results. To minimize contamination with external sources of bacterial DNA, teat sanitation methods used for collection of milk samples that will be subjected to extraction and amplification of bacteria DNA should far exceed aseptic techniques used for collection of milk samples that will be submitted for microbiological culture. A number of laboratory issues have yet to be resolved. Contamination of low biomass samples with bacterial DNA from laboratory reagents is a well-known issue that has affected results of studies using bovine milk samples and results of sequencing of negative controls should always be reported. Replication of experiments has rarely been performed and consistency in results are lacking. While progress has been made, standardization of methods and replication using samples originating from differing farm conditions are critically needed to solidify knowledge of this emerging topic.
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Affiliation(s)
- Pamela L Ruegg
- Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, E. Lansing, MI 48824, USA.
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13
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Zhang Z, Yang L, He Y, Luo X, Zhao S, Jia X. Composition of Fecal Microbiota in Grazing and Feedlot Angus Beef Cattle. Animals (Basel) 2021; 11:ani11113167. [PMID: 34827898 PMCID: PMC8614352 DOI: 10.3390/ani11113167] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 11/03/2021] [Accepted: 11/03/2021] [Indexed: 12/24/2022] Open
Abstract
Simple Summary This study is to investigate the difference of bovine fecal microbiota between grazing and feedlot Angus cattle. The fecal bacterial community was analyzed by high-throughput sequencing of 16S rRNA gene from six Angus cattle grazed on grassland and six Angus cattle fed on a feedlot. A total of 775 OTUs were taxonomically assigned to bacterial 12 phyla, 19 classes, 25 orders, 54 families, 141 genera, and 145 species. The dominant phyla were Firmicutes and Bacteroidetes. There was similar species richness between grazing and feedlot Angus beef, while species diversity was higher in feedlot Angus beef. The relative abundance of Firmicutes, Cyanobacteria, Elusimicrobia and Patescibacteria was significantly different between grazing and feedlot Angus beef (p < 0.05). At the genus level, five microbiotas were significantly different microbiotas between the two groups and all belonged to the Firmicutes phylum. These significant differences in microbiota composition between grazing and feedlot Angus beef may have an impact on the meat quality of Angus beef. Abstract This study is to investigate the difference in bovine fecal microbiota between grazing and feedlot Angus cattle. Fecal samples were collected from six Angus cattle grazed on grassland and six Angus cattle fed on a feedlot. The fecal bacterial community was analyzed by high-throughput sequencing of 16S rRNA gene. Sequencing of the V3–V4 region totally produced 1,113,170 effective tages that were computationally clustered into 775 operational taxonomic units (OTUs). These 775 OTUs were taxonomically assigned to bacterial 12 phyla, 19 classes, 25 orders, 54 families, 141 genera, and 145 species. The dominant phyla were Firmicutes and Bacteroidetes. There was similar species richness between grazing and feedlot Angus beef, while higher species diversity was observed in feedlot Angus beef. The relative abundance of Firmicutes, Cyanobacteria, Elusimicrobia and Patescibacteria was significantly different between grazing and feedlot Angus beef (p < 0.05). At a genus level, five microbiotas were significantly different between the two groups and all belonged to the Firmicutes phylum. These significant differences in microbiota composition between grazing and feedlot Angus beef may have an impact on the meat quality of Angus beef.
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Affiliation(s)
- Zhimin Zhang
- College of Animal Science, Xichang University, Xichang 615000, China;
| | - Li Yang
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China; (L.Y.); (Y.H.); (X.L.); (S.Z.)
| | - Yang He
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China; (L.Y.); (Y.H.); (X.L.); (S.Z.)
| | - Xinmao Luo
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China; (L.Y.); (Y.H.); (X.L.); (S.Z.)
| | - Shaokang Zhao
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China; (L.Y.); (Y.H.); (X.L.); (S.Z.)
| | - Xianbo Jia
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China; (L.Y.); (Y.H.); (X.L.); (S.Z.)
- Correspondence:
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14
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Wu J, Buckley HL, Curry L, Stevenson BA, Schipper LA, Lear G. Livestock exclusion reduces the spillover effects of pastoral agriculture on soil bacterial communities in adjacent forest fragments. Environ Microbiol 2021; 23:2919-2936. [PMID: 33734554 DOI: 10.1111/1462-2920.15473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 03/16/2021] [Indexed: 11/29/2022]
Abstract
Forest-to-pasture conversion is known to cause global losses in plant and animal diversity, yet impacts of livestock management after such conversion on vital microbial communities in adjoining natural ecosystems remain poorly understood. We examined how pastoral land management practices impact soil microorganisms in adjacent native forest fragments, by comparing bacterial communities sampled along 21 transects bisecting pasture-forest boundaries. Our results revealed greater bacterial taxon richness in grazed pasture soils and the reduced dispersal of pasture-associated taxa into adjacent forest soils when land uses were separated by a boundary fence. Relative abundance distributions of forest-associated taxa (i.e., Proteobacteria and Nitrospirae) and a pasture-associated taxon (i.e., Firmicutes) also suggest a greater impact of pastoral land uses on forest fragment soil bacterial communities when no fence is present. Bacterial community richness and composition were most related to changes in soil physicochemical variables commonly associated with agricultural fertilization, including concentrations of Olsen P, total P, total Cd, delta 15 N and the ratio of C:P and N:P. Overall, our findings demonstrate clear, and potentially detrimental effects of agricultural disturbance on bacterial communities in forest soils adjacent to pastoral land. We provide evidence that simple land management decisions, such as livestock exclusion, can mitigate the effects of agriculture on adjacent soil microbial communities.
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Affiliation(s)
- Jieyun Wu
- School of Biological Sciences, University of Auckland, Private Bag 92019, Auckland, 1010, New Zealand.,Plant Health & Environment Laboratory, Ministry for Primary Industries, PO Box 2095, Auckland, 1140, New Zealand
| | - Hannah L Buckley
- School of Science, Auckland University of Technology, Private Bag 92006, Auckland, 1142, New Zealand
| | - Liz Curry
- Tonkin and Taylor, 711 Victoria Street, Hamilton, 3204, New Zealand
| | - Bryan A Stevenson
- Manaaki Whenua-Landcare Research, Private Bag 3127, Hamilton, 3240, New Zealand
| | - Louis A Schipper
- Environmental Research Institute, School of Science, The University of Waikato, Hamilton, 3240, New Zealand
| | - Gavin Lear
- School of Biological Sciences, University of Auckland, Private Bag 92019, Auckland, 1010, New Zealand
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15
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Chen Z, Lu Q, Liang Y, Cui X, Wang X, Mao Y, Yang Z. Circ11103 Interacts with miR-128/ PPARGC1A to Regulate Milk Fat Metabolism in Dairy Cows. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2021; 69:4490-4500. [PMID: 33826315 DOI: 10.1021/acs.jafc.0c07018] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The quality of milk is inseparable from its milk components, and fatty acid content is a key factor affecting the quality of milk. In this study, the miRNA and mRNA profiles of the bovine mammary gland tissue during the dry period and the peak lactation period were determined through high-throughput sequencing. In total, 72 miRNA-mRNA regulatory pathways were screened, including miR-128/PPARGC1A regulatory pathways. miR-128 can directly target PPARGC1A and inhibit its expression. In addition, the study also observed that there was a miR-128 binding site in the sequence of the circular RNA circ11103, and circ11103 significantly reduced the expression of miR-128. circ11103 upregulated the triglyceride levels in bovine mammary epithelial cells (BMECs) and increased the contents of unsaturated fatty acids. However, miR-128 decreased triglyceride and cholesterol levels in BMECs. This study aims to analyze the mechanism governing the regulatory effect of circ11103 on milk fat metabolism, which provides new insights into improving milk quality.
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Affiliation(s)
- Zhi Chen
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
- Joint International Research Laboratory of Agriculture & Agri-Product Safety, Ministry of Education, Yangzhou University, Yangzhou 225009, P. R. China
| | - Qinyue Lu
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
- Joint International Research Laboratory of Agriculture & Agri-Product Safety, Ministry of Education, Yangzhou University, Yangzhou 225009, P. R. China
| | - Yusheng Liang
- Mammalian Nutrition Physiology Genomics, Department of Animal Sciences and Division of Nutritional Sciences, University of Illinois, Urbana, Illinois 61801, United States
| | - Xiangshun Cui
- Laboratory of Animal Developmental Biology, Department of Animal Science, Chungbuk National University, Cheongju 28644, Korea
| | - Xiaolong Wang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
| | - Yongjiang Mao
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
- Joint International Research Laboratory of Agriculture & Agri-Product Safety, Ministry of Education, Yangzhou University, Yangzhou 225009, P. R. China
| | - Zhangping Yang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
- Joint International Research Laboratory of Agriculture & Agri-Product Safety, Ministry of Education, Yangzhou University, Yangzhou 225009, P. R. China
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Sevin S, Karaca B, Haliscelik O, Kibar H, OmerOglou E, Kiran F. Postbiotics secreted by Lactobacillus sakei EIR/CM-1 isolated from cow milk microbiota, display antibacterial and antibiofilm activity against ruminant mastitis-causing pathogens. ITALIAN JOURNAL OF ANIMAL SCIENCE 2021. [DOI: 10.1080/1828051x.2021.1958077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Sedat Sevin
- Department of Pharmacology and Toxicology, Ankara University, Ankara, Turkey
- The Company of Sentezfarma, Ankara University Technopolis, Ankara, Turkey
| | - Basar Karaca
- Microbiology Research Laboratory, Department of Biology, Ankara University, Ankara, Turkey
| | - Ozan Haliscelik
- Pharmabiotic Technologies Research Laboratory, Department of Biology, Ankara University, Ankara, Turkey
| | - Hazal Kibar
- Pharmabiotic Technologies Research Laboratory, Department of Biology, Ankara University, Ankara, Turkey
| | - Emine OmerOglou
- Pharmabiotic Technologies Research Laboratory, Department of Biology, Ankara University, Ankara, Turkey
| | - Fadime Kiran
- Pharmabiotic Technologies Research Laboratory, Department of Biology, Ankara University, Ankara, Turkey
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