1
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Mach N. The forecasting power of the mucin-microbiome interplay in livestock respiratory diseases. Vet Q 2024; 44:1-18. [PMID: 38606662 PMCID: PMC11018052 DOI: 10.1080/01652176.2024.2340003] [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: 05/23/2023] [Accepted: 03/31/2024] [Indexed: 04/13/2024] Open
Abstract
Complex respiratory diseases are a significant challenge for the livestock industry worldwide. These diseases considerably impact animal health and welfare and cause severe economic losses. One of the first lines of pathogen defense combines the respiratory tract mucus, a highly viscous material primarily composed of mucins, and a thriving multi-kingdom microbial ecosystem. The microbiome-mucin interplay protects from unwanted substances and organisms, but its dysfunction may enable pathogenic infections and the onset of respiratory disease. Emerging evidence also shows that noncoding regulatory RNAs might modulate the structure and function of the microbiome-mucin relationship. This opinion paper unearths the current understanding of the triangular relationship between mucins, the microbiome, and noncoding RNAs in the context of respiratory infections in animals of veterinary interest. There is a need to look at these molecular underpinnings that dictate distinct health and disease outcomes to implement effective prevention, surveillance, and timely intervention strategies tailored to the different epidemiological contexts.
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Affiliation(s)
- Núria Mach
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
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2
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Obregon-Gutierrez P, Bonillo-Lopez L, Correa-Fiz F, Sibila M, Segalés J, Kochanowski K, Aragon V. Gut-associated microbes are present and active in the pig nasal cavity. Sci Rep 2024; 14:8470. [PMID: 38605046 PMCID: PMC11009223 DOI: 10.1038/s41598-024-58681-9] [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: 06/21/2023] [Accepted: 04/02/2024] [Indexed: 04/13/2024] Open
Abstract
The nasal microbiota is a key contributor to animal health, and characterizing the nasal microbiota composition is an important step towards elucidating the role of its different members. Efforts to characterize the nasal microbiota composition of domestic pigs and other farm animals frequently report the presence of bacteria that are typically found in the gut, including many anaerobes from the Bacteroidales and Clostridiales orders. However, the in vivo role of these gut-microbiota associated taxa is currently unclear. Here, we tackled this issue by examining the prevalence, origin, and activity of these taxa in the nasal microbiota of piglets. First, analysis of the nasal microbiota of farm piglets sampled in this study, as well as various publicly available data sets, revealed that gut-microbiota associated taxa indeed constitute a substantial fraction of the pig nasal microbiota that is highly variable across individual animals. Second, comparison of herd-matched nasal and rectal samples at amplicon sequencing variant (ASV) level showed that these taxa are largely shared in the nasal and rectal microbiota, suggesting a common origin driven presumably by the transfer of fecal matter. Third, surgical sampling of the inner nasal tract showed that gut-microbiota associated taxa are found throughout the nasal cavity, indicating that these taxa do not stem from contaminations introduced during sampling with conventional nasal swabs. Finally, analysis of cDNA from the 16S rRNA gene in these nasal samples indicated that gut-microbiota associated taxa are indeed active in the pig nasal cavity. This study shows that gut-microbiota associated taxa are not only present, but also active, in the nasal cavity of domestic pigs, and paves the way for future efforts to elucidate the function of these taxa within the nasal microbiota.
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Affiliation(s)
- Pau Obregon-Gutierrez
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain
| | - Laura Bonillo-Lopez
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain
| | - Florencia Correa-Fiz
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain
| | - Marina Sibila
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain
| | - Joaquim Segalés
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain
- Departament de Sanitat i Anatomia Animals, Facultat de Veterinària, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain
| | - Karl Kochanowski
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain.
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain.
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain.
| | - Virginia Aragon
- Centre de Recerca en Sanitat Animal (CReSA), Unitat Mixta d'Investigació IRTA-UAB en Sanitat Animal, Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain.
- IRTA, Programa de Sanitat Animal, Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, 08193, Barcelona, Spain.
- OIE Collaborating Centre for the Research and Control of Emerging and Re-Emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, 08193, Barcelona, Spain.
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3
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Santos ICD, Barbosa LN, Sposito PH, Silva KRD, Caldart ET, Costa LMB, Martins LA, Gonçalves DD. Presence and Resistance Profile of Staphylococcus spp. Isolated from Slaughtered Pigs. Vector Borne Zoonotic Dis 2023; 23:576-582. [PMID: 37695815 DOI: 10.1089/vbz.2022.0074] [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] [Indexed: 09/13/2023] Open
Abstract
Background: The objective of this study was to isolate Staphylococcus spp. and to characterize the resistance profile in nasal samples from pigs slaughtered for consumption. Material and Methods: Intranasal swabs were collected from 100 pigs immediately after bleeding in a slaughterhouse located in the largest pork production region in Brazil, these samples were cultured and isolated to identify Staphylococcus spp. in coagulase positive (CoPS) and coagulase negative (CoNS) and molecular identification of Staphylococcus aureus and then subjected to the disk-diffusion test to identify the bacterial resistance profile and search for the mecA gene. Results: Of the 100 samples collected, it was possible to isolate 79 Staphylococcus spp., of these, 72.15% were classified as CoNS and 27.85% of the isolates classified as CoPS. Among the CoPS isolates, 77.27% were identified as S. aureus. Through the disk-diffusion test, it was possible to verify isolates resistant to clindamycin and erythromycin (98.73%), chloramphenicol (93.67%), and doxycycline (89.87%). There was amplification of the mecA gene in 30.38% of Staphylococcus spp. Conclusion: The results of this study highlight the need for the careful use of antibiotics in swine production, in addition to aiming at continuous surveillance in relation to the rate of multiresistant microorganisms within these environments, focused on large industrial centers; such results also indicate the importance of understanding, through future studies, possible pathways to transmission of these microorganisms directly, or indirectly, through meat products derived from these pigs, which can be considered neglected diffusers of variants of Staphylococcus spp. resistant to antibiotics or carriers of important resistance genes related to One Health.
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Affiliation(s)
| | | | - Paulo Henrique Sposito
- Médico Veterinário do Ministério da Agricultura, Pecuária e Abastecimento, MAPA/DF, Brasilia, Brasil
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4
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Andreson M, Kazantseva J, Malv E, Kuldjärv R, Priidik R, Kütt ML. Evaluation of Microbial Dynamics of Kombucha Consortia upon Continuous Backslopping in Coffee and Orange Juice. Foods 2023; 12:3545. [PMID: 37835198 PMCID: PMC10572523 DOI: 10.3390/foods12193545] [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: 08/23/2023] [Revised: 09/14/2023] [Accepted: 09/18/2023] [Indexed: 10/15/2023] Open
Abstract
The kombucha market is diverse, and competitors constantly test new components and flavours to satisfy customers' expectations. Replacing the original brewing base, adding flavours, or using "backslopping" influence the composition of the symbiotic starter culture of bacteria and yeast (SCOBY). Yet, deep characterisation of microbial and chemical changes in kombucha consortia in coffee and orange juice during backslopping has not been implemented. This study aimed to develop new kombucha beverages in less-conventional matrices and characterise their microbiota. We studied the chemical properties and microbial growth dynamics of lactic-acid-bacteria-tailored (LAB-tailored) kombucha culture by 16S rRNA next-generation sequencing in coffee and orange juice during a backslopping process that spanned five cycles, each lasting two to four days. The backslopping changed the culture composition and accelerated the fermentation. This study gives an overview of the pros and cons of backslopping technology for the production of kombucha-based beverages. Based on research conducted using two different media, this work provides valuable information regarding the aspects to consider when using the backslopping method to produce novel kombucha drinks, as well as identifying the main drawbacks that need to be addressed.
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Affiliation(s)
- Maret Andreson
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
- Department of Chemistry and Biotechnology, School of Science, Tallinn University of Technology, Ehitajate Tee 5, 19086 Tallinn, Estonia
| | - Jekaterina Kazantseva
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
| | - Esther Malv
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
| | - Rain Kuldjärv
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
| | - Reimo Priidik
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
| | - Mary-Liis Kütt
- Center of Food and Fermentation Technologies, Mäealuse 2/4, 12618 Tallinn, Estonia; (M.A.); (E.M.); (R.K.); (R.P.); (M.-L.K.)
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5
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Fernández-Fernández R, Lozano C, Reuben RC, Ruiz-Ripa L, Zarazaga M, Torres C. Comprehensive Approaches for the Search and Characterization of Staphylococcins. Microorganisms 2023; 11:1329. [PMID: 37317303 DOI: 10.3390/microorganisms11051329] [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: 04/04/2023] [Revised: 05/02/2023] [Accepted: 05/09/2023] [Indexed: 06/16/2023] Open
Abstract
Novel and sustainable approaches are required to curb the increasing threat of antimicrobial resistance (AMR). Within the last decades, antimicrobial peptides, especially bacteriocins, have received increased attention and are being explored as suitable alternatives to antibiotics. Bacteriocins are ribosomally synthesized antimicrobial peptides produced by bacteria as a self-preservation method against competitors. Bacteriocins produced by Staphylococcus, also referred to as staphylococcins, have steadily shown great antimicrobial potential and are currently being considered promising candidates to mitigate the AMR menace. Moreover, several bacteriocin-producing Staphylococcus isolates of different species, especially coagulase-negative staphylococci (CoNS), have been described and are being targeted as a good alternative. This revision aims to help researchers in the search and characterization of staphylococcins, so we provide an up-to-date list of bacteriocin produced by Staphylococcus. Moreover, a universal nucleotide and amino acid-based phylogeny system of the well-characterized staphylococcins is proposed that could be of interest in the classification and search for these promising antimicrobials. Finally, we discuss the state of art of the staphylococcin applications and an overview of the emerging concerns.
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Affiliation(s)
- Rosa Fernández-Fernández
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
| | - Carmen Lozano
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
| | - Rine Christopher Reuben
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
| | - Laura Ruiz-Ripa
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
| | - Myriam Zarazaga
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
| | - Carmen Torres
- Area of Biochemistry and Molecular Biology, OneHealth-UR Research Group, University of La Rioja, 26006 Logroño, Spain
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6
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Kütt ML, Orgusaar K, Stulova I, Priidik R, Pismennõi D, Vaikma H, Kallastu A, Zhogoleva A, Morell I, Kriščiunaite T. Starter culture growth dynamics and sensory properties of fermented oat drink. Heliyon 2023; 9:e15627. [PMID: 37180934 PMCID: PMC10173617 DOI: 10.1016/j.heliyon.2023.e15627] [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: 10/19/2022] [Revised: 04/08/2023] [Accepted: 04/17/2023] [Indexed: 05/16/2023] Open
Abstract
In the present study, an oat drink, a plant-based alternative to dairy products, was developed by fermenting the oat base with different vegan starter cultures. The desired pH below 4.2 was achieved in 12 h, regardless of starter culture used. Metagenomic sequencing revealed that S. thermophilus was the dominating species, ranging from 38% to 99% of the total microbial consortia. At lower pH values, population of L. acidophilus, L. plantarum and L. paracasei continued to increase in fermented oat drinks. Lactic acid was produced between 1.6 and 2.8 g/L. The sensory panel showed that all fermented oat drinks had a sour odor and taste. The volatile compounds identified belonged to the ketone, alcohol, aldehyde, acids, and furan classes. The concentration of the most preferred volatile components, such as diacetyl and acetoin, increased during fermentation. However, sensory evaluation showed that all samples were associated with cereals and not dairy in terms of taste and odor. Rheological analysis showed the formation of weak gel-like structures in fermented oat drinks. Overall, fermentation improved flavor and texture of the product. This study provides a broad overview of the oat drink fermentation process from the perspectives of starter culture growth, microbial consortium dynamics, lactic acid bacteria metabolism, and sensory profile formation.
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Affiliation(s)
- Mary-Liis Kütt
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Kaisa Orgusaar
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Irina Stulova
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Reimo Priidik
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Dmitri Pismennõi
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
- Institute of Chemistry and Biotechnology, Tallinn University of Technology, Akadeemia tee 15, 12618 Tallinn, Estonia
| | - Helen Vaikma
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
- Department of Business Administration, School of Business and Governance, Tallinn University of Technology, Ehitajate tee 5, 12616 Tallinn, Estonia
| | - Aili Kallastu
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Aleksandra Zhogoleva
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Indrek Morell
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Tiina Kriščiunaite
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
- Corresponding author.
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7
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Kallastu A, Malv E, Aro V, Meikas A, Vendelin M, Kattel A, Nahku R, Kazantseva J. Absolute quantification of viable bacteria abundances in food by next-generation sequencing: Quantitative NGS of viable microbes. Curr Res Food Sci 2023; 6:100443. [PMID: 36691592 PMCID: PMC9860258 DOI: 10.1016/j.crfs.2023.100443] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 12/15/2022] [Accepted: 01/10/2023] [Indexed: 01/13/2023] Open
Abstract
Next-generation sequencing (NGS) is an important tool for taxonomical bacteria identification. Recent technological developments have led to its improvement and availability. Despite the undeniable advantages of this approach, it has several limitations and shortcomings. The usual outcome of microbiota sequencing is a relative abundance of bacterial taxa. The information about bacteria viability or enumeration is missing. However, this knowledge is crucial for many applications. In the current study, we elaborated the complete workflow for the absolute quantification of living bacteria based on 16S rRNA gene amplicon sequencing. A fluorescent PMAxx reagent penetrating a damaged cell membrane was used to discriminate between the total and viable bacterial population. Bacteria enumeration was estimated by the spike-in technique or qPCR quantification. For method optimization, twenty bacterial species were taken, and the results of the workflow were validated by widely accepted methodologies: flow cytometry, microbiological plating, and viability-qPCR. Despite the minor discrepancy between all methods used, they all showed compatible results. Finally, we tested the workflow with actual food samples and received a good correlation between the methods regarding the estimation of the number of viable bacteria. Overall, the elaborated and integrated NGS approach could be the next step in perceiving a holistic picture of a sample microbiota.
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Affiliation(s)
- Aili Kallastu
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Esther Malv
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Valter Aro
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia,Department of Chemistry and Biotechnology, Tallinn University of Technology, Akadeemia tee 15, Tallinn, 12618, Estonia
| | - Anne Meikas
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Mariann Vendelin
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Anna Kattel
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia,Department of Chemistry and Biotechnology, Tallinn University of Technology, Akadeemia tee 15, Tallinn, 12618, Estonia
| | - Ranno Nahku
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia
| | - Jekaterina Kazantseva
- Center of Food and Fermentation Technologies, Mäealuse 2/4, Tallinn, 12618, Estonia,Corresponding autho.
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8
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Andreson M, Kazantseva J, Kuldjärv R, Malv E, Vaikma H, Kaleda A, Kütt ML, Vilu R. Characterisation of chemical, microbial and sensory profiles of commercial kombuchas. Int J Food Microbiol 2022; 373:109715. [DOI: 10.1016/j.ijfoodmicro.2022.109715] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 04/20/2022] [Accepted: 05/05/2022] [Indexed: 10/18/2022]
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9
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Briscoe L, Balliu B, Sankararaman S, Halperin E, Garud NR. Evaluating supervised and unsupervised background noise correction in human gut microbiome data. PLoS Comput Biol 2022; 18:e1009838. [PMID: 35130266 PMCID: PMC8853548 DOI: 10.1371/journal.pcbi.1009838] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 02/17/2022] [Accepted: 01/15/2022] [Indexed: 12/13/2022] Open
Abstract
The ability to predict human phenotypes and identify biomarkers of disease from metagenomic data is crucial for the development of therapeutics for microbiome-associated diseases. However, metagenomic data is commonly affected by technical variables unrelated to the phenotype of interest, such as sequencing protocol, which can make it difficult to predict phenotype and find biomarkers of disease. Supervised methods to correct for background noise, originally designed for gene expression and RNA-seq data, are commonly applied to microbiome data but may be limited because they cannot account for unmeasured sources of variation. Unsupervised approaches address this issue, but current methods are limited because they are ill-equipped to deal with the unique aspects of microbiome data, which is compositional, highly skewed, and sparse. We perform a comparative analysis of the ability of different denoising transformations in combination with supervised correction methods as well as an unsupervised principal component correction approach that is presently used in other domains but has not been applied to microbiome data to date. We find that the unsupervised principal component correction approach has comparable ability in reducing false discovery of biomarkers as the supervised approaches, with the added benefit of not needing to know the sources of variation apriori. However, in prediction tasks, it appears to only improve prediction when technical variables contribute to the majority of variance in the data. As new and larger metagenomic datasets become increasingly available, background noise correction will become essential for generating reproducible microbiome analyses. The human gut microbiome is known to play a major role in health and is associated with many diseases including colorectal cancer, obesity, and diabetes. The prediction of host phenotypes and identification of biomarkers of disease is essential for harnessing the therapeutic potential of the microbiome. However, many metagenomic datasets are affected by technical variables that introduce unwanted variation that can confound the ability to predict phenotypes and identify biomarkers. Currently, supervised methods originally designed for gene expression and RNA-seq data are commonly applied to microbiome data for correction of background noise, but they are limited in that they cannot correct for unmeasured sources of variation. Unsupervised approaches address this issue, but current methods are limited because they are ill-equipped to deal with the unique aspects of microbiome data, which is compositional, highly skewed, and sparse. We perform a comparative analysis of the ability of different denoising transformations in combination with supervised correction methods as well as an unsupervised principal component correction approach and find that all correction approaches reduce false positives for biomarker discovery. In the task of predicting phenotypes, different approaches have varying success where the unsupervised correction can improve prediction when technical variables contribute to the majority of variance in the data. As new and larger metagenomic datasets become increasingly available, background noise correction will become essential for generating reproducible microbiome analyses.
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Affiliation(s)
- Leah Briscoe
- Bioinformatics Interdepartmental Program, University of California Los Angeles, Los Angeles, California, United States of America
- * E-mail: (LB); (EH); (NRG)
| | - Brunilda Balliu
- Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
| | - Sriram Sankararaman
- Department of Computer Science, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
| | - Eran Halperin
- Department of Computer Science, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Institute of Precision Health, University of California Los Angeles, Los Angeles, California, United States of America
- * E-mail: (LB); (EH); (NRG)
| | - Nandita R. Garud
- Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, California, United States of America
- * E-mail: (LB); (EH); (NRG)
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10
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Gierse LC, Meene A, Schultz D, Schwaiger T, Schröder C, Mücke P, Zühlke D, Hinzke T, Wang H, Methling K, Kreikemeyer B, Bernhardt J, Becher D, Mettenleiter TC, Lalk M, Urich T, Riedel K. Influenza A H1N1 Induced Disturbance of the Respiratory and Fecal Microbiome of German Landrace Pigs - a Multi-Omics Characterization. Microbiol Spectr 2021; 9:e0018221. [PMID: 34612695 PMCID: PMC8510242 DOI: 10.1128/spectrum.00182-21] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 08/20/2021] [Indexed: 12/13/2022] Open
Abstract
Seasonal influenza outbreaks represent a large burden for the health care system as well as the economy. While the role of the microbiome has been elucidated in the context of various diseases, the impact of respiratory viral infections on the human microbiome is largely unknown. In this study, swine was used as an animal model to characterize the temporal dynamics of the respiratory and gastrointestinal microbiome in response to an influenza A virus (IAV) infection. A multi-omics approach was applied on fecal samples to identify alterations in microbiome composition and function during IAV infection. We observed significantly altered microbial richness and diversity in the gastrointestinal microbiome after IAV infection. In particular, increased abundances of Prevotellaceae were detected, while Clostridiaceae and Lachnospiraceae decreased. Moreover, our metaproteomics data indicated that the functional composition of the microbiome was heavily affected by the influenza infection. For instance, we identified decreased amounts of flagellin, correlating with reduced abundances of Lachnospiraceae and Clostridiaceae, possibly indicating involvement of a direct immune response toward flagellated Clostridia during IAV infection. Furthermore, enzymes involved in short-chain fatty acid (SCFA) synthesis were identified in higher abundances, while metabolome analyses revealed rather stable concentrations of SCFAs. In addition, 16S rRNA gene sequencing was used to characterize effects on the composition and natural development of the upper respiratory tract microbiome. Our results showed that IAV infection resulted in significant changes in the abundance of Moraxellaceae and Pasteurellaceae in the upper respiratory tract. Surprisingly, temporal development of the respiratory microbiome structure was not affected. IMPORTANCE Here, we used swine as a biomedical model to elucidate the impact of influenza A H1N1 infection on structure and function of the respiratory and gastrointestinal tract microbiome by employing a multi-omics analytical approach. To our knowledge, this is the first study to investigate the temporal development of the porcine microbiome and to provide insights into the functional capacity of the gastrointestinal microbiome during influenza A virus infection.
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Affiliation(s)
| | - Alexander Meene
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Daniel Schultz
- Institute of Biochemistry, University of Greifswald, Greifswald, Germany
| | - Theresa Schwaiger
- Friedrich-Loeffler-Institut, Greifswald-Insel Riems, Greifswald, Germany
| | - Charlotte Schröder
- Friedrich-Loeffler-Institut, Greifswald-Insel Riems, Greifswald, Germany
| | - Pierre Mücke
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Daniela Zühlke
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Tjorven Hinzke
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
- Institute of Marine Biotechnology e.V., Greifswald, Germany
| | - Haitao Wang
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Karen Methling
- Institute of Biochemistry, University of Greifswald, Greifswald, Germany
| | - Bernd Kreikemeyer
- Institute for Medical Microbiology, Virology and Hygiene, Rostock University Medical Centre, Rostock, Germany
| | - Jörg Bernhardt
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Dörte Becher
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | | | - Michael Lalk
- Institute of Biochemistry, University of Greifswald, Greifswald, Germany
| | - Tim Urich
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
| | - Katharina Riedel
- Institute of Microbiology, University of Greifswald, Greifswald, Germany
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11
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Arruda AG, Deblais L, Hale VL, Madden C, Pairis-Garcia M, Srivastava V, Kathayat D, Kumar A, Rajashekara G. A cross-sectional study of the nasal and fecal microbiota of sows from different health status within six commercial swine farms. PeerJ 2021; 9:e12120. [PMID: 34616608 PMCID: PMC8451438 DOI: 10.7717/peerj.12120] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 08/16/2021] [Indexed: 01/04/2023] Open
Abstract
Background Cull sows are a unique population on swine farms, often representing poor producing or compromised animals, and even though recent studies have reported that the microbiome is associated with susceptibility to diseases, the microbiome of the cull sow population has not been explored. The main objective of this study was to investigate whether there were differences in fecal and upper respiratory tract microbiota composition for groups of sows of different health status (healthy, cull, and compromised/ clinical sows) and from different farms (1 to 6). Methods Six swine farms were visited once. Thirty individual fecal samples and nasal swabs were obtained at each farm and pooled by five across health status and farm. Samples underwent 16S rRNA gene amplicon sequencing and nasal and fecal microbiota were analyzed using QIIME2 v.2021.4. Results Overall, the diversity of the nasal microbiota was lower than the fecal microbiota (p < 0.01). No significant differences were found in fecal or nasal alpha diversity by sow's health status or by farm. There were significant differences in nasal microbial composition by farm and health status (PERMANOVA, p < 0.05), and in fecal microbiota by farm (PERMANOVA, p < 0.05), but not by health status. Lastly, at the L7 level, there was one differentially abundant taxa across farms for each nasal and fecal pooled samples. Discussion This study provided baseline information for nasal and fecal microbiota of sows under field conditions, and results suggest that farm of origin can affect microbial diversity and composition. Furthermore, sow's health status may have an impact on the nasal microbiota composition.
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Affiliation(s)
- Andreia G Arruda
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Loic Deblais
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Vanessa L Hale
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Christopher Madden
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Monique Pairis-Garcia
- Department of Population Health and Pathobiology, North Carolina State University, Raleigh, NC, United States of America
| | - Vishal Srivastava
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Dipak Kathayat
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
| | - Anand Kumar
- Biosecurity and Public Health Group, Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States of America
| | - Gireesh Rajashekara
- Department of Veterinary Preventive Medicine, The Ohio State University, Columbus, OH, United States of America
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12
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Chrun T, Leng J, La Ragione RM, Graham SP, Tchilian E. Changes in the Nasal Microbiota of Pigs Following Single or Co-Infection with Porcine Reproductive and Respiratory Syndrome and Swine Influenza A Viruses. Pathogens 2021; 10:1225. [PMID: 34684174 PMCID: PMC8540314 DOI: 10.3390/pathogens10101225] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 09/16/2021] [Accepted: 09/16/2021] [Indexed: 01/04/2023] Open
Abstract
Host-microbiota interactions are important in shaping immune responses that have the potential to influence the outcome of pathogen infection. However, most studies have focused on the gut microbiota and its possible association with disease outcome, while the role of the nasal microbiota and respiratory pathogen infection has been less well studied. Here we examined changes in the composition of the nasal microbiota of pigs following experimental infection with porcine reproductive and respiratory syndrome virus 2 (PRRSV-2), swine influenza A H3N2 virus (H3N2) or both viruses. DNA extracted from nasal swabs were subjected to 16S rRNA sequencing to study the composition of the nasal microbiota. Bacterial richness fluctuated in all groups, with a slight reduction in pigs singly infected with PRRSV-2 and H3N2 during the first 5 days of infection compared to uninfected controls. In contrast, nasal bacterial richness remained relatively stable after PRRSV-2/H3N2 co-infection. PRRSV-2 and H3N2, alone or in combination differentially altered the abundance and distribution of bacterial families. Single and co-infection with PRRSV-2 or H3N2 was associated with the expansion of the Neisseriaceae family. A positive correlation between H3N2 viral load and the relative abundance of the Neisseriaceae was observed. However, further mechanistic studies are required to understand the significance of the changes in specific bacterial families following these viral infections.
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Affiliation(s)
- Tiphany Chrun
- The Pirbright Institute, Woking GU24 0NF, UK; (S.P.G.); (E.T.)
| | - Joy Leng
- School of Veterinary Medicine, University of Surrey, Guildford GU2 7AL, UK;
| | | | - Simon P. Graham
- The Pirbright Institute, Woking GU24 0NF, UK; (S.P.G.); (E.T.)
| | - Elma Tchilian
- The Pirbright Institute, Woking GU24 0NF, UK; (S.P.G.); (E.T.)
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13
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Differential Analysis of Longitudinal Methicillin-Resistant Staphylococcus aureus Colonization in Relation to Microbial Shifts in the Nasal Microbiome of Neonatal Piglets. mSystems 2021; 6:e0015221. [PMID: 34282937 PMCID: PMC8407314 DOI: 10.1128/msystems.00152-21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
Methicillin-resistant Staphylococcus aureus (MRSA) is an important human pathogen and often colonizes pigs. To lower the risk of MRSA transmission to humans, a reduction of MRSA prevalence and/or load in pig farms is needed. The nasal microbiome contains commensal species that may protect against MRSA colonization and may be used to develop competitive exclusion strategies. To obtain a comprehensive understanding of the species that compete with MRSA in the developing porcine nasal microbiome, and the moment of MRSA colonization, we analyzed nasal swabs from piglets in two litters. The swabs were taken longitudinally, starting directly after birth until 6 weeks. Both 16S rRNA and tuf gene sequencing data with different phylogenetic resolutions and complementary culture-based and quantitative real-time PCR (qPCR)-based MRSA quantification data were collected. We employed a compositionally aware bioinformatics approach (CoDaSeq + rmcorr) for analysis of longitudinal measurements of the nasal microbiota. The richness and diversity in the developing nasal microbiota increased over time, albeit with a reduction of Firmicutes and Actinobacteria, and an increase of Proteobacteria. Coabundant groups (CAGs) of species showing strong positive and negative correlation with colonization of MRSA and S. aureus were identified. Combining 16S rRNA and tuf gene sequencing provided greater Staphylococcus species resolution, which is necessary to inform strategies with potential protective effects against MRSA colonization in pigs. IMPORTANCE The large reservoir of methicillin-resistant Staphylococcus aureus (MRSA) in pig farms imposes a significant zoonotic risk. An effective strategy to reduce MRSA colonization in pig farms is competitive exclusion whereby MRSA colonization can be reduced by the action of competing bacterial species. We complemented 16S rRNA gene sequencing with Staphylococcus-specific tuf gene sequencing to identify species anticorrelating with MRSA colonization. This approach allowed us to elucidate microbiome dynamics and identify species that are negatively and positively associated with MRSA, potentially suggesting a route for its competitive exclusion.
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14
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Kazantseva J, Malv E, Kaleda A, Kallastu A, Meikas A. Optimisation of sample storage and DNA extraction for human gut microbiota studies. BMC Microbiol 2021; 21:158. [PMID: 34051731 PMCID: PMC8164492 DOI: 10.1186/s12866-021-02233-y] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Accepted: 05/17/2021] [Indexed: 02/06/2023] Open
Abstract
Background New developments in next-generation sequencing technologies and massive data received from this approach open wide prospects for personalised medicine and nutrition studies. Metagenomic analysis of the gut microbiota is paramount for the characterization of human health and wellbeing. Despite the intensive research, there is a huge gap and inconsistency between different studies due to the non-standardised and biased pipeline. Methodical and systemic understanding of every stage in the process is necessary to overcome all bottlenecks and grey zones of gut microbiota studies, where all details and interactions between processes are important. Results Here we show that an inexpensive, but reliable iSeq 100 platform is an excellent tool to perform the analysis of the human gut microbiota by amplicon sequencing of the 16 S rRNA gene. Two commercial DNA extraction kits and different starting materials performed similarly regarding the taxonomic distribution of identified bacteria. DNA/RNA Shield reagent proved to be a reliable solution for stool samples collection, preservation, and storage, as the storage of faecal material in DNA/RNA Shield for three weeks at different temperatures and thawing cycles had a low impact on the bacterial distribution. Conclusions Altogether, a thoroughly elaborated pipeline with close attention to details ensures high reproducibility with significant biological but not technical variations. Supplementary Information The online version contains supplementary material available at 10.1186/s12866-021-02233-y.
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Affiliation(s)
- Jekaterina Kazantseva
- Center of Food and Fermentation Technologies, Akadeemia tee 15a, 12618, Tallinn, Estonia.
| | - Esther Malv
- Center of Food and Fermentation Technologies, Akadeemia tee 15a, 12618, Tallinn, Estonia
| | - Aleksei Kaleda
- Center of Food and Fermentation Technologies, Akadeemia tee 15a, 12618, Tallinn, Estonia
| | - Aili Kallastu
- Center of Food and Fermentation Technologies, Akadeemia tee 15a, 12618, Tallinn, Estonia
| | - Anne Meikas
- Center of Food and Fermentation Technologies, Akadeemia tee 15a, 12618, Tallinn, Estonia
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15
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Mach N, Baranowski E, Nouvel LX, Citti C. The Airway Pathobiome in Complex Respiratory Diseases: A Perspective in Domestic Animals. Front Cell Infect Microbiol 2021; 11:583600. [PMID: 34055660 PMCID: PMC8160460 DOI: 10.3389/fcimb.2021.583600] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 04/30/2021] [Indexed: 12/19/2022] Open
Abstract
Respiratory infections in domestic animals are a major issue for veterinary and livestock industry. Pathogens in the respiratory tract share their habitat with a myriad of commensal microorganisms. Increasing evidence points towards a respiratory pathobiome concept, integrating the dysbiotic bacterial communities, the host and the environment in a new understanding of respiratory disease etiology. During the infection, the airway microbiota likely regulates and is regulated by pathogens through diverse mechanisms, thereby acting either as a gatekeeper that provides resistance to pathogen colonization or enhancing their prevalence and bacterial co-infectivity, which often results in disease exacerbation. Insight into the complex interplay taking place in the respiratory tract between the pathogens, microbiota, the host and its environment during infection in domestic animals is a research field in its infancy in which most studies are focused on infections from enteric pathogens and gut microbiota. However, its understanding may improve pathogen control and reduce the severity of microbial-related diseases, including those with zoonotic potential.
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Affiliation(s)
- Núria Mach
- Université Paris-Saclay, Institut National de Recherche Pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), AgroParisTech, Génétique Animale et Biologie Intégrative, Jouy-en-Josas, France
| | - Eric Baranowski
- Interactions Hôtes-Agents Pathogènes (IHAP), Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Laurent Xavier Nouvel
- Interactions Hôtes-Agents Pathogènes (IHAP), Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Christine Citti
- Interactions Hôtes-Agents Pathogènes (IHAP), Université de Toulouse, INRAE, ENVT, Toulouse, France
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16
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Dalton KR, Ruble K, Redding LE, Morris DO, Mueller NT, Thorpe RJ, Agnew J, Carroll KC, Planet PJ, Rubenstein RC, Chen AR, Grice EA, Davis MF. Microbial Sharing between Pediatric Patients and Therapy Dogs during Hospital Animal-Assisted Intervention Programs. Microorganisms 2021; 9:1054. [PMID: 34068292 PMCID: PMC8153335 DOI: 10.3390/microorganisms9051054] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 05/06/2021] [Accepted: 05/11/2021] [Indexed: 12/12/2022] Open
Abstract
Microbial sharing between humans and animals has been demonstrated in a variety of settings. However, the extent of microbial sharing that occurs within the healthcare setting during animal-assisted intervention programs is unknown. Understanding microbial transmission between patients and therapy dogs can provide important insights into potential health benefits for patients, in addition to addressing concerns regarding potential pathogen transmission that limits program utilization. This study evaluated for potential microbial sharing between pediatric patients and therapy dogs and tested whether patient-dog contact level and a dog decolonization protocol modified this sharing. Patients, therapy dogs, and the hospital environment were sampled before and after every group therapy session and samples underwent 16S rRNA sequencing to characterize microbial communities. Both patients and dogs experienced changes in the relative abundance and overall diversity of their nasal microbiome, suggesting that the exchange of microorganisms had occurred. Increased contact was associated with greater sharing between patients and therapy dogs, as well as between patients. A topical chlorhexidine-based dog decolonization was associated with decreased microbial sharing between therapy dogs and patients but did not significantly affect sharing between patients. These data suggest that the therapy dog is both a potential source of and a vehicle for the transfer of microorganisms to patients but not necessarily the only source. The relative contribution of other potential sources (e.g., other patients, the hospital environment) should be further explored to determine their relative importance.
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Affiliation(s)
- Kathryn R. Dalton
- Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA; (J.A.); (M.F.D.)
| | - Kathy Ruble
- Departments of Oncology and Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; (K.R.); (A.R.C.)
| | - Laurel E. Redding
- Department of Clinical Studies, University of Pennsylvania School of Veterinary Medicine, Kennett Square, PA 19348, USA;
| | - Daniel O. Morris
- Department of Clinical Sciences & Advanced Medicine, University of Pennsylvania School of Veterinary Medicine, Philadelphia, PA 19104, USA;
| | - Noel T. Mueller
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA;
| | - Roland J. Thorpe
- Department of Health, Behavior and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA;
| | - Jacqueline Agnew
- Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA; (J.A.); (M.F.D.)
| | - Karen C. Carroll
- Department of Pathology, Division of Medical Microbiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA;
| | - Paul J. Planet
- Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA;
| | - Ronald C. Rubenstein
- Department of Pediatrics, Division of Allergy and Pulmonary Medicine, Washington University in St. Louis School of Medicine, St. Louis, MO 63110, USA;
| | - Allen R. Chen
- Departments of Oncology and Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; (K.R.); (A.R.C.)
| | - Elizabeth A. Grice
- Department of Dermatology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA;
| | - Meghan F. Davis
- Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA; (J.A.); (M.F.D.)
- Johns Hopkins Medicine, Department of Molecular and Comparative Pathobiology, Baltimore, MD 21205, USA
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17
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Pirolo M, Espinosa-Gongora C, Bogaert D, Guardabassi L. The porcine respiratory microbiome: recent insights and future challenges. Anim Microbiome 2021; 3:9. [PMID: 33499988 PMCID: PMC7934557 DOI: 10.1186/s42523-020-00070-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 12/16/2020] [Indexed: 01/07/2023] Open
Abstract
Understanding the structure of the respiratory microbiome and its complex interactions with opportunistic pathogenic bacteria has become a topic of great scientific and economic interest in livestock production, given the severe consequences of respiratory disease on animal health and welfare. The present review focuses on the microbial structures of the porcine upper and lower airways, and the factors that influence microbiome development and onset of respiratory disease. Following a literature search on PubMed and Scopus, 21 articles were selected based on defined exclusion criteria (20 studies performed by 16S rRNA gene sequencing and one by shotgun metagenomics). Analysis of the selected literature indicated that the microbial structure of the upper respiratory tract undergoes a remarkable evolution after birth and tends to stabilise around weaning. Antimicrobial treatment, gaseous ammonia concentration, diet and floor type are amongst the recognized environmental factors influencing microbiome structure. The predominant phyla of the upper respiratory tract are Proteobacteria and Firmicutes with significant differences at the genus level between the nasal and the oropharyngeal cavity. Only five studies investigated the lower respiratory tract and their results diverged in relation to the relative abundance of these two phyla and even more in the composition of the lung microbiome at the genus level, likely because of methodological differences. Reduced diversity and imbalanced microbial composition are associated with an increased risk of respiratory disease. However, most studies presented methodological pitfalls concerning specimen collection, sequencing target and depth, and lack of quality control. Standardization of sampling and sequencing procedures would contribute to a better understanding of the structure of the microbiota inhabiting the lower respiratory tract and its relationship with pig health and disease.
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Affiliation(s)
- Mattia Pirolo
- Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark.,Department of Science, Roma Tre University, Rome, Italy
| | - Carmen Espinosa-Gongora
- Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark
| | - Debby Bogaert
- Center for Inflammation Research, University of Edinburgh, Edinburgh, UK
| | - Luca Guardabassi
- Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark. .,Department of Pathobiology & Population Sciences, Royal Veterinary College, United Kingdom, Hawkhead Lane, North Mymms, Hatfield, Herts, AL9 7TA, UK.
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18
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Islam MZ, Johannesen TB, Lilje B, Urth TR, Larsen AR, Angen Ø, Larsen J. Investigation of the human nasal microbiome in persons with long- and short-term exposure to methicillin-resistant Staphylococcus aureus and other bacteria from the pig farm environment. PLoS One 2020; 15:e0232456. [PMID: 32353071 PMCID: PMC7192431 DOI: 10.1371/journal.pone.0232456] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 04/15/2020] [Indexed: 12/15/2022] Open
Abstract
Since its emergence in the early 2000s, livestock-associated methicillin-resistant Staphylococcus aureus clonal complex 398 (LA-MRSA CC398) has led to an increasing number of human infections in Denmark and other European countries with industrial pig production. LA-MRSA CC398 is primarily associated with skin infections among pig farm workers but is also increasingly recognized as a cause of life-threatening disease among elderly and immunocompromised people. Pig farm workers may serve as vehicles for the spread of LA-MRSA CC398 and other farm-origin bacteria between farms and into the general population. Yet, little is known about the bacterial community dynamics in pig farm workers and other persons with long- and short-term exposure to the pig farm environment. To gain insight into this, we investigated the nasal microbiomes in pig farm workers during a workweek on four LA-MRSA CC398-positive pig farms, as well as in short-term visitors two hours before, immediately after, and 48 hours after a 1-hour visit to another LA-MRSA CC398-positive pig farm. S. aureus and LA-MRSA CC398 carriage was quantified by means of culture, and the composition of the bacterial communities was investigated through sequencing of the 16S rRNA gene. Pig farm workers often carried LA-MRSA CC398 and other bacteria from the pig farm environment, both at work and at home, although at lower levels at home. In contrast, short-term visitors were subject to a less dramatic and rapidly reversible change in the nasal bacterial community composition. These results suggest that pig farm workers may be an important source of LA-MRSA CC398 and perhaps other pathogens of human and veterinary relevance.
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Affiliation(s)
- Md Zohorul Islam
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
- Department of Veterinary and Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Frederiksberg, Denmark
| | - Thor Bech Johannesen
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Berit Lilje
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Tinna Ravnholt Urth
- Department of Infectious Disease Epidemiology and Prevention, Statens Serum Institut, Copenhagen, Denmark
| | - Anders Rhod Larsen
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Øystein Angen
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Jesper Larsen
- Department of Bacteria, Parasites, and Fungi, Statens Serum Institut, Copenhagen, Denmark
- * E-mail:
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19
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Mahmmod YS, Correa-Fiz F, Aragon V. Variations in association of nasal microbiota with virulent and non-virulent strains of Glaesserella (Haemophilus) parasuis in weaning piglets. Vet Res 2020; 51:7. [PMID: 32014043 PMCID: PMC6996185 DOI: 10.1186/s13567-020-0738-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 01/07/2020] [Indexed: 12/22/2022] Open
Abstract
Glaesserella (formerly Haemophilus) parasuis causes Glässer’s disease, which results in high economic loss in the swine industry. To understand the polymicrobial interactions of G. parasuis and the nasal microbiota, the statistical association patterns of nasal colonizing bacteria with virulent and non-virulent strains of G. parasuis were studied accounting for the farm management practices as potential risk factors for the occurrence of Glässer’s disease. The nasal microbiota from 51 weaned-piglets from four farms with Glässer’s disease and three farms with no respiratory diseases was previously characterized and included in this study. The presence of virulent and/or non-virulent G. parasuis strains in the nasal cavities was determined in order to establish the potential association with other members of the nasal microbiota. Multivariate logistic and linear regression models were performed among the various members of nasal microbiota and G. parasuis. The multi-site production system and disease presence in the farm were both significantly associated with the presence of G. parasuis virulent strains in the nose of the piglets. Differential bacterial associations were observed with virulent or non-virulent G. parasuis. Chitinophagaceae, Corynebacteriaceae and Corynebacterium were positively associated with the virulent G. parasuis strains, while Enterobacteriaceae, Peptostreptococcaceae, Clostridium XI, and Escherichia/Shigella were negatively associated with virulent G. parasuis. On the other hand, Flavobacteriaceae, Planobacterium, and Phascolarctobacterium were positively associated with the non-virulent G. parasuis strains, while Rikenellaceae, Enterococcaceae, Odoribacter, and Corynebacterium were negatively associated with non-virulent G. parasuis. In conclusion, the nasal microbiota communities showed variations in the association with the G. parasuis strains type.
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Affiliation(s)
- Yasser S Mahmmod
- IRTA, Centre de Recerca en Sanitat Animal (CReSA, IRTA-UAB), Campus de la Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain. .,Universitat Autònoma de Barcelona, Cerdanyola del Vallès, 08193, Bellaterra, Barcelona, Spain. .,Infectious Diseases, Department of Animal Medicine, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Sharkia, 44511, Egypt.
| | - Florencia Correa-Fiz
- IRTA, Centre de Recerca en Sanitat Animal (CReSA, IRTA-UAB), Campus de la Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain.,OIE Collaborating Centre for the Research and Control of Emerging and Re-emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, Barcelona, Spain
| | - Virginia Aragon
- IRTA, Centre de Recerca en Sanitat Animal (CReSA, IRTA-UAB), Campus de la Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain.,OIE Collaborating Centre for the Research and Control of Emerging and Re-emerging Swine Diseases in Europe (IRTA-CReSA), Bellaterra, Barcelona, Spain
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20
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Aluthge ND, Van Sambeek DM, Carney-Hinkle EE, Li YS, Fernando SC, Burkey TE. BOARD INVITED REVIEW: The pig microbiota and the potential for harnessing the power of the microbiome to improve growth and health1. J Anim Sci 2019; 97:3741-3757. [PMID: 31250899 DOI: 10.1093/jas/skz208] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 06/24/2019] [Indexed: 12/14/2022] Open
Abstract
A variety of microorganisms inhabit the gastrointestinal tract of animals including bacteria, archaea, fungi, protozoa, and viruses. Pioneers in gut microbiology have stressed the critical importance of diet:microbe interactions and how these interactions may contribute to health status. As scientists have overcome the limitations of culture-based microbiology, the importance of these interactions has become more clear even to the extent that the gut microbiota has emerged as an important immunologic and metabolic organ. Recent advances in metagenomics and metabolomics have helped scientists to demonstrate that interactions among the diet, the gut microbiota, and the host to have profound effects on animal health and disease. However, although scientists have now accumulated a great deal of data with respect to what organisms comprise the gastrointestinal landscape, there is a need to look more closely at causative effects of the microbiome. The objective of this review is intended to provide: 1) a review of what is currently known with respect to the dynamics of microbial colonization of the porcine gastrointestinal tract; 2) a review of the impact of nutrient:microbe effects on growth and health; 3) examples of the therapeutic potential of prebiotics, probiotics, and synbiotics; and 4) a discussion about what the future holds with respect to microbiome research opportunities and challenges. Taken together, by considering what is currently known in the four aforementioned areas, our overarching goal is to set the stage for narrowing the path towards discovering how the porcine gut microbiota (individually and collectively) may affect specific host phenotypes.
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Affiliation(s)
- Nirosh D Aluthge
- Department of Animal Science, University of Nebraska, Lincoln, NE
| | | | | | - Yanshuo S Li
- Department of Animal Science, University of Nebraska, Lincoln, NE
| | | | - Thomas E Burkey
- Department of Animal Science, University of Nebraska, Lincoln, NE
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21
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Mou KT, Allen HK, Alt DP, Trachsel J, Hau SJ, Coetzee JF, Holman DB, Kellner S, Loving CL, Brockmeier SL. Shifts in the nasal microbiota of swine in response to different dosing regimens of oxytetracycline administration. Vet Microbiol 2019; 237:108386. [PMID: 31526488 DOI: 10.1016/j.vetmic.2019.108386] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 07/26/2019] [Accepted: 08/07/2019] [Indexed: 01/10/2023]
Abstract
The impacts of antibiotic treatment and dosing regimen of an antibiotic on the swine respiratory microbiota are poorly defined. To begin to address this, this study characterized the impact of oxytetracycline administration, given either parenterally or in feed, on the diversity of the nasal and tonsil microbiotas of post-weaned pigs over a two-week period. One group received a single intramuscular injection (IM) of oxytetracycline, the second was treated with oxytetracycline mixed in feed (IF), and the control group received non-medicated (NON) feed. Nasal samples were collected on days 0 (before start of treatment), 4, 7, 11, and 14. Tonsil tissue samples were collected from a subset of pigs selected for necropsy on days 4, 7, and 14. The results showed that the tonsil microbiota was stable regardless of antibiotic treatment. In contrast, the nasal bacterial diversity decreased for both oxytetracycline-treated groups compared to NON. The IF group also exhibited decreased diversity on more days than the IM group. The nasal bacterial community structures of the antibiotic treatment groups were significantly different from the NON group that persisted from day 4 until day 7 for the IM group, and up until day 11 for the IF group. This included relative increased abundances of Actinobacillus and Streptococcus, and relative decreased abundances of multiple commensal genera. The microbiota of the IF group was also more disturbed than the microbiota of the IM group, relative to NON. This study revealed that short-term exposure to broad-spectrum antibiotics like oxytetracycline can disturb the upper respiratory microbiota, and the dosing regimen has differential effects on the microbiota.
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Affiliation(s)
- Kathy T Mou
- Oak Ridge Institute for Science and Education, P.O. Box 117, Oak Ridge, TN, 37831, USA; USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Heather K Allen
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - David P Alt
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Julian Trachsel
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Samantha J Hau
- Oak Ridge Institute for Science and Education, P.O. Box 117, Oak Ridge, TN, 37831, USA; USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Johann F Coetzee
- Department of Anatomy and Physiology, College of Veterinary Medicine, Kansas State University, 228 Coles Hall, Manhattan, KS, 66506, USA
| | - Devin B Holman
- Lacombe Research and Development Centre, Agriculture and Agri-Food Canada, 6000 C and E Trail, Lacombe, Alberta T4L 1W1, Canada
| | - Steven Kellner
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Crystal L Loving
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA
| | - Susan L Brockmeier
- USDA, ARS, National Animal Disease Center, 1920 Dayton Ave., Ames, IA, 50010, USA.
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22
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Correa-Fiz F, Gonçalves Dos Santos JM, Illas F, Aragon V. Antimicrobial removal on piglets promotes health and higher bacterial diversity in the nasal microbiota. Sci Rep 2019; 9:6545. [PMID: 31024076 PMCID: PMC6484018 DOI: 10.1038/s41598-019-43022-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Accepted: 04/12/2019] [Indexed: 01/28/2023] Open
Abstract
The view on antimicrobials has dramatically changed due to the increased knowledge on the importance of microbiota composition in different body parts. Antimicrobials can no longer be considered only beneficial, but also potentially deleterious for favourable bacterial populations. Still, the use of metaphylactic antimicrobial treatment at early stages of life is a practice in use in porcine production. Many reports have shown that antibiotics can critically affect the gut microbiota, however the effect of perinatal antimicrobial treatment on the nasal microbiota has not been explored yet. To gain insights on the potential changes in nasal microbial composition due to antimicrobial treatments, piglets from two different farms were sampled at weaning. The nasal microbiota was analysed when antimicrobial treatment was used early in life, and later, when no antimicrobial treatment was used during the lactation period. Removal of perinatal antimicrobials resulted in an increased bacterial diversity in nasal microbiota at weaning. Concurrently, elimination of antimicrobials produced an increase in the relative abundance of Prevotella and Lactobacillus, and a decrease in Moraxella and Bergeyella. These changes in microbiota composition were accompanied by an improvement of the piglets' health and a higher productivity in the nursery phase.
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Affiliation(s)
- Florencia Correa-Fiz
- IRTA, Centre de Recerca en Sanitat Animal (CReSA, IRTA-UAB), Campus de la Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain.
| | | | - Francesc Illas
- Selección Batallé, Avinguda dels segadors, 17421, Riudarenes, Spain
| | - Virginia Aragon
- IRTA, Centre de Recerca en Sanitat Animal (CReSA, IRTA-UAB), Campus de la Universitat Autònoma de Barcelona, 08193, Bellaterra, Spain
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23
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Strube ML, Hansen JE, Rasmussen S, Pedersen K. A detailed investigation of the porcine skin and nose microbiome using universal and Staphylococcus specific primers. Sci Rep 2018; 8:12751. [PMID: 30143677 PMCID: PMC6109091 DOI: 10.1038/s41598-018-30689-y] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Accepted: 08/02/2018] [Indexed: 01/10/2023] Open
Abstract
MRSA is an increasing problem in humans as well as livestock. The bacterial co-colonization of the skin in MRSA carriers has been poorly investigated and moreover, there have been no methods for high resolution investigations of the Staphylococcus genus apart from tediously culturing or doing multiple PCRs. On 120 samples from pig ear, skin and nose, we generated amplicons from the V1-V2 region of the 16S rRNA gene to gather an overview of the genus-level microbiome, along with using MRSA specific plates to count MRSA. In parallel with this, amplicons of the tuf gene were generated, targeting only a region of the tuf gene found only in the Staphylococcus genus. Using these methods, we determined a core microbiota across the healthy pig and determined the Staphylococcus genus to be dominated by S. equorum. Moreover, we found Streptococcus to be inversely associated with Staphylococcus and MRSA, suggesting a role for this genus in combating MRSA. In this work, we have thoroughly investigated the skin and nose microbiome of the pig and developed a high throughput method for profiling the Staphylococcus genus which we believe will be useful for further investigations.
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Affiliation(s)
- Mikael Lenz Strube
- National Veterinary Institute, Technical University of Denmark, Kemitorvet, building 202, DK-2800, Kgs Lyngby, Denmark.
| | - Julie Elvekjær Hansen
- National Veterinary Institute, Technical University of Denmark, Kemitorvet, building 202, DK-2800, Kgs Lyngby, Denmark
| | - Sophia Rasmussen
- National Veterinary Institute, Technical University of Denmark, Kemitorvet, building 202, DK-2800, Kgs Lyngby, Denmark
| | - Karl Pedersen
- National Veterinary Institute, Technical University of Denmark, Kemitorvet, building 202, DK-2800, Kgs Lyngby, Denmark
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Islam MZ, Larsen J, Skov R, Angen Ø. Carry-over of host nutrients during sampling enhances undesired growth of Staphylococcus aureus in liquid Amies transport medium. Diagn Microbiol Infect Dis 2018; 93:5-8. [PMID: 30098850 DOI: 10.1016/j.diagmicrobio.2018.07.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Revised: 05/25/2018] [Accepted: 07/13/2018] [Indexed: 01/03/2023]
Abstract
Optimal transportation of bacteria is important for accurate clinical interpretation, quantitative assays, and microbiome studies. A transport medium should ideally keep the bacteria alive without supporting growth or altering the relative proportions of the constituent species. We investigated the effect of nasal mucus and mucin on the growth and survival of two Staphylococcus aureus strains in liquid Amies transport medium at room temperature and 4 °C for 14 days. The study showed that the presence of nasal mucus in microbiological samples stimulated undesired S. aureus growth at room temperature in a dose-dependent manner. These findings underscore that microbiological samples from humans and animals should be stored at 4 °C until analysis to avoid undesired S. aureus growth.
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Affiliation(s)
- Md Zohorul Islam
- Bacteria, Parasites and Fungi, Statens Serum Institut, Copenhagen, Denmark; Department of Veterinary and Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark.
| | - Jesper Larsen
- Bacteria, Parasites and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Robert Skov
- Bacteria, Parasites and Fungi, Statens Serum Institut, Copenhagen, Denmark
| | - Øystein Angen
- Bacteria, Parasites and Fungi, Statens Serum Institut, Copenhagen, Denmark
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25
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Microbial shifts in the swine nasal microbiota in response to parenteral antimicrobial administration. Microb Pathog 2018; 121:210-217. [PMID: 29803848 DOI: 10.1016/j.micpath.2018.05.028] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2018] [Revised: 04/28/2018] [Accepted: 05/18/2018] [Indexed: 01/07/2023]
Abstract
The continuous administration of antimicrobials in swine production has been widely criticized with the increase of antimicrobial-resistant bacteria and dysbiosis of the beneficial microbial communities. While an increasing number of studies investigate the effects of antimicrobial administration on swine gastrointestinal microbiota biodiversity, the impact of their use on the composition and diversity of nasal microbial communities has not been widely explored. The objective of this study was to characterize the short-term impact of different parenteral antibiotics administration on the composition and diversity of nasal microbial communities in growing pigs. Five antimicrobial treatment groups, each consisting of four, eight-week old piglets, were administered one of the antimicrobials; Ceftiofur Crystalline free acid (CCFA), Ceftiofur hydrochloride (CHC), Tulathromycin (TUL), Oxytetracycline (OTC), and Procaine Penicillin G (PPG) at label dose and route. Individual deep nasal swabs were collected immediately before antimicrobial administration (control = day 0), and again on days 1, 3, 7, and 14 after dosing. The nasal microbiota across all the samples were dominated by Firmicutes, proteobacteria and Bacteroidetes. While, the predominant bacterial genera were Moraxella, Clostridium and Streptococcus. Linear discriminant analysis, showed a pronounced, antimicrobial-dependent microbial shift in the composition of nasal microbiota and over time from day 0. By day 14, the nasal microbial compositions of the groups receiving CCFA and OTC had returned to a distribution that closely resembled that observed on day 0. In contrast, pigs that received CHC, TUL and PPG appeared to deviate away from the day 0 composition by day 14. Based on our results, it appears that the impact of parenteral antibiotics on the swine nasal microbiota is variable and has a considerable impact in modulating the nasal microbiota structure. Our results will aid in developing alternative strategies for antibiotics to improve swine health and consequently production.
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26
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Influence of Pig Farming on the Human Nasal Microbiota: Key Role of Airborne Microbial Communities. Appl Environ Microbiol 2018; 84:AEM.02470-17. [PMID: 29330190 PMCID: PMC5835734 DOI: 10.1128/aem.02470-17] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
It has been hypothesized that the environment can influence the composition of the nasal microbiota. However, the direct influence of pig farming on the anterior and posterior nasal microbiota is unknown. Using a cross-sectional design, pig farms (n = 28) were visited in 2014 to 2015, and nasal swabs from 43 pig farmers and 56 pigs, as well as 27 air samples taken in the vicinity of the pig enclosures, were collected. As controls, nasal swabs from 17 cow farmers and 26 non-animal-exposed individuals were also included. Analyses of the microbiota were performed based on 16S rRNA amplicon sequencing and the DADA2 pipeline to define sequence variants (SVs). We found that pig farming is strongly associated with specific microbial signatures (including alpha- and beta-diversity), which are reflected in the microbiota of the human nose. Furthermore, the microbial communities were more similar within the same farm compared to between the different farms, indicating a specific microbiota pattern for each pig farm. In total, there were 82 SVs that occurred significantly more abundantly in samples from pig farms than from cow farmers and nonexposed individuals (i.e., the core pig farm microbiota). Of these, nine SVs were significantly associated with the posterior part of the human nose. The results strongly indicate that pig farming is associated with a distinct human nose microbiota. Finally, the community structures derived by the DADA2 pipeline showed an excellent agreement with the outputs of the mothur pipeline which was revealed by procrustes analyses. IMPORTANCE The knowledge about the influence of animal keeping on the human microbiome is important. Previous research has shown that pets significantly affect the microbial communities of humans. However, the effect of animal farming on the human microbiota is less clear, although it is known that the air at farms and, in particular, at pig farms is charged with large amounts of dust, bacteria, and fungi. In this study, we simultaneously investigated the nasal microbiota of pigs, humans, and the environment at pig farms. We reveal an enormous impact of pig farming on the human nasal microbiota which is far more pronounced compared to cow farming. In addition, we analyzed the airborne microbiota and found significant associations suggesting an animal-human transmission of the microbiota within pig farms. We also reveal that microbial patterns are farm specific, suggesting that the environment influences animals and humans in a similar manner.
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27
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Flaxman A, van Diemen PM, Yamaguchi Y, Allen E, Lindemann C, Rollier CS, Milicic A, Wyllie DH. Development of persistent gastrointestinal S. aureus carriage in mice. Sci Rep 2017; 7:12415. [PMID: 28963555 PMCID: PMC5622074 DOI: 10.1038/s41598-017-12576-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Accepted: 09/01/2017] [Indexed: 01/09/2023] Open
Abstract
One fifth to one quarter of the human population is asymptomatically, naturally and persistently colonised by Staphylococcus aureus. Observational human studies indicate that although the whole population is intermittently exposed, some individuals lose S. aureus rapidly. Others become persistent carriers, as assessed by nasal cultures, with many individuals colonised for decades. Current animal models of S. aureus colonisation are expensive and normally require antibiotics. Importantly, these animal models have not yet contributed to our poor understanding of the dichotomy in human colonisation status. Here, we identify a single strain of S. aureus found to be persistently colonising the gastrointestinal tract of BALB/c mice. Phylogenetic analyses suggest it diverged from a human ST15 lineage in the recent past. We show that murine carriage of this organism occurs in the bowel and nares, is acquired early in life, and can persist for months. Importantly, we observe the development of persistent and non-persistent gastrointestinal carriage states in genetically identical mice. We developed a needle- and antibiotic-free model in which we readily induced S. aureus colonisation of the gastrointestinal tract experimentally by environmental exposure. Using our experimental model, impact of adaptive immunity on S. aureus colonisation could be assessed. Vaccine efficacy to eliminate colonisation could also be investigated using this model.
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Affiliation(s)
- Amy Flaxman
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK
| | - Pauline M van Diemen
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK
| | - Yuko Yamaguchi
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK
| | - Elizabeth Allen
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK
| | - Claudia Lindemann
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK
| | - Christine S Rollier
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, CCVTM, Oxford, UK.,The NIHR Oxford Biomedical Research Centre, Oxford University Hospitals, Oxford, UK
| | | | - David H Wyllie
- Jenner Institute, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Oxford, UK.
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28
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Shukla SK, Ye Z, Sandberg S, Reyes I, Fritsche TR, Keifer M. The nasal microbiota of dairy farmers is more complex than oral microbiota, reflects occupational exposure, and provides competition for staphylococci. PLoS One 2017; 12:e0183898. [PMID: 28850578 PMCID: PMC5574581 DOI: 10.1371/journal.pone.0183898] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 08/14/2017] [Indexed: 12/21/2022] Open
Abstract
Allergic and autoimmune diseases had been attributed to lack of exposure to biodiversity, an important factor in regulating immune homeostasis in a healthy host. We posit that the microbiome of healthy dairy farmers (DF) will be richer than non-farmers (NF) living in urban settings due to exposure to a greater biodiversity in the dairy environment. However, no studies have investigated the relationships between microbiota of dairy farmers (DF) compared with urban non-farmers (NF). We compared the nasal and oral microbiota of dairy farmers (N_DF, O_DF, respectively) with nasal and oral microbiota of NF in the same geographical area. The N_DF showed high microbial diversity with hundreds of unique genera that reflected environmental/occupational exposures. The nasal and oral microbiomes clustered separately from each other using Principal Coordinate Analysis, and with DF harboring two-fold and 1.5-fold greater exclusive genera in their nose and mouth respectively, than did non-farmers. Additionally, the N_DF group had a lower burden of Staphylococcus spp. suggesting a correlation between higher microbial diversity and competition for colonization by staphylococci. The N_DF samples were negative for the mecA gene, a marker of methicillin-resistance in staphylococci. The lower burden of staphylococci was found to be independent of the abundance of Corynebacterium spp. Exposure to greater biodiversity could enhance microbial competition, thereby reducing colonization with opportunistic pathogens. Future studies will analyze whether exposure to livestock microbiomes offers protection from acute and chronic diseases.
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Affiliation(s)
- Sanjay K. Shukla
- Molecular Microbiology Laboratory, Center for Human Genetics, Marshfield Clinic Research Institute, Marshfield, Wisconsin, United States of America
- * E-mail:
| | - Zhan Ye
- Biomedical Informatics Research Center, Marshfield Clinic Research Institute, Marshfield, Wisconsin, United States of America
| | - Scott Sandberg
- National Farm Medicine Center, Marshfield Clinic Research Institute, Marshfield, Wisconsin, United States of America
| | - Iris Reyes
- National Farm Medicine Center, Marshfield Clinic Research Institute, Marshfield, Wisconsin, United States of America
| | - Thomas R. Fritsche
- Division of Laboratory Medicine, Marshfield Clinic, Marshfield, Wisconsin, United States of America
| | - Matthew Keifer
- VA Puget Sound, Seattle, Washington, United States of America
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