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Hrovat K, Dutilh BE, Medema MH, Melkonian C. Taxonomic resolution of different 16S rRNA variable regions varies strongly across plant-associated bacteria. ISME COMMUNICATIONS 2024; 4:ycae034. [PMID: 38559569 PMCID: PMC10980831 DOI: 10.1093/ismeco/ycae034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 02/26/2024] [Accepted: 03/05/2024] [Indexed: 04/04/2024]
Abstract
Plant-microbiome research plays a pivotal role in understanding the relationships between plants and their associated microbial communities, with implications for agriculture and ecosystem dynamics. Metabarcoding analysis on variable regions of the 16S ribosomal RNA (rRNA) gene remains the dominant technology to study microbiome diversity in this field. However, the choice of the targeted variable region might affect the outcome of the microbiome studies. In our in silico analysis, we have evaluated whether the targeted variable region has an impact on taxonomic resolution in 16 plant-related microbial genera. Through a comparison of 16S rRNA gene variable regions with whole-genome data, our findings suggest that the V1-V3 region is generally a more suitable option than the widely used V3-V4 region for targeting microbiome analysis in plant-related genera. However, sole reliance on one region could introduce detection biases for specific genera. Thus, we are suggesting that while transitioning to full-length 16S rRNA gene and whole-genome sequencing for plant-microbiome analysis, the usage of genus-specific variable regions can achieve more precise taxonomic assignments. More broadly, our approach provides a blueprint to identify the most discriminating variable regions of the 16S rRNA gene for genera of interest.
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Affiliation(s)
- Katarina Hrovat
- Bioinformatics Group, Wageningen University and Research, 6708 PB Wageningen, The Netherlands
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Department of Biology, Faculty of Science, Utrecht University, 3584 CH Utrecht, The Netherlands
- Institute of Biodiversity, Faculty of Biological Sciences, Friedrich Schiller University Jena, 07743 Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, 07745 Jena, Germany
| | - Marnix H Medema
- Bioinformatics Group, Wageningen University and Research, 6708 PB Wageningen, The Netherlands
| | - Chrats Melkonian
- Bioinformatics Group, Wageningen University and Research, 6708 PB Wageningen, The Netherlands
- Theoretical Biology and Bioinformatics, Department of Biology, Faculty of Science, Utrecht University, 3584 CH Utrecht, The Netherlands
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2
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Shang H, Tan BZ, Dakwa V, D'Agnese E, Stanley RA, Sassi H, Lai YW, Deaker R, Bowman JP. Effect of pre-harvest sanitizer treatments on Listeria survival, sensory quality and bacterial community dynamics on leafy green vegetables grown under commercial conditions. Food Res Int 2023; 173:113341. [PMID: 37803650 DOI: 10.1016/j.foodres.2023.113341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 07/19/2023] [Accepted: 07/31/2023] [Indexed: 10/08/2023]
Abstract
Leafy green vegetables (LGVs) have large surface areas and can be colonized by various microorganisms including pathogens. In this study, we investigated the effect of pre-harvest sanitizer treatments on the survival of inoculated proxy pathogen Listeria innocua ATCC 33090 and the natural microbial community of mizuna, rocket (arugula), red chard and spinach grown under commercial conditions. Electrolyzed water (e-water), peracetic acid (PAA), and 1-bromo-3-chloro-5-dimethylhydantoin (BCDMH) were tested against water controls. We also observed the subsequent sensorial changes of harvested, bagged LGV leaves over a period of 12 days within chill storage alongside the growth, diversity and structure of bacterial populations determined using 16S rRNA gene amplicon sequencing and total viable counts (TVC). Treatment with PAA resulted in the highest reductions of L. innocua (2.4-5.5 log units) compared to the other treatments (0.25-2.5 log units). On day 0 (24 h after sanitizer application), the TVC on sanitizer treated LGVs were significantly reduced compared to water controls, except for rocket. During storage at 4.5 (±0.5)°C sanitisers only hindered microbial growth on LGVs initially and did not influence final bacterial population levels, growth rates or changes in LGV sample colour, decay, odour and texture compared to water controls. Shelf-life was not extended nor was it reduced. The community structure on LGV types differed though a core set of bacterial amplicon sequence variants (ASV) were present across all samples. No significant differences were observed in bacterial diversity between sanitizer treatments, however sanitizer treated LGV samples had initially reduced diversity compared to water treated samples. The bacterial compositions observed at the end point of storage considerably differed from what was observed at initial point owing to the increase in abundance of specific bacterial taxa, mainly Pseudomonas spp., the abundance and growth responses differing between LGV types studied. This study provides a better understanding on the microbiology and sensory impact of pre-harvest applied sanitiser treatments on different LGVs destined for commercial food use.
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Affiliation(s)
- Hongshan Shang
- School of Life and Environmental Sciences, F22 - LEES Building, The University of Sydney, NSW 2006, Australia; Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia
| | - Bi Zheng Tan
- Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia
| | - Vongai Dakwa
- Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia
| | - Erin D'Agnese
- Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia
| | - Roger A Stanley
- Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia
| | - Hannah Sassi
- School of Life and Environmental Sciences, F22 - LEES Building, The University of Sydney, NSW 2006, Australia
| | - Yu-Wen Lai
- School of Life and Environmental Sciences, F22 - LEES Building, The University of Sydney, NSW 2006, Australia
| | - Rosalind Deaker
- School of Life and Environmental Sciences, F22 - LEES Building, The University of Sydney, NSW 2006, Australia
| | - John P Bowman
- Centre for Food Safety and Innovation, Tasmanian Institute of Agriculture, University of Tasmania, Sandy Bay, Tasmania 7005, Australia.
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3
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Nielsen DW, Hau SJ, Mou KT, Alt DP, Brockmeier SL. Shifts in the swine nasal microbiota following Bordetella bronchiseptica challenge in a longitudinal study. Front Microbiol 2023; 14:1260465. [PMID: 37840723 PMCID: PMC10574184 DOI: 10.3389/fmicb.2023.1260465] [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: 07/17/2023] [Accepted: 08/25/2023] [Indexed: 10/17/2023] Open
Abstract
Bordetella bronchiseptica is a widespread, highly infectious bacterial pathogen that causes respiratory disease in swine and increases the severity of respiratory infections caused by other viral or bacterial pathogens. However, the impact of B. bronchiseptica infection on the swine respiratory microbiota has not been thoroughly investigated. Here, we aim to assess the influence of B. bronchiseptica infection on the community structure and abundance of members of the swine nasal microbiota. To do so, the nasal microbiota of a non-infected control group and a group infected with B. bronchiseptica (BB group) were characterized prior to B. bronchiseptica strain KM22 challenge (day 0) and on selected days in the weeks following B. bronchiseptica challenge (days 1, 3, 7, 10, 14, 21, 36, and 42). Bordetella bronchiseptica was cultured from nasal samples of the BB group to assess nasal colonization. The results showed that B. bronchiseptica colonization did not persistently affect the nasal bacterial diversity of either of the treatment groups (alpha diversity). However, the bacterial community structures (beta diversity) of the two treatment groups significantly diverged on day 7 when peak colonization levels of B. bronchiseptica were detected. This divergence continued through the last sampling time point. In addition, Pasteurella, Pasteurellaceae (unclassified), Mycoplasma, Actinobacillus, Streptococcus, Escherichia-Shigella, and Prevotellaceae (unclassified) showed increased abundances in the BB group relative to the control group at various time points. This study revealed that B. bronchiseptica colonization can disturb the upper respiratory tract microbiota, and further research is warranted to assess how these disturbances can impact susceptibility to secondary infections by other respiratory pathogens.
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Affiliation(s)
- Daniel W. Nielsen
- National Animal Disease Center, USDA Agricultural Research Service, Ames, IA, United States
- Oak Ridge Institute for Science and Education (ORISE), Oak Ridge Associated Universities (ORAU), Oak Ridge, TN, United States
| | - Samantha J. Hau
- National Animal Disease Center, USDA Agricultural Research Service, Ames, IA, United States
| | - Kathy T. Mou
- National Animal Disease Center, USDA Agricultural Research Service, Ames, IA, United States
- Oak Ridge Institute for Science and Education (ORISE), Oak Ridge Associated Universities (ORAU), Oak Ridge, TN, United States
| | - David P. Alt
- National Animal Disease Center, USDA Agricultural Research Service, Ames, IA, United States
| | - Susan L. Brockmeier
- National Animal Disease Center, USDA Agricultural Research Service, Ames, IA, United States
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4
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Bedree JK, Kerns K, Chen T, Lima BP, Liu G, Ha P, Shi J, Pan HC, Kim JK, Tran L, Minot SS, Hendrickson EL, Lamont EI, Schulte F, Hardt M, Stephens D, Patel M, Kokaras A, Stodieck L, Shirazi-Fard Y, Wu B, Kwak JH, Ting K, Soo C, McLean JS, He X, Shi W. Specific host metabolite and gut microbiome alterations are associated with bone loss during spaceflight. Cell Rep 2023; 42:112299. [PMID: 37080202 PMCID: PMC10344367 DOI: 10.1016/j.celrep.2023.112299] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 10/30/2022] [Accepted: 03/07/2023] [Indexed: 04/22/2023] Open
Abstract
Understanding the axis of the human microbiome and physiological homeostasis is an essential task in managing deep-space-travel-associated health risks. The NASA-led Rodent Research 5 mission enabled an ancillary investigation of the gut microbiome, varying exposure to microgravity (flight) relative to ground controls in the context of previously shown bone mineral density (BMD) loss that was observed in these flight groups. We demonstrate elevated abundance of Lactobacillus murinus and Dorea sp. during microgravity exposure relative to ground control through whole-genome sequencing and 16S rRNA analyses. Specific functionally assigned gene clusters of L. murinus and Dorea sp. capable of producing metabolites, lactic acid, leucine/isoleucine, and glutathione are enriched. These metabolites are elevated in the microgravity-exposed host serum as shown by liquid chromatography-tandem mass spectrometry (LC-MS/MS) metabolomic analysis. Along with BMD loss, ELISA reveals increases in osteocalcin and reductions in tartrate-resistant acid phosphatase 5b signifying additional loss of bone homeostasis in flight.
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Affiliation(s)
- Joseph K Bedree
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA; Department of Microbiology, The Forsyth Institute, Cambridge, MA 02142, USA.
| | - Kristopher Kerns
- Department of Periodontics, School of Dentistry, University of Washington, Seattle, WA 98195, USA
| | - Tsute Chen
- Department of Microbiology, The Forsyth Institute, Cambridge, MA 02142, USA; Department of Oral Medicine, Infection and Immunity, Harvard School of Dental Medicine, Boston, MA 02115, USA
| | - Bruno P Lima
- Department of Diagnostic and Biological Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Guo Liu
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Pin Ha
- Section of Orthodontics, Division of Growth & Development, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA; Division of Plastic and Reconstructive Surgery, School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Jiayu Shi
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA; Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, Ann Arbor, MI 48109, USA
| | - Hsin Chuan Pan
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Jong Kil Kim
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Luan Tran
- Section of Oral Biology, Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Samuel S Minot
- Microbiome Research Initiative, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Erik L Hendrickson
- Department of Periodontics, School of Dentistry, University of Washington, Seattle, WA 98195, USA
| | - Eleanor I Lamont
- Department of Periodontics, School of Dentistry, University of Washington, Seattle, WA 98195, USA
| | - Fabian Schulte
- Forsyth Center for Salivary Diagnostics, Department of Applied Oral Sciences, The Forsyth Institute, Cambridge, MA 02142, USA; Harvard School of Dental Medicine, Department of Developmental Biology, Boston, MA 02115, USA
| | - Markus Hardt
- Forsyth Center for Salivary Diagnostics, Department of Applied Oral Sciences, The Forsyth Institute, Cambridge, MA 02142, USA; Harvard School of Dental Medicine, Department of Developmental Biology, Boston, MA 02115, USA
| | - Danielle Stephens
- Multiplex Core, Department of Applied Oral Sciences, The Forsyth Institute, Cambridge, MA 02142, USA
| | - Michele Patel
- Multiplex Core, Department of Applied Oral Sciences, The Forsyth Institute, Cambridge, MA 02142, USA
| | - Alexis Kokaras
- Department of Microbiology, The Forsyth Institute, Cambridge, MA 02142, USA
| | - Louis Stodieck
- BioServe Space Technologies, Department of Aerospace Engineering Sciences, University of Colorado, Boulder, CO 80303, USA
| | - Yasaman Shirazi-Fard
- Bone and Signaling Laboratory, Space Biosciences Division, NASA Ames Research Center, Mail Stop 288-2, Moffett Field, CA 94035, USA
| | - Benjamin Wu
- Department of Bioengineering, School of Engineering, University of California, Los Angeles, Los Angeles, CA 90095, USA; Division of Advanced Prosthodontics, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Jin Hee Kwak
- Section of Orthodontics, Division of Growth & Development, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Kang Ting
- Section of Orthodontics, Division of Growth & Development, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Chia Soo
- Division of Plastic and Reconstructive Surgery, School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA; Department of Orthopedic Surgery, School of Medicine, School of Dentistry, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Jeffrey S McLean
- Department of Periodontics, School of Dentistry, University of Washington, Seattle, WA 98195, USA
| | - Xuesong He
- Department of Microbiology, The Forsyth Institute, Cambridge, MA 02142, USA; Department of Oral Medicine, Infection and Immunity, Harvard School of Dental Medicine, Boston, MA 02115, USA
| | - Wenyuan Shi
- Department of Microbiology, The Forsyth Institute, Cambridge, MA 02142, USA.
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5
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Hau SJ, Nielsen DW, Mou KT, Alt DP, Kellner S, Brockmeier SL. Resilience of swine nasal microbiota to influenza A virus challenge in a longitudinal study. Vet Res 2023; 54:38. [PMID: 37131235 PMCID: PMC10152739 DOI: 10.1186/s13567-023-01167-9] [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: 08/16/2022] [Accepted: 03/24/2023] [Indexed: 05/04/2023] Open
Abstract
Influenza A virus (IAV) is an important contributing pathogen of porcine respiratory disease complex (PRDC) infections. Evidence in humans has shown that IAV can disturb the nasal microbiota and increase host susceptibility to bacterial secondary infections. Few, small-scale studies have examined the impact of IAV infection on the swine nasal microbiota. To better understand the effects of IAV infection on the nasal microbiota and its potential indirect impacts on the respiratory health of the host, a larger, longitudinal study was undertaken to characterize the diversity and community composition of the nasal microbiota of pigs challenged with an H3N2 IAV. The microbiome of challenged pigs was compared with non-challenged animals over a 6-week period using 16S rRNA gene sequencing and analysis workflows to characterize the microbiota. Minimal changes to microbial diversity and community structure were seen between the IAV infected and control animals the first 10 days post-IAV infection. However, on days 14 and 21, the microbial populations were significantly different between the two groups. Compared to the control, there were several genera showing significant increases in abundance in the IAV group during acute infection, such as Actinobacillus and Streptococcus. The results here highlight areas for future investigation, including the implications of these changes post-infection on host susceptibility to secondary bacterial respiratory infections.
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Affiliation(s)
- Samantha J Hau
- USDA, ARS, National Animal Disease Center, Ames, IA, USA
| | - Daniel W Nielsen
- USDA, ARS, National Animal Disease Center, Ames, IA, USA
- ORAU/ORISE, Oak Ridge, TN, USA
| | - Kathy T Mou
- USDA, ARS, National Animal Disease Center, Ames, IA, USA
- ORAU/ORISE, Oak Ridge, TN, USA
| | - David P Alt
- USDA, ARS, National Animal Disease Center, Ames, IA, USA
| | - Steven Kellner
- USDA, ARS, National Animal Disease Center, Ames, IA, USA
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6
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Wright RJ, Pewarchuk ME, Marshall EA, Murrary B, Rosin MP, Laronde DM, Zhang L, Lam WL, Langille MGI, Rock LD. Exploring the microbiome of oral epithelial dysplasia as a predictor of malignant progression. BMC Oral Health 2023; 23:206. [PMID: 37024828 PMCID: PMC10080811 DOI: 10.1186/s12903-023-02911-5] [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: 10/03/2022] [Accepted: 03/25/2023] [Indexed: 04/08/2023] Open
Abstract
A growing body of research associates the oral microbiome and oral cancer. Well-characterized clinical samples with outcome data are required to establish relevant associations between the microbiota and disease. The objective of this study was to characterize the community variations and the functional implications of the microbiome in low-grade oral epithelial dysplasia (OED) using 16S rRNA gene sequencing from annotated archival swabs in progressing (P) and non-progressing (NP) OED. We characterised the microbial community in 90 OED samples - 30 swabs from low-grade OED that progressed to cancer (cases) and 60 swabs from low-grade OED that did not progress after a minimum of 5 years of follow up (matched control subjects). There were small but significant differences between P and NP samples in terms of alpha diversity as well as beta diversity in conjunction with other clinical factors such as age and smoking status for both taxa and functional predictions. Across all samples, the most abundant genus was Streptococcus, followed by Haemophilus, Rothia, and Neisseria. Taxa and predicted functions were identified that were significantly differentially abundant with progression status (all Ps and NPs), when samples were grouped broadly by the number of years between sampling and progression or in specific time to progression for Ps only. However, these differentially abundant features were typically present only at low abundances. For example, Campylobacter was present in slightly higher abundance in Ps (1.72%) than NPs (1.41%) and this difference was significant when Ps were grouped by time to progression. Furthermore, several of the significantly differentially abundant functions were linked to the Campylobacteraceae family in Ps and may justify further investigation. Larger cohort studies to further explore the microbiome as a potential biomarker of risk in OED are warranted.
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Affiliation(s)
- Robyn J Wright
- Department of Pharmacology, Dalhousie University, Halifax, Canada.
| | - Michelle E Pewarchuk
- Department of Integrative Oncology, British Columbia Cancer Research Centre, Vancouver, Canada
| | - Erin A Marshall
- Department of Integrative Oncology, British Columbia Cancer Research Centre, Vancouver, Canada
| | - Benjamin Murrary
- Department of Pharmacology, Dalhousie University, Halifax, Canada
| | - Miriam P Rosin
- Department of Cancer Control Research, British Columbia Cancer Research Centre, Vancouver, Canada
- Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, Canada
| | - Denise M Laronde
- Department of Cancer Control Research, British Columbia Cancer Research Centre, Vancouver, Canada
- Faculty of Dentistry, University of British Columbia, Vancouver, Canada
| | - Lewei Zhang
- Faculty of Dentistry, University of British Columbia, Vancouver, Canada
- Oral Biopsy Service, Vancouver General Hospital, Vancouver, Canada
| | - Wan L Lam
- Department of Integrative Oncology, British Columbia Cancer Research Centre, Vancouver, Canada
| | - Morgan G I Langille
- Department of Pharmacology, Dalhousie University, Halifax, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, Canada
| | - Leigha D Rock
- Department of Pharmacology, Dalhousie University, Halifax, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, Canada
- Faculty of Dentistry, Dalhousie University, Halifax, Canada
- Department of Pathology, Faculty of Medicine, Dalhousie University, Halifax, Canada
- Department of Anatomical Pathology, QEII Hospital, Nova Scotia Health, Halifax, Canada
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Zwirzitz B, Oladeinde A, Johnson J, Zock G, Milfort MC, Fuller AL, Ghareeb AFA, Foutz JC, Teran JA, Woyda R, Abdo Z, Looft T, Lawrence JP, Cudnik D, Aggrey SE. Temporal dynamics of the cecal and litter microbiome of chickens raised in two separate broiler houses. Front Physiol 2023; 14:1083192. [PMID: 36935743 PMCID: PMC10018173 DOI: 10.3389/fphys.2023.1083192] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 02/20/2023] [Indexed: 03/06/2023] Open
Abstract
In this study, we investigated the dynamics of the ceca and litter microbiome of chickens from post-hatch through pre-harvest. To achieve this, six hundred one-day old Cobb 500 broiler chicks were raised on floor pens for 49 days in two separate houses. We performed short-read and full-length sequencing of the bacterial 16S rRNA gene present in the meconium and in cecal and litter samples collected over the duration of the study. In addition, we determined the antimicrobial resistance (AMR) phenotype of Escherichia coli and Enterococcus spp. isolated from the meconium and the ceca of 49-day old chickens. We monitored the relative humidity, temperature, and ammonia in each house daily and the pH and moisture of litter samples weekly. The overall microbial community structure of the ceca and litter consistently changed throughout the course of the grow-out and correlated with some of the environmental parameters measured (p < 0.05). We found that the ceca and litter microbiome were similar in the two houses at the beginning of the experiment, but over time, the microbial community separated and differed between the houses. When we compared the environmental parameters in the two houses, we found no significant differences in the first half of the growth cycle (day 0-21), but morning temperature, morning humidity, and ammonia significantly differed (p < 0.05) between the two houses from day 22-49. Lastly, the prevalence of AMR in cecal E. coli isolates differed from meconium isolates (p < 0.001), while the AMR phenotype of cecal Enterococcus isolates differed between houses (p < 0.05).
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Affiliation(s)
- Benjamin Zwirzitz
- Department of Food Science and Technology, Institute of Food Science, University of Natural Resources and Life Sciences, Vienna, Austria
- Austrian Competence Centre for Feed and Food Quality, Safety and Innovation FFoQSI GmbH, Tulln, Austria
| | | | - Jasmine Johnson
- Department of Poultry Science, University of Georgia, Athens, GA, United States
| | - Gregory Zock
- Department of Poultry Science, University of Georgia, Athens, GA, United States
| | - Marie C. Milfort
- Department of Poultry Science, University of Georgia, Athens, GA, United States
| | | | - Ahmed F. A. Ghareeb
- Department of Poultry Science, University of Georgia, Athens, GA, United States
| | - James C. Foutz
- Department of Poultry Science, University of Georgia, Athens, GA, United States
| | - Jose Alexis Teran
- College of Engineering, University of Georgia, Athens, GA, United States
| | - Reed Woyda
- Department of Microbiology, Immunology and Pathology, Colorado State University, Fort Collins, CO, United States
- Program of Cell and Molecular Biology, Colorado State University, Fort Collins, CO, United States
| | - Zaid Abdo
- Department of Microbiology, Immunology and Pathology, Colorado State University, Fort Collins, CO, United States
- Program of Cell and Molecular Biology, Colorado State University, Fort Collins, CO, United States
| | - Torey Looft
- USDA-ARS, National Animal Disease Center, Ames, IA, United States
| | | | - Denice Cudnik
- USDA-ARS, U.S. National Poultry Research Center, Athens, GA, United States
| | - Samuel E. Aggrey
- Department of Poultry Science, University of Georgia, Athens, GA, United States
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8
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Influence of Sugarcane Variety on Rhizosphere Microbiota Under Irrigated and Water-Limiting Conditions. Curr Microbiol 2022; 79:246. [PMID: 35834135 DOI: 10.1007/s00284-022-02946-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 06/22/2022] [Indexed: 11/03/2022]
Abstract
Drought is one of the main problems linked to climate change that is faced by agriculture, affecting various globally important crops, including sugarcane. Environmentally sustainable strategies have been sought to mitigate the effects of climate change on crops. Among them, the use of beneficial microorganisms offers a promising approach. However, it is still necessary to understand the mechanisms that regulate plant-microorganism interactions, in normal situations and under stress. In this work, the rhizosphere metagenomes of two sugarcane varieties, one resistant and the other susceptible to drought, were compared under normal conditions and under water-limiting conditions. The results showed that for the drought-resistant sugarcane variety, bacteria belonging to the order Sphingomonadales and the family Xanthomonadaceae presented increased activities in terms of mobility, colonization, and cell growth. In contrast, the rhizosphere associated with the drought-sensitive variety exhibited increases of bacteria belonging to the family Polyangiaceae, and the genus Streptomyces, with modifications in DNA metabolism and ribosome binding proteins. The results pointed to variation in the rhizosphere microbiota that was modulated by the host plant genotype, revealing potential bacterial candidates that could be recruited to assist plants during water-limiting conditions.
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9
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Hung YM, Lyu WN, Tsai ML, Liu CL, Lai LC, Tsai MH, Chuang EY. To compare the performance of prokaryotic taxonomy classifiers using curated 16S full-length rRNA sequences. Comput Biol Med 2022; 145:105416. [DOI: 10.1016/j.compbiomed.2022.105416] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 03/13/2022] [Accepted: 03/15/2022] [Indexed: 02/06/2023]
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10
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Kers JG, Saccenti E. The Power of Microbiome Studies: Some Considerations on Which Alpha and Beta Metrics to Use and How to Report Results. Front Microbiol 2022; 12:796025. [PMID: 35310396 PMCID: PMC8928147 DOI: 10.3389/fmicb.2021.796025] [Citation(s) in RCA: 66] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 12/28/2021] [Indexed: 01/04/2023] Open
Abstract
Background Since sequencing techniques have become less expensive, larger sample sizes are applicable for microbiota studies. The aim of this study is to show how, and to what extent, different diversity metrics and different compositions of the microbiota influence the needed sample size to observe dissimilar groups. Empirical 16S rRNA amplicon sequence data obtained from animal experiments, observational human data, and simulated data were used to perform retrospective power calculations. A wide variation of alpha diversity and beta diversity metrics were used to compare the different microbiota datasets and the effect on the sample size. Results Our data showed that beta diversity metrics are the most sensitive to observe differences as compared with alpha diversity metrics. The structure of the data influenced which alpha metrics are the most sensitive. Regarding beta diversity, the Bray–Curtis metric is in general the most sensitive to observe differences between groups, resulting in lower sample size and potential publication bias. Conclusion We recommend performing power calculations and to use multiple diversity metrics as an outcome measure. To improve microbiota studies, awareness needs to be raised on the sensitivity and bias for microbiota research outcomes created by the used metrics rather than biological differences. We have seen that different alpha and beta diversity metrics lead to different study power: because of this, one could be naturally tempted to try all possible metrics until one or more are found that give a statistically significant test result, i.e., p-value < α. This way of proceeding is one of the many forms of the so-called p-value hacking. To this end, in our opinion, the only way to protect ourselves from (the temptation of) p-hacking would be to publish a statistical plan before experiments are initiated, describing the outcomes of interest and the corresponding statistical analyses to be performed.
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Affiliation(s)
- Jannigje Gerdien Kers
- Laboratory of Microbiology, Wageningen University & Research, Wageningen, Netherlands
| | - Edoardo Saccenti
- Laboratory of Systems and Synthetic Biology, Wageningen University & Research, Wageningen, Netherlands
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11
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Diversity of Antibiotic Resistance genes and Transfer Elements-Quantitative Monitoring (DARTE-QM): a method for detection of antimicrobial resistance in environmental samples. Commun Biol 2022; 5:216. [PMID: 35301418 PMCID: PMC8931014 DOI: 10.1038/s42003-022-03155-9] [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: 08/15/2021] [Accepted: 02/02/2022] [Indexed: 12/01/2022] Open
Abstract
Effective monitoring of antibiotic resistance genes and their dissemination in environmental ecosystems has been hindered by the cost and efficiency of methods available for the task. We developed the Diversity of Antibiotic Resistance genes and Transfer Elements-Quantitative Monitoring (DARTE-QM), a method implementing TruSeq high-throughput sequencing to simultaneously sequence thousands of antibiotic resistant gene targets representing a full-spectrum of antibiotic resistance classes common to environmental systems. In this study, we demonstrated DARTE-QM by screening 662 antibiotic resistance genes within complex environmental samples originated from manure, soil, and livestock feces, in addition to a mock-community reference to assess sensitivity and specificity. DARTE-QM offers a new approach to studying antibiotic resistance in environmental microbiomes, showing advantages in efficiency and the ability to scale for many samples. This method provides a means of data acquisition that will alleviate some of the obstacles that many researchers in this area currently face. Smith et al. present DARTE-QM, a highthroughput sequencing method for screening environmental DNA samples for antibiotic resistance genes on a broad scale. This method is demonstrated as effective on soil, manure and livestock fecal samples, as well as a synthetic mock-community reference.
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12
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Choi B, Jeong S, Kim E. Variation of the seed endophytic bacteria among plant populations and their plant growth-promoting activities in a wild mustard plant species, Capsella bursa-pastoris. Ecol Evol 2022; 12:e8683. [PMID: 35309752 PMCID: PMC8901890 DOI: 10.1002/ece3.8683] [Citation(s) in RCA: 4] [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: 06/01/2021] [Revised: 01/29/2022] [Accepted: 02/10/2022] [Indexed: 12/26/2022] Open
Abstract
Recent studies have revealed that some bacteria can inhabit plant seeds, and they are likely founders of the bacterial community in the rhizosphere of or inside plants at the early developmental stage. Given that the seedling establishment is a critical fitness component of weedy plant species, the effects of seed endophytic bacteria (SEB) on the seedling performance are of particular interest in weed ecology. Here, we characterized the SEB in natural populations of Capsella bursa-pastoris, a model species of weed ecology. The composition of endophytic bacterial community was evaluated using deep sequencing of a 16S rDNA gene fragment. Additionally, we isolated bacterial strains from seeds and examined their plant growth-promoting traits. Actinobacteria, Firmicutes, Alpha-, and Gammaproteobacteria were major bacterial phyla inside seeds. C. bursa-pastoris natural populations exhibited variable seed microbiome such that the proportion of Actinobacteria and Alphaproteobacteria differed among populations, and 60 out of 82 OTUs occurred only in a single population. Thirteen cultivable bacterial species in six genera (Bacillus, Rhodococcus, Streptomyces, Staphylococcus, Paenibacillus, Pseudomonas) were isolated, and none of them except Staphylococcus haemolyticus were previously reported as seed endophytes. Eight isolates exhibited plant growth-promoting traits like phosphate solubilization activity, indole-3-acetic acid, or siderophore production. Despite the differences in the bacterial communities among plant populations, at least one isolated strain from each population stimulated shoot growth of either C. bursa-pastoris or its close relative A. thaliana when grown with plants in the same media. These results suggest that a weedy plant species, C. bursa-pastoris, contains bacterial endophytes inside their seeds, stimulating seedling growth and thereby potentially affecting seedling establishment.
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Affiliation(s)
- Byungwook Choi
- School of Earth Sciences and Environmental EngineeringGwangju Institute of Science and TechnologyGwangjuSouth Korea
| | - Seorin Jeong
- School of Earth Sciences and Environmental EngineeringGwangju Institute of Science and TechnologyGwangjuSouth Korea
| | - Eunsuk Kim
- School of Earth Sciences and Environmental EngineeringGwangju Institute of Science and TechnologyGwangjuSouth Korea
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13
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Dacey DP, Chain FJJ. Concatenation of paired-end reads improves taxonomic classification of amplicons for profiling microbial communities. BMC Bioinformatics 2021; 22:493. [PMID: 34641782 PMCID: PMC8507205 DOI: 10.1186/s12859-021-04410-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 09/29/2021] [Indexed: 01/04/2023] Open
Abstract
Background Taxonomic classification of genetic markers for microbiome analysis is affected by the numerous choices made from sample preparation to bioinformatics analysis. Paired-end read merging is routinely used to capture the entire amplicon sequence when the read ends overlap. However, the exclusion of unmerged reads from further analysis can result in underestimating the diversity in the sequenced microbial community and is influenced by bioinformatic processes such as read trimming and the choice of reference database. A potential solution to overcome this is to concatenate (join) reads that do not overlap and keep them for taxonomic classification. The use of concatenated reads can outperform taxonomic recovery from single-end reads, but it remains unclear how their performance compares to merged reads. Using various sequenced mock communities with different amplicons, read length, read depth, taxonomic composition, and sequence quality, we tested how merging and concatenating reads performed for genus recall and precision in bioinformatic pipelines combining different parameters for read trimming and taxonomic classification using different reference databases. Results The addition of concatenated reads to merged reads always increased pipeline performance. The top two performing pipelines both included read concatenation, with variable strengths depending on the mock community. The pipeline that combined merged and concatenated reads that were quality-trimmed performed best for mock communities with larger amplicons and higher average quality sequences. The pipeline that used length-trimmed concatenated reads outperformed quality trimming in mock communities with lower quality sequences but lost a significant amount of input sequences for taxonomic classification during processing. Genus level classification was more accurate using the SILVA reference database compared to Greengenes. Conclusions Merged sequences with the addition of concatenated sequences that were unable to be merged increased performance of taxonomic classifications. This was especially beneficial in mock communities with larger amplicons. We have shown for the first time, using an in-depth comparison of pipelines containing merged vs concatenated reads combined with different trimming parameters and reference databases, the potential advantages of concatenating sequences in improving resolution in microbiome investigations. Supplementary Information The online version contains supplementary material available at 10.1186/s12859-021-04410-2.
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Affiliation(s)
- Daniel P Dacey
- Department of Biological Sciences, University of Massachusetts Lowell, Lowell, MA, USA.
| | - Frédéric J J Chain
- Department of Biological Sciences, University of Massachusetts Lowell, Lowell, MA, USA
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14
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O’Dea C, Huerlimann R, Masters N, Kuballa A, Veal C, Fisher P, Stratton H, Katouli M. Microbial Diversity Profiling of Gut Microbiota of Macropus giganteus Using Three Hypervariable Regions of the Bacterial 16S rRNA. Microorganisms 2021; 9:microorganisms9081721. [PMID: 34442800 PMCID: PMC8400485 DOI: 10.3390/microorganisms9081721] [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: 07/08/2021] [Revised: 07/19/2021] [Accepted: 08/03/2021] [Indexed: 01/04/2023] Open
Abstract
Animal faecal contamination of surface waters poses a human health risk, as they may contain pathogenic bacteria or viruses. Of the numerous animal species residing along surface waterways in Australia, macropod species are a top contributor to wild animals’ faecal pollution load. We characterised the gut microbiota of 30 native Australian Eastern Grey Kangaroos from six geographical regions (five kangaroos from each region) within South East Queensland in order to establish their bacterial diversity and identify potential novel species-specific bacteria for the rapid detection of faecal contamination of surface waters by these animals. Using three hypervariable regions (HVRs) of the 16S rRNA gene (i.e., V1–V3, V3–V4, and V5–V6), for their effectiveness in delineating the gut microbial diversity, faecal samples from each region were pooled and microbial genomic DNA was extracted, sequenced, and analysed. Results indicated that V1-V3 yielded a higher taxa richness due to its larger target region (~480 bp); however, higher levels of unassigned taxa were observed using the V1-V3 region. In contrast, the V3–V4 HVR (~569 bp) attained a higher likelihood of a taxonomic hit identity to the bacterial species level, with a 5-fold decrease in unassigned taxa. There were distinct dissimilarities in beta diversity between the regions, with the V1-V3 region displaying the highest number of unique taxa (n = 42), followed by V3–V4 (n = 11) and V5–V6 (n = 8). Variations in the gut microbial diversity profiles of kangaroos from different regions were also observed, which indicates that environmental factors may impact the microbial development and, thus, the composition of the gut microbiome of these animals.
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Affiliation(s)
- Christian O’Dea
- Genecology Research Centre, School of Health and Sport Sciences, University of the Sunshine Coast, Maroochydore, QLD 4558, Australia; (C.O.); (N.M.); (A.K.)
| | - Roger Huerlimann
- Marine Climate Change Unit, Okinawa Institute of Science and Technology (OIST), 1919-1 Tancha, Onna-son, Okinawa 904-0495, Japan;
| | - Nicole Masters
- Genecology Research Centre, School of Health and Sport Sciences, University of the Sunshine Coast, Maroochydore, QLD 4558, Australia; (C.O.); (N.M.); (A.K.)
| | - Anna Kuballa
- Genecology Research Centre, School of Health and Sport Sciences, University of the Sunshine Coast, Maroochydore, QLD 4558, Australia; (C.O.); (N.M.); (A.K.)
| | - Cameron Veal
- Seqwater, 117 Brisbane Street, Ipswich, QLD 4305, Australia; (C.V.); (P.F.)
| | - Paul Fisher
- Seqwater, 117 Brisbane Street, Ipswich, QLD 4305, Australia; (C.V.); (P.F.)
| | - Helen Stratton
- School of Environment and Science, Griffith University, Nathan, QLD 4111, Australia;
| | - Mohammad Katouli
- Genecology Research Centre, School of Health and Sport Sciences, University of the Sunshine Coast, Maroochydore, QLD 4558, Australia; (C.O.); (N.M.); (A.K.)
- Correspondence: ; Tel.: +61-7-54302845
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15
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Johnson J, Zwirzitz B, Oladeinde A, Milfort M, Looft T, Chai L, Zock G, Sommers M, Tunim S, Aggrey SE. Succession patterns of the bacterial community in poultry litter after bird removal and sodium bisulfate application. JOURNAL OF ENVIRONMENTAL QUALITY 2021; 50:923-933. [PMID: 34000068 DOI: 10.1002/jeq2.20248] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 05/12/2021] [Indexed: 06/12/2023]
Abstract
Sulfate-based acid amendments are used for treating litter between broiler chicken flocks and during grow-out for in-house ammonia abatement. These amendments reduce litter pH and inhibit ammonia volatilization by converting ammonia to nonvolatile ammonium. Research on the effects of acid amendments on litter microbiota is limited and usually done in microcosms, which do not replicate natural environments. In this study, we determined the changes in bacterial populations present in litter during downtime (the period after a flock was removed and before new broiler chicks were placed) and 24 h before and after the application of a sodium bisulfate (NaHSO4 )-based amendment. We used DNA sequencing technologies to characterize the litter microbiota, elucidating microbial shifts in litter samples with respect to downtime, litter depth, and NaHSO4 application. During downtime (∼18 d), the litter microbiota was dominated by Actinobacteria, Bacteroidetes, Firmicutes, and Proteobacteria. Sodium bisulfate affected the microbiota in the top layer (3 cm) of reused litter topdressed with fresh pine shavings and resulted in an increase in Escherichia spp. and Faecalibacterium spp. and a decrease in members of the phylum Acidobacteria. Furthermore, culturable Escherichia coli decreased by 1.5 log units during downtime, but an increase was observed for topdressed litter after NaHSO4 was applied. Although the effect of acidifiers on ammonia reduction, bird performance, and litter performance are well documented, their effect on litter bacteria is not well understood. Our results suggest that acidifiers may perturb litter bacteria when topdressed with fresh pine shavings and that further research is required.
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Affiliation(s)
- Jasmine Johnson
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Benjamin Zwirzitz
- Institute of Food Safety, Food Technology and Veterinary Public Health, Univ. of Veterinary Medicine, Vienna, Austria
- Austrian Competence Centre for Feed and Food Quality, Safety, and Innovation FFoQSI GmbH, Tulln, Austria
| | | | - Marie Milfort
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Torey Looft
- National Animal Disease Center, USDA-ARS, Ames, IA, 50010, USA
| | - Lilong Chai
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Gregory Zock
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Marlo Sommers
- U.S. National Poultry Research Center, USDA-ARS, Athens, GA, 30605, USA
| | - Supanon Tunim
- Dep. of Animal Science, Faculty of Agriculture, Khon Kaen Univ., Khon Kaen, 40002, Thailand
| | - Samuel E Aggrey
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
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16
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Pissetti C, Kich JD, Allen HK, Navarrete C, de Freitas Costa E, Morés N, Cardoso M. Antimicrobial resistance in commensal Escherichia coli and Enterococcus spp. isolated from pigs subjected to different antimicrobial administration protocols. Res Vet Sci 2021; 137:174-185. [PMID: 34000648 DOI: 10.1016/j.rvsc.2021.05.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 02/10/2021] [Accepted: 05/03/2021] [Indexed: 12/26/2022]
Abstract
The antimicrobial resistance (AMR) in human and animal pathogens is a global concern, and antimicrobial use (AMU) is considered the most important driver for its increase. The aim of this study was to assess AMR in Escherichia coli and Enterococcus spp. in faecal samples of pigs subjected to four different AMU protocols from birth to finishing: G1, no in-feed antimicrobials; G2: a total average dose 6018 mg antimicrobials/pig; G3: a total average dose 8127 mg antimicrobials/pig; and G4: a total average dose 15,678 mg antimicrobials/pig. Faecal samples were collected at six time points and AMR was assessed in both bacteria. The microbiota composition was assessed by 16S rRNA sequencing. Minor differences on the microbiota profile was observed among groups, but a lower Firmicutes:Bacteroidetes ratio was noted in G4. Escherichia coli and Enterococcus spp. strains isolated from all groups showed a high level of multi-drug resistance (MDR). The amount of antimicrobials used was significantly positively associated with the probability of MDR in both bacteria. Approximately 43% of the variation in MIC90 for colistin could be explained by AMU, and a one-day increase in administration of colistin increased MIC90 by 0.05 μg mL-1. In conclusion, the results suggest that the higher the use of antimicrobials in farms, the higher the MDR frequency and resistance to the highest priority critically important antimicrobials for humans in commensal gut bacteria of pigs.
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Affiliation(s)
- Caroline Pissetti
- Department of Preventive Veterinary Medicine, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil.
| | | | - Heather K Allen
- National Animal Disease Center, Food Safety and Enteric Pathogens, USDA-ARS, Ames, Iowa, USA.
| | - Claudia Navarrete
- Department of Preventive Veterinary Medicine, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil.
| | - Eduardo de Freitas Costa
- Laboratory of Veterinary Epidemiology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil.
| | - Nelson Morés
- Embrapa Suínos e Aves, Concórdia, Santa Catarina, Brazil.
| | - Marisa Cardoso
- Department of Preventive Veterinary Medicine, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil.
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17
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Ramadan M, Hetta HF, Saleh MM, Ali ME, Ahmed AA, Salah M. Alterations in skin microbiome mediated by radiotherapy and their potential roles in the prognosis of radiotherapy-induced dermatitis: a pilot study. Sci Rep 2021; 11:5179. [PMID: 33664352 PMCID: PMC7933139 DOI: 10.1038/s41598-021-84529-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Accepted: 02/15/2021] [Indexed: 02/08/2023] Open
Abstract
Radiotherapy-induced dermatitis (RID) is an inflammatory cutaneous disorder that is acquired as an adverse effect of undergoing radiotherapy. Skin microbiome dysbiosis has been linked to the outcomes of several dermatological diseases. To explore the skin microbiota of RID and deduce their underlying impact on the outcome of RID, cutaneous microbiomes of 78 RID patients and 20 healthy subjects were characterized by sequencing V1-V3 regions of 16S rRNA gene. In total, a significantly apparent reduction in bacterial diversity was detected in microbiomes of RID in comparison to controls. Overall, the raised Proteobacteria/ Firmicutes ratio was significantly linked to delayed recovery or tendency toward the permanence of RID (Kruskal Wallis: P = 2.66 × 10–4). Moreover, applying enterotyping on our samples stratified microbiomes into A, B, and C dermotypes. Dermotype C included overrepresentation of Pseudomonas, Staphylococcus and Stenotrophomonas and was markedly associated with delayed healing of RID. Strikingly, coexistence of diabetes mellitus and RID was remarkably correlated with a significant overrepresentation of Klebsiella or Pseudomonas and Staphylococcus. Metabolic abilities of skin microbiome could support their potential roles in the pathogenesis of RID. Cutaneous microbiome profiling at the early stages of RID could be indicative of prospective clinical outcomes and maybe a helpful guide for personalized therapy.
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Affiliation(s)
- Mohammed Ramadan
- Microbiology and Immunology Department, Faculty of Pharmacy, Al-Azhar University-Assiut Branch, Assiut, 71526, Egypt
| | - Helal F Hetta
- Department of Medical Microbiology and Immunology, Faculty of Medicine, Assiut University, Assiut, 71515, Egypt. .,Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, 45267-0595, USA.
| | - Moustafa M Saleh
- Microbiology and Immunology Department, Faculty of Pharmacy Port, Said University, Port Said, 42526, Egypt
| | - Mohamed E Ali
- Microbiology and Immunology Department, Faculty of Pharmacy, Al-Azhar University-Assiut Branch, Assiut, 71526, Egypt
| | - Ali Aya Ahmed
- Microbiology and Immunology Department, Faculty of Pharmacy, Sinai University, Ismaillia, 41611, Egypt
| | - Mohammed Salah
- Microbiology and Immunology Department, Faculty of Pharmacy Port, Said University, Port Said, 42526, Egypt
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18
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Stricker E, Crain G, Rudgers J, Sinsabaugh R, Fernandes V, Nelson C, Giraldo-Silva A, Garcia-Pichel F, Belnap J, Darrouzet-Nardi A. What Could Explain δ 13C Signatures in Biocrust Cyanobacteria of Drylands? MICROBIAL ECOLOGY 2021; 81:134-145. [PMID: 32621211 DOI: 10.1007/s00248-020-01536-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 05/29/2020] [Indexed: 06/11/2023]
Abstract
Dryland ecosystems are increasing in geographic extent and contribute greatly to interannual variability in global carbon dynamics. Disentangling interactions among dominant primary producers, including plants and autotrophic microbes, can help partition their contributions to dryland C dynamics. We measured the δ13C signatures of biological soil crust cyanobacteria and dominant plant species (C3 and C4) across a regional scale in the southwestern USA to determine if biocrust cyanobacteria were coupled to plant productivity (using plant-derived C mixotrophically), or independent of plant activity (and therefore purely autotrophic). Cyanobacterial assemblages located next to all C3 plants and one C4 species had consistently more negative δ13C (by 2‰) than the cyanobacteria collected from plant interspaces or adjacent to two C4 Bouteloua grass species. The differences among cyanobacterial assemblages in δ13C could not be explained by cyanobacterial community composition, photosynthetic capacity, or any measured leaf or root characteristics (all slopes not different from zero). Thus, microsite differences in abiotic conditions near plants, rather than biotic interactions, remain a likely mechanism underlying the observed δ13C patterns to be tested experimentally.
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Affiliation(s)
- Eva Stricker
- Department of Biology, University of New Mexico, Albuquerque, NM, 87131, USA.
| | - Grace Crain
- Department of Biological Sciences, University of Texas El Paso, El Paso, TX, 79968, USA
| | - Jenn Rudgers
- Department of Biology, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Robert Sinsabaugh
- Department of Biology, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Vanessa Fernandes
- School of Life Sciences, Arizona State University, Tempe, AZ, 85287, USA
- Center for Fundamental and Applied Microbiomics, Biodesign Institute, Arizona State University, Tempe, AZ, 85287, USA
| | - Corey Nelson
- School of Life Sciences, Arizona State University, Tempe, AZ, 85287, USA
- Center for Fundamental and Applied Microbiomics, Biodesign Institute, Arizona State University, Tempe, AZ, 85287, USA
| | - Ana Giraldo-Silva
- School of Life Sciences, Arizona State University, Tempe, AZ, 85287, USA
- Center for Fundamental and Applied Microbiomics, Biodesign Institute, Arizona State University, Tempe, AZ, 85287, USA
| | | | - Jayne Belnap
- US Geological Survey, Southwest Biological Science Center, Moab, UT, 84532, USA
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19
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Romanis CS, Pearson LA, Neilan BA. Cyanobacterial blooms in wastewater treatment facilities: Significance and emerging monitoring strategies. J Microbiol Methods 2020; 180:106123. [PMID: 33316292 DOI: 10.1016/j.mimet.2020.106123] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 12/06/2020] [Accepted: 12/08/2020] [Indexed: 12/30/2022]
Abstract
Municipal wastewater treatment facilities (WWTFs) are prone to the proliferation of cyanobacterial species which thrive in stable, nutrient-rich environments. Dense cyanobacterial blooms frequently disrupt treatment processes and the supply of recycled water due to their production of extracellular polymeric substances, which hinder microfiltration, and toxins, which pose a health risk to end-users. A variety of methods are employed by water utilities for the identification and monitoring of cyanobacteria and their toxins in WWTFs, including microscopy, flow cytometry, ELISA, chemoanalytical methods, and more recently, molecular methods. Here we review the literature on the occurrence and significance of cyanobacterial blooms in WWTFs and discuss the pros and cons of the various strategies for monitoring these potentially hazardous events. Particular focus is directed towards next-generation metagenomic sequencing technologies for the development of site-specific cyanobacterial bloom management strategies. Long-term multi-omic observations will enable the identification of indicator species and the development of site-specific bloom dynamics models for the mitigation and management of cyanobacterial blooms in WWTFs. While emerging metagenomic tools could potentially provide deep insight into the diversity and flux of problematic cyanobacterial species in these systems, they should be considered a complement to, rather than a replacement of, quantitative chemoanalytical approaches.
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Affiliation(s)
- Caitlin S Romanis
- School of Environmental and Life Sciences, University of Newcastle, Newcastle 2308, Australia
| | - Leanne A Pearson
- School of Environmental and Life Sciences, University of Newcastle, Newcastle 2308, Australia
| | - Brett A Neilan
- School of Environmental and Life Sciences, University of Newcastle, Newcastle 2308, Australia.
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20
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Bucher MG, Zwirzitz B, Oladeinde A, Cook K, Plymel C, Zock G, Lakin S, Aggrey SE, Ritz C, Looft T, Lipp E, Agga GE, Abdo Z, Sistani KR. Reused poultry litter microbiome with competitive exclusion potential against Salmonella Heidelberg. JOURNAL OF ENVIRONMENTAL QUALITY 2020; 49:869-881. [PMID: 33016484 DOI: 10.1002/jeq2.20081] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 03/20/2020] [Accepted: 04/03/2020] [Indexed: 05/24/2023]
Abstract
The success of poultry litter reuse in U.S. poultry production can be attributed to the efficient treatment methods used by producers during downtimes (the time lapse between consecutive flocks, during which the broiler house is empty). During this period, reused litter may be decaked, tilled/windrowed, or treated with acid-based amendments to reduce ammonia and bacteria levels. Competitive exclusion, pH, and temperature are proposed factors that influence the level of pathogens and the overall litter microbiome during downtimes. We previously reported on the bacterial genetic factors associated with the fitness of two strains of Salmonella enterica serovar Heidelberg (SH) incubated for 14 d in reused litter. Here, we investigated the physicochemical parameters and the microbiome of the litter correlating with SH abundance during this period. We used 16S ribosomal RNA gene sequencing to determine the litter microbiome and whole genome sequencing to characterize bacteria with competitive exclusion potential against SH. The β diversity of the litter microbiome was significantly affected by the duration of incubation, microcosm, and microcosm plus Heidelberg strain combinations. In addition, β diversity was significantly affected by litter parameters, including NH4 , pH, moisture, water activity, and aluminum. The major phyla observed in the reused litter throughout the 14-d incubation experiment were Firmicutes and Actinobacteria, although their abundance differed by microcosm and time. Amplicon-specific variants homologous to the members of the genera Nocardiopsis and Lentibacillus and the family Bacillaceae_2 were found to significantly correlate with the abundance of Salmonella. A consortium of Bacillus subtilis strains isolated from the litter microcosms reduced the growth of SH in vitro.
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Affiliation(s)
| | - Benjamin Zwirzitz
- Institute of Food Safety, Food Technology and Veterinary Public Health, Univ. of Veterinary Medicine, Vienna, 1210, Austria
- Austrian Competence Centre for Feed and Food Quality, Safety and Innovation FFoQSI GmbH, Tulln, 3430, Austria
| | | | - Kimberly Cook
- USDA-ARS, U.S. National Poultry Research Center, Athens, GA, USA
| | - Caroline Plymel
- Environmental Health Sciences Dep., Univ. of Georgia, Athens, GA, 30602, USA
| | - Gregory Zock
- USDA-ARS, U.S. National Poultry Research Center, Athens, GA, USA
| | - Steven Lakin
- Dep. of Microbiology, Immunology and Pathology, Colorado State Univ., Fort Collins, CO, 80523, USA
| | - Samuel E Aggrey
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Casey Ritz
- Dep. of Poultry Science, Univ. of Georgia, Athens, GA, 30602, USA
| | - Torey Looft
- USDA-ARS, National Animal Disease Center, Ames, IA, 50010, USA
| | - Erin Lipp
- Environmental Health Sciences Dep., Univ. of Georgia, Athens, GA, 30602, USA
| | - Getahun E Agga
- USDA-ARS, Food Animal Environmental Systems Research, Bowling Green, KY, 42101, USA
| | - Zaid Abdo
- Dep. of Microbiology, Immunology and Pathology, Colorado State Univ., Fort Collins, CO, 80523, USA
| | - Karamat R Sistani
- USDA-ARS, Food Animal Environmental Systems Research, Bowling Green, KY, 42101, USA
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21
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Ricker N, Trachsel J, Colgan P, Jones J, Choi J, Lee J, Coetzee JF, Howe A, Brockmeier SL, Loving CL, Allen HK. Toward Antibiotic Stewardship: Route of Antibiotic Administration Impacts the Microbiota and Resistance Gene Diversity in Swine Feces. Front Vet Sci 2020; 7:255. [PMID: 32509805 PMCID: PMC7249142 DOI: 10.3389/fvets.2020.00255] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 04/17/2020] [Indexed: 12/11/2022] Open
Abstract
Oral antibiotics are a critical tool for fighting bacterial infections, yet their use can have negative consequences, such as the disturbance of healthy gut bacterial communities and the dissemination of antibiotic residues in feces. Altering antibiotic administration route may limit negative impacts on intestinal microbiota and reduce selective pressure for antimicrobial resistance genes (ARG) persistence and mobility. Thus, a study was performed in pigs to evaluate route of therapeutic oxytetracycline (oxytet) administration, an antibiotic commonly used in the U.S. swine industry, on intestinal microbial diversity and ARG abundance. Given that oral antibiotics would be in direct contact with intestinal bacteria, we hypothesized that oral administration would cause a major shift in intestinal bacterial community structure when compared to injected antibiotic. We further postulated that the impact would extend to the diversity and abundance of ARG in swine feces. At approximately 3 weeks-of-age, piglets were separated into three groups (n = 21–22 per group) with two groups receiving oxytet (one via injection and the second via feed) and a third non-medicated group. Oxytet levels in the plasma indicated injected antibiotic resulted in a spike 1 day after administration, which decreased over time, though oxytet was still detected in plasma 14 days after injection. Conversely, in-feed oxytet delivery resulted in lower but less variable oxytet levels in circulation and high concentrations in feces. Similar trends were observed in microbial community changes regardless of route of oxytet administration; however, the impact on the microbial community was more pronounced at all time points and in all samples with in-feed administration. Fecal ARG abundance was increased with in-feed administration over injected, with genes for tetracycline and aminoglycoside resistance enriched specifically in the feces of the in-feed group. Sequencing of plasmid-enriched samples revealed multiple genetic contexts for the resistance genes detected and highlighted the potential role of small plasmids in the movement of antibiotic resistance genes. The findings are informative for disease management in food animals, but also manure management and antibiotic therapy in human medicine for improved antibiotic stewardship.
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Affiliation(s)
- Nicole Ricker
- Food Safety and Enteric Pathogens Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States.,Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, United States
| | - Julian Trachsel
- Food Safety and Enteric Pathogens Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States
| | - Phillip Colgan
- Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, United States
| | - Jennifer Jones
- Food Safety and Enteric Pathogens Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States
| | - Jinlyung Choi
- Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, United States
| | - Jaejin Lee
- Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, United States
| | - Johann F Coetzee
- College of Veterinary Medicine, Kansas State University, Manhattan, KS, United States
| | - Adina Howe
- Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, United States
| | - Susan L Brockmeier
- Virus and Prion Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States
| | - Crystal L Loving
- Food Safety and Enteric Pathogens Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States
| | - Heather K Allen
- Food Safety and Enteric Pathogens Research Unit, ARS-USDA National Animal Disease Center, Ames, IA, United States
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22
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Mir RA, Schaut RG, Looft T, Allen HK, Sharma VK, Kudva IT. Recto-Anal Junction (RAJ) and Fecal Microbiomes of Cattle Experimentally Challenged With Escherichia coli O157:H7. Front Microbiol 2020; 11:693. [PMID: 32362883 PMCID: PMC7181329 DOI: 10.3389/fmicb.2020.00693] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 03/25/2020] [Indexed: 01/27/2023] Open
Abstract
Cattle are the asymptomatic reservoirs of Escherichia coli O157:H7 (O157) that preferentially colonizes the bovine recto-anal junction (RAJ). Understanding the influence of O157 on the diversity of the RAJ microbiota could give insights into its persistence at the RAJ in cattle. Hence, we compared changes in bovine RAJ and fecal microbiota following O157 challenge under experimental conditions. Cattle were either orally challenged (n = 4) with1010 CFU of a streptomycin-resistant O157 strain 86-24, or mock-challenged (n = 4) with phosphate buffered saline. Rectoanal mucosal swab (RAMS) and fecal samples were collected at different time points for analysis. Alpha diversity measures (Chao1 species richness and Shannon diversity index) were found to be significantly different between RAMS and fecal samples but not influenced by O157 challenge. The Firmicutes to Bacteroidetes (F: B) ratio was higher in RAMS samples from O157 colonized animals and this may have influenced the consistent yet decreased O157 colonization at the RAJ. Specific bacterial genera that were present in relative low abundance in fecal and RAMS microbiota did not affect overall microbial diversity but were associated with O157 colonization. Differential abundance analysis (DAA) of genera in samples from O157 shedding cattle indicated significantly higher relative abundance of Paenibacillus and Fusobacterium in RAMS, and Tyzzerella in fecal samples. Mock-challenged cattle showed higher relative abundance of Intestinimonas and Citrobacter in RAMS samples, and Succinivibrio, and Prevotella 1 in fecal samples. These results suggest that O157 challenge exerts transient influence on the intestinal microbial community which in turn might promote O157 colonization in a site-specific manner.
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Affiliation(s)
- Raies A Mir
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States.,ARS Research Participation Program, Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN, United States
| | - Robert G Schaut
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States.,ARS Research Participation Program, Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN, United States
| | - Torey Looft
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States
| | - Heather K Allen
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States
| | - Vijay K Sharma
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States
| | - Indira T Kudva
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, United States
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23
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Ramadan M, Solyman S, Yones M, Abdallah Y, Halaby H, Hanora A. Skin Microbiome Differences in Atopic Dermatitis and Healthy Controls in Egyptian Children and Adults, and Association with Serum Immunoglobulin E. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2020; 23:247-260. [PMID: 31100040 DOI: 10.1089/omi.2019.0011] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Atopic dermatitis (AD) is a complex, multifactorial, chronic pruritic inflammatory skin disease. We report the first microbiome study and new insights on the relationship between skin microbiota variation and AD susceptibility in a population sample from Egypt. We characterized the skin microbiome in 75 patients with AD and 20 healthy controls using Illumina MiSeq sequencing of 16S rRNA gene. Overall, bacterial diversity of skin microbiome in patients with AD was less than those of the healthy subjects. Genus level analysis revealed significant abundance variations by age, disease severity, locality, or immune response. Among these genera, Streptococcus, Cutibacterium, and Corynebacterium appeared to be specific signatures for AD in children, adolescents, and adults, respectively, while Staphylococcus was noted as a potential biomarker candidate for AD. Additionally, functional potential of metagenomes shifted the overall metabolic pathways to participate in the exacerbation of disease. Total immunoglobulin E (IgE) levels were positively correlated with relative enrichment of certain Staphylococcus aureus subspecies. Finally, AD-related differences in skin bacterial diversity appeared to be in part linked to the serum IgE level. These new observations attest to the promise of microbiome science and metagenomic analysis in AD specifically, and clinical dermatology broadly.
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Affiliation(s)
- Mohammed Ramadan
- 1 Department of Microbiology and Immunology, Faculty of Pharmacy, Al-Azhar University, Assiut, Egypt
| | - Samar Solyman
- 2 Department of Microbiology and Immunology, Faculty of Pharmacy, Suez Canal University, Ismaillia, Egypt
| | - Mamdouh Yones
- 1 Department of Microbiology and Immunology, Faculty of Pharmacy, Al-Azhar University, Assiut, Egypt
| | - Yasser Abdallah
- 3 Department of Dermatology, Faculty of Medicine, Al-Azhar University, Assiut, Egypt
| | - Hamada Halaby
- 1 Department of Microbiology and Immunology, Faculty of Pharmacy, Al-Azhar University, Assiut, Egypt
| | - Amro Hanora
- 2 Department of Microbiology and Immunology, Faculty of Pharmacy, Suez Canal University, Ismaillia, Egypt
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24
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Mir RA, Schaut RG, Allen HK, Looft T, Loving CL, Kudva IT, Sharma VK. Cattle intestinal microbiota shifts following Escherichia coli O157:H7 vaccination and colonization. PLoS One 2019; 14:e0226099. [PMID: 31805148 PMCID: PMC6894827 DOI: 10.1371/journal.pone.0226099] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Accepted: 11/18/2019] [Indexed: 11/22/2022] Open
Abstract
Vaccination-induced Escherichia coli O157:H7-specific immune responses have been shown to reduce E. coli O157:H7 shedding in cattle. Although E. coli O157:H7 colonization is correlated with perturbations in intestinal microbial diversity, it is not yet known whether vaccination against E. coli O157:H7 could cause shifts in bovine intestinal microbiota. To understand the impact of E. coli O157:H7 vaccination and colonization on intestinal microbial diversity, cattle were vaccinated with two doses of different E. coli O157:H7 vaccine formulations. Six weeks post-vaccination, the two vaccinated groups (Vx-Ch) and one non-vaccinated group (NonVx-Ch) were orally challenged with E. coli O157:H7. Another group was neither vaccinated nor challenged (NonVx-NonCh). Fecal microbiota analysis over a 30-day period indicated a significant (FDR corrected, p <0.05) association of bacterial community structure with vaccination until E. coli O157:H7 challenge. Shannon diversity index and species richness were significantly lower in vaccinated compared to non-vaccinated groups after E. coli O157:H7 challenge (p < 0.05). The Firmicutes:Bacteroidetes ratio (p > 0.05) was not associated with vaccination but the relative abundance of Proteobacteria was significantly lower (p < 0.05) in vaccinated calves after E. coli O157:H7 challenge. Similarly, Vx-Ch calves had higher relative abundance of Paeniclostridium spp. and Christenellaceae R7 group while Campylobacter spp., and Sutterella spp. were more abundant in NonVx-Ch group post-E. coli O157:H7 challenge. Only Vx-Ch calves had significantly higher (p < 0.001) E. coli O157:H7-specific serum IgG but no detectable E. coli O157:H7-specific IgA. However, E. coli O157:H7-specific IL-10-producing T cells were detected in vaccinated animals prior to challenge, but IFN-γ-producing T cells were not detected. Neither E. coli O157:H7-specific IgG nor IgA were detected in blood or feces, respectively, of NonVx-Ch and NonVx-NonCh groups prior to or post vaccinations. Both Vx-Ch and NonVx-Ch animals shed detectable levels of challenge strain during the course of the study. Despite the lack of protection with the vaccine formulations there were detectable shifts in the microbiota of vaccinated animals before and after challenge with E. coli O157:H7.
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Affiliation(s)
- Raies A. Mir
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
- Oak Ridge Institute for Science and Education (ORISE), ARS Research Participation Program, Oak Ridge, TN, United States of America
| | - Robert G. Schaut
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
- Oak Ridge Institute for Science and Education (ORISE), ARS Research Participation Program, Oak Ridge, TN, United States of America
| | - Heather K. Allen
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
| | - Torey Looft
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
| | - Crystal L. Loving
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
| | - Indira T. Kudva
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
- * E-mail: (VKS); (ITK)
| | - Vijay K. Sharma
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U.S. Department of Agriculture, Ames, IA, United States of America
- * E-mail: (VKS); (ITK)
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25
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Influence of Colostrum and Vitamins A, D 3, and E on Early Intestinal Colonization of Neonatal Holstein Calves Infected with Mycobacterium avium subsp. paratuberculosis. Vet Sci 2019; 6:vetsci6040093. [PMID: 31756892 PMCID: PMC6958420 DOI: 10.3390/vetsci6040093] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 11/14/2019] [Accepted: 11/15/2019] [Indexed: 12/11/2022] Open
Abstract
Exposure of neonates to Mycobacterium avium subsp. paratuberculosis (MAP) via infected dams is the primary mode of transmission of Johne’s disease. Little is known about the impacts of feeding colostrum and supplemental vitamins on the gut microbiome in calves exposed to MAP. In the present study, calves were assigned at birth to one of six treatment groups: (1) Colostrum deprived (CD), no vitamins; (2) colostrum replacer (CR), no vitamins; (3) CR, vitamin A; (4) CR, vitamin D3; (5) CR, vitamin E; (6) CR, vitamins A, D3, E, with five calves per treatment in a 14-day study. All calves were orally inoculated with MAP on days 1 and 3 of the study. Differences due to vitamin supplementation were not significant but treatment groups CR-A, CR-E, and CR-ADE had higher numbers of MAP-positive tissues overall. Shannon diversity indices demonstrated regional differences in microbial communities, primarily Proteobacteria, Bacteroidetes, and Firmicutes, between the ileum, cecum, and spiral colon of all calves. CD calves exhibited increased richness compared with CR calves in the cecum and spiral colon and harbored increased Proteobacteria and decreased Bacteroidetes in the mucosa compared with the lumen for all three tissues. Overall, supplementation with vitamins did not appear to influence gut microbiome or impact MAP infection. Feeding of colostrum influenced gut microbiome and resulted in fewer incidences of dysbiosis.
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26
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Trachsel J, Briggs C, Gabler NK, Allen HK, Loving CL. Dietary Resistant Potato Starch Alters Intestinal Microbial Communities and Their Metabolites, and Markers of Immune Regulation and Barrier Function in Swine. Front Immunol 2019; 10:1381. [PMID: 31275319 PMCID: PMC6593117 DOI: 10.3389/fimmu.2019.01381] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 05/31/2019] [Indexed: 01/10/2023] Open
Abstract
Interactions between diet, the microbiota, and the host set the ecological conditions in the gut and have broad implications for health. Prebiotics are dietary compounds that may shift conditions toward health by promoting the growth of beneficial microbes that produce metabolites capable of modulating host cells. This study's objective was to assess how a dietary prebiotic could impact host tissues via modulation of the intestinal microbiota. Pigs fed a diet amended with 5% resistant potato starch (RPS) exhibited alterations associated with gut health relative to swine fed an unamended control diet (CON). RPS intake increased abundances of anaerobic Clostridia in feces and several tissues, as well as intestinal concentrations of butyrate. Functional gene amplicons suggested bacteria similar to Anaerostipes hadrus were stimulated by RPS intake. The CON treatment exhibited increased abundances of several genera of Proteobacteria (which utilize respiratory metabolisms) in several intestinal locations. RPS intake increased the abundance of regulatory T cells in the cecum, but not periphery, and cecal immune status alterations were indicative of enhanced mucosal defenses. A network analysis of host and microbial changes in the cecum revealed that regulatory T cells positively correlated with butyrate concentration, luminal IgA concentration, expression of IL-6 and DEF1B, and several mucosa-associated bacterial taxa. Thus, the administration of RPS modulated the microbiota and host immune status, altering markers of cecal barrier function and immunological tolerance, and suggesting a reduced niche for bacterial respiration.
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Affiliation(s)
- Julian Trachsel
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, Ames, IA, United States.,Interdepartmental Microbiology Graduate Program, Iowa State University, Ames, IA, United States
| | - Cassidy Briggs
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, Ames, IA, United States.,Summer Scholar Research Program, College of Veterinary Medicine, Iowa State University, Ames, IA, United States
| | - Nicholas K Gabler
- Department of Animal Science, Iowa State University, Ames, IA, United States
| | - Heather K Allen
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, Ames, IA, United States
| | - Crystal L Loving
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, Ames, IA, United States
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27
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Johnson TA, Sylte MJ, Looft T. In-feed bacitracin methylene disalicylate modulates the turkey microbiota and metabolome in a dose-dependent manner. Sci Rep 2019; 9:8212. [PMID: 31160613 PMCID: PMC6547706 DOI: 10.1038/s41598-019-44338-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 05/10/2019] [Indexed: 02/04/2023] Open
Abstract
Beginning in 2017, the subtherapeutic use of most antibiotic compounds for growth promotion in food producing animals in the US was prohibited, highlighting the need to discover alternative growth promotants. Identifying the mechanism of action of growth promoting antibiotics may aid in the discovery of antibiotic alternatives. We describe the effects of feeding a subtherapeutic (50 g/ton of feed) and therapeutic (200 g/ton) concentration of bacitracin methylene disalicylate (BMD) to commercial turkeys for 14 weeks, and its effect on turkey intestinal microbial communities and cecal metabolomes. Both BMD concentrations had an immediate and lasting impact on the microbiota structure, and reduced bacterial richness through the end of the study (12 weeks). Metabolomic analysis identified 712 biochemicals, and 69% of metabolites were differentially present in BMD treated turkeys for at least one time point (q < 0.1). Amino acids, carbohydrates, nucleotides, peptides, and lipids were decreased in the turkey ceca early after BMD administration. Long-term metabolome alterations continued even after withdrawal of BMD. The microbial composition, determined by 16S rRNA gene sequencing, was predictive of the metabolome, indicating a connection between the microbiome and metabolome. In-feed BMD may cause bacterial metabolic shifts, leading to beneficial traits that can be targeted to improve animal health and production.
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Affiliation(s)
- Timothy A Johnson
- National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, 50010, USA.,Department of Animal Sciences, Purdue University, 270S Russell St., West Lafayette, IN, 47907, USA
| | - Matthew J Sylte
- National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, 50010, USA
| | - Torey Looft
- National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, 50010, USA.
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28
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Ji Y, Park S, Chung Y, Kim B, Park H, Huang E, Jeong D, Jung HY, Kim B, Hyun CK, Holzapfel WH. Amelioration of obesity-related biomarkers by Lactobacillus sakei CJLS03 in a high-fat diet-induced obese murine model. Sci Rep 2019; 9:6821. [PMID: 31048785 PMCID: PMC6497927 DOI: 10.1038/s41598-019-43092-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Accepted: 04/10/2019] [Indexed: 12/17/2022] Open
Abstract
Recent progresses in clinical diagnostic analyses have demonstrated the decisive influence of host gut microbiota on the status of metabolic disorders. Short chain fatty acids (SCFAs) produced by gut microbiota, in particular, are considered as a key biomarker, both of communication between gut microbiota and the host, and of impact on host metabolic homeostasis. Microbiota modulation and concomitant anti-obesity effects of probiotics have been reported by different researchers. However, the underlying modulatory functions of probiotics on gut microbiota towards host metabolic homeostasis are still not fully understood. In this study, the impact of Lactobacillus sakei CJLS03 (isolated from Korean kimchi) on obesity-related biomarkers was investigated using a diet-induced obese mouse model. Body weight increase, SCFAs, the gut microbiota and various obesity-associated biomarkers were significantly and beneficially influenced by L. sakei CJLS03 administration compared to the control groups. Analytical data on faecal samples support the role of the colonic microbial population in SCFA production. The composition of the latter may be influenced by modulation of the distal gastro-intestinal microbiota by putative probiotics such as L. sakei CJLS03.
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Affiliation(s)
- Yosep Ji
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Soyoung Park
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Youngmee Chung
- CJ Blossom Park, 42, Gwanggyo-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do, 16495, Republic of Korea
| | - Bobae Kim
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
- School of Life Science, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Haryung Park
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Eunchong Huang
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Dahye Jeong
- CJ Blossom Park, 42, Gwanggyo-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do, 16495, Republic of Korea
| | - Hoe-Yune Jung
- Department of Life Science, Division of Integrative Biosciences and Biotechnology, POSTECH, Pohang, Gyungbuk, 37673, Republic of Korea
| | - Bongjoon Kim
- CJ Blossom Park, 42, Gwanggyo-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do, 16495, Republic of Korea
| | - Chang-Kee Hyun
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
- School of Life Science, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea
| | - Wilhelm H Holzapfel
- Advanced Green Energy and Environment, Handong Global University, Pohang, Gyungbuk, 37554, Republic of Korea.
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29
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Chlortetracycline Enhances Tonsil Colonization and Fecal Shedding of Multidrug-Resistant Salmonella enterica Serovar Typhimurium DT104 without Major Alterations to the Porcine Tonsillar and Intestinal Microbiota. Appl Environ Microbiol 2019; 85:AEM.02354-18. [PMID: 30530706 DOI: 10.1128/aem.02354-18] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Accepted: 11/28/2018] [Indexed: 12/31/2022] Open
Abstract
Salmonella spp. are estimated to cause 1.2 million cases of human foodborne illness each year in the United States, and pigs can often be asymptomatically colonized with Salmonella spp. (>50% of farms). Recent reports state that 18.3% of Salmonella enterica serovar Typhimurium isolates are resistant to ≥3 antimicrobial classes, and multidrug-resistant (MDR) strains are associated with an increased hospitalization rate and other complications. Chlortetracycline is commonly used in swine production to prevent/treat various diseases; therefore, chlortetracycline treatment of pigs unknowingly colonized with MDR Salmonella may have collateral effects on Salmonella spp. (and other gut bacteria). In this study, we determined the effect of in-feed chlortetracycline (400 g/ton) on shedding and colonization of pigs challenged with the MDR S Typhimurium strain DT104 (n = 11/group). We also assessed the impact on the fecal microbiota over the 12-day experimental period and on the ileum, cecum, and tonsil microbiota at 7 days postinoculation (dpi). In MDR S Typhimurium-inoculated pigs, chlortetracycline administration significantly increased fecal shedding at 2 dpi (+1.4 log10 CFU/g; P < 0.001) and enhanced tonsil colonization (+3.1 log10 CFU/g; P < 0.001). There were few major alterations detected in the gut or tonsillar microbiota of pigs treated with MDR S Typhimurium and/or chlortetracycline. The tonsillar transcriptome was largely unaffected despite increased colonization by MDR S Typhimurium following inoculation of the chlortetracycline-treated pigs. These results highlight the idea that chlortetracycline administration can enhance shedding and colonization of MDR S Typhimurium in pigs, which could increase the risk of environmental dissemination of MDR Salmonella strains.IMPORTANCE Salmonella spp. are an important cause of foodborne illness in North America, and pork products are associated with sporadic cases and outbreaks of human salmonellosis. Isolates of Salmonella may be resistant to multiple antibiotics, and infections with multidrug-resistant (MDR) Salmonella spp. are more difficult to treat, leading to increased hospitalization rates. Swine operations commonly use antimicrobials, such as chlortetracycline, to prevent/treat infections, which may have collateral effects on pig microbial populations. Recently, we demonstrated that chlortetracycline induces the expression of genes associated with pathogenesis and invasion in MDR Salmonella enterica serovar Typhimurium in vitro In our current study, we show increased tonsillar colonization and fecal shedding of the MDR S Typhimurium strain DT104 from pigs administered chlortetracycline. Therefore, pigs unknowingly colonized with multidrug-resistant Salmonella spp. and receiving chlortetracycline for an unrelated infection may be at a greater risk for disseminating MDR Salmonella spp. to other pigs and to humans through environmental or pork product contamination.
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30
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Mir RA, Kleinhenz MD, Coetzee JF, Allen HK, Kudva IT. Fecal microbiota changes associated with dehorning and castration stress primarily affects light-weight dairy calves. PLoS One 2019; 14:e0210203. [PMID: 30673718 PMCID: PMC6344101 DOI: 10.1371/journal.pone.0210203] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2018] [Accepted: 12/18/2018] [Indexed: 12/31/2022] Open
Abstract
Gastrointestinal tract (GIT) microbiota and stress can impact animal health. Studies have shown that perturbations in the GIT microbiota can influence host health and productivity by affecting physiological homeostasis, metabolism, hematopoiesis and inflammation. The present study aimed to evaluate possible effects of dehorning and castration stress on the GIT microbiota of dairy calves. Dehorning and castration are routinely performed on over 90% of dairy farms, and analgesics like flunixin meglumine (FLU) are given at the time of these procedures to reduce pain. We analyzed fecal microbiota of 24 weaned male dairy calves at two different stages in their life (at 10 weeks for dehorning and 36 weeks age for castration) to determine any GIT microbiota changes due to these stressful procedures and the FLU treatment. Dehorning was performed using an electrocautery dehorner applied to the horn for 10 seconds, and surgical castration was used as the castration method. Our analysis showed that the Shannon diversity index was significantly higher in animals that were not dehorned compared to dehorned animals. Castration stress also resulted in a significant decrease in Shannon diversity index, which was more pronounced in lower weight calves. Body weight and stress had significant effects on the taxonomic profiles of the GIT microbiota. There was a significant difference in the GIT bacterial community structure between heavy- and light-weight calves at Day 3 after castration but not at Day 0 (prior to castration). Our results indicate that dehorning and castration stress reduced microbial diversity of the GIT microbiota, but only in light-weight calves. This work is important for elucidating biological effects of stress on dairy calves and identifying potential modulation points in the microbiota of these food-producing animals to improve animal health and production.
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Affiliation(s)
- Raies A Mir
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U S Department of Agriculture, Ames, Iowa.,Oak Ridge Institute for Science and Education (ORISE), ARS Research Participation Program, Oak Ridge, Tennessee
| | - Michael D Kleinhenz
- Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, Iowa.,Department of Anatomy and Physiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas
| | - Johann F Coetzee
- Department of Anatomy and Physiology, College of Veterinary Medicine, Kansas State University, Manhattan, Kansas
| | - Heather K Allen
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U S Department of Agriculture, Ames, Iowa
| | - Indira T Kudva
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, U S Department of Agriculture, Ames, Iowa
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31
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Makiola A, Dickie IA, Holdaway RJ, Wood JR, Orwin KH, Lee CK, Glare TR. Biases in the metabarcoding of plant pathogens using rust fungi as a model system. Microbiologyopen 2018; 8:e00780. [PMID: 30585441 PMCID: PMC6612544 DOI: 10.1002/mbo3.780] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 11/14/2018] [Accepted: 11/15/2018] [Indexed: 01/24/2023] Open
Abstract
Plant pathogens such as rust fungi (Pucciniales) are of global economic and ecological importance. This means there is a critical need to reliably and cost-effectively detect, identify, and monitor these fungi at large scales. We investigated and analyzed the causes of differences between next-generation sequencing (NGS) metabarcoding approaches and traditional DNA cloning in the detection and quantification of recognized species of rust fungi from environmental samples. We found significant differences between observed and expected numbers of shared rust fungal operational taxonomic units (OTUs) among different methods. However, there was no significant difference in relative abundance of OTUs that all methods were capable of detecting. Differences among the methods were mainly driven by the method's ability to detect specific OTUs, likely caused by mismatches with the NGS metabarcoding primers to some Puccinia species. Furthermore, detection ability did not seem to be influenced by differences in sequence lengths among methods, the most appropriate bioinformatic pipeline used for each method, or the ability to detect rare species. Our findings are important to future metabarcoding studies, because they highlight the main sources of difference among methods, and rule out several mechanisms that could drive these differences. Furthermore, strong congruity among three fundamentally different and independent methods demonstrates the promising potential of NGS metabarcoding for tracking important taxa such as rust fungi from within larger NGS metabarcoding communities. Our results support the use of NGS metabarcoding for the large-scale detection and quantification of rust fungi, but not for confirming the absence of species.
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Affiliation(s)
- Andreas Makiola
- Agroécologie, AgroSup Dijon, INRAUniversité Bourgogne, Université Bourgogne Franche‐ComtéDijonFrance,Bio‐Protection Research CentreLincoln UniversityLincolnNew Zealand
| | - Ian A. Dickie
- Bio‐Protection Research Centre, School of Biological SciencesUniversity of CanterburyNew Zealand
| | | | - Jamie R. Wood
- Manaaki Whenua – Landcare ResearchLincolnNew Zealand
| | - Kate H. Orwin
- Manaaki Whenua – Landcare ResearchLincolnNew Zealand
| | - Charles K. Lee
- Waikato DNA Sequencing Facility, School of ScienceUniversity of WaikatoHamiltonNew Zealand
| | - Travis R. Glare
- Bio‐Protection Research CentreLincoln UniversityLincolnNew Zealand
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32
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Microbial Endophytes that Live within the Seeds of Two Tomato Hybrids Cultivated in Argentina. AGRONOMY-BASEL 2018. [DOI: 10.3390/agronomy8080136] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Tomato (Solanum lycopersicum L.) is probably the most important vegetable consumed around the world, and like other produce is affected by stresses and diseases that reduce the yield and production. The purpose of this work was to study the phytobiome of the tomato seeds of two hybrids in order to understand first of all whether tomato cultivars host similar groups of organisms, as well as their effect on the community structure, particularly of those microbes with the potential to promote growth and/or control plant pathogens. Different cultivars of tomato (genotypes) host significantly different endophytic communities, which is also reflected at the order level. These communities are particularly rich in spore-forming bacteria that have the ability either to promote plant growth or synthetize antimicrobial compounds that deter plant pathogens. We conclude that the seeds of the tomato cultivars Elpida and Silverio are sources of endophytic bacteria capable of synthetizing antifungal substances that could potentially be used for biocontrol against plant-pathogenic fungi.
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33
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Bakker MG, Looft T, Alt DP, Delate K, Cambardella CA. Bulk soil bacterial community structure and function respond to long-term organic and conventional agricultural management. Can J Microbiol 2018; 64:901-914. [PMID: 30058369 DOI: 10.1139/cjm-2018-0134] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Understanding how soil microbiomes respond to management is essential to maximizing soil health. We contrasted microbiomes in bulk soil under long-term organic and conventional management in a grain production setting. Management category significantly impacted the relative abundances of 17% of the most abundant taxa. Both conventional and organic management favored particular taxa, but these effects were not reflected in summary richness and diversity indices. Management systems also lead to differences in soil edaphic properties, including pH and nutrient status; this may have been the mechanism by which change in the prokaryote community was enacted. Community change between years of sampling was less pronounced, with only 6 taxa differentially abundant among years. Management category also impacted the abundance of functional genes related to the production and consumption of greenhouse gases. Particulate methane monooxygenase genes were more frequent in soil under organic management, while soluble methane monooxygenase genes were more frequent in soil under conventional management in 1 of 2 years. Nitrous oxide reductase genes were significantly less abundant in soils under second-year alfalfa than in soils under corn. This work highlights the ability of agricultural management to enact broad rearrangements to the structure of bulk soil bacterial communities.
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Affiliation(s)
- Matthew G Bakker
- a National Laboratory for Agriculture and the Environment, USDA ARS, 1015 N University Boulevard, Ames, IA 50011, USA
| | - Torey Looft
- b National Animal Disease Center, USDA ARS, 1920 Dayton Avenue, Ames, IA 50010, USA
| | - David P Alt
- b National Animal Disease Center, USDA ARS, 1920 Dayton Avenue, Ames, IA 50010, USA
| | - Kathleen Delate
- c Departments of Agronomy & Horticulture, Iowa State University, 106 Horticulture Hall, Ames, IA 50011, USA
| | - Cynthia A Cambardella
- a National Laboratory for Agriculture and the Environment, USDA ARS, 1015 N University Boulevard, Ames, IA 50011, USA
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34
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Pontonio E, Di Cagno R, Tarraf W, Filannino P, De Mastro G, Gobbetti M. Dynamic and Assembly of Epiphyte and Endophyte Lactic Acid Bacteria During the Life Cycle of Origanum vulgare L. Front Microbiol 2018; 9:1372. [PMID: 29997592 PMCID: PMC6029521 DOI: 10.3389/fmicb.2018.01372] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 06/06/2018] [Indexed: 12/02/2022] Open
Abstract
Origanum vulgare L. (oregano) was chosen as suitable model to investigate the ability of the endophyte-microbiome, especially that of lactic acid bacteria, to develop specific interactions with the plant, mediated by the essential oils (EOs). Combined culture-dependent and -independent approaches analyzed the bacterial dynamic and assembly of Origanum vulgare L. throughout the life cycle. Epiphyte bacteria were more abundant than the endophyte ones. The number of presumptive lactic acid bacteria increased throughout oregano life cycle, according to the plant organ. Diverse species of lactic acid bacteria populated the plant, but Lactobacillus plantarum stably dominated both epiphyte and endophyte populations. High-throughput DNA sequencing showed highest epiphyte bacterial diversity at early vegetative and full-flowering stages, with blooming signing the main microbial differentiation among plant organs. Proteobacteria, Actinobacteria and Bacteroidetes, and Firmicutes and Cyanobacteria at lower abundance were the main phyla. Various genera were detectable, but oregano harbored mainly Methylobacterium, Sphingomonas, Rhizobium and Aurantimonas throughout phenological stages. Firmicutes epiphyte and endophyte microbiotas were different, with a core microbiota consisting of Bacillus, Exiguobacterium, Streptococcus, Staphylococcus and Lactobacillus genera. Bacillus dominated throughout phenological stages. High-throughput DNA sequencing confirmed the dominance of L. plantarum within the epiphyte and endophyte populations of lactic acid bacteria. Yields of EOs varied among plant organs and throughout plant life cycle. L. plantarum strains were the most resistant to the total EOs (mainly thymol and carvacrol) as extracted from the plant. The positive correlation among endophyte lactic acid bacteria and the EOs content seems confirm the hypothesis that the colonization within plant niches may be regulated by mechanisms linked to the synthesis of the secondary metabolites.
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Affiliation(s)
- Erica Pontonio
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Raffaella Di Cagno
- Faculty of Science and Technology, Libera Università di Bolzano, Bolzano, Italy
| | - Waed Tarraf
- Department of Agricultural and Environmental Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Pasquale Filannino
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Giuseppe De Mastro
- Department of Agricultural and Environmental Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Marco Gobbetti
- Faculty of Science and Technology, Libera Università di Bolzano, Bolzano, Italy
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35
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Bakker MG. A fungal mock community control for amplicon sequencing experiments. Mol Ecol Resour 2018; 18:541-556. [DOI: 10.1111/1755-0998.12760] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Revised: 01/18/2018] [Accepted: 01/19/2018] [Indexed: 02/04/2023]
Affiliation(s)
- Matthew G. Bakker
- Mycotoxin Prevention and Applied Microbiology USDA ARS Peoria IL USA
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36
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Shippy DC, Bearson BL, Holman DB, Brunelle BW, Allen HK, Bearson SMD. Porcine Response to a Multidrug-Resistant Salmonella enterica serovar I 4,[5],12:i:- Outbreak Isolate. Foodborne Pathog Dis 2018; 15:253-261. [PMID: 29412766 DOI: 10.1089/fpd.2017.2378] [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] [Indexed: 12/16/2022] Open
Abstract
Salmonella enterica serovar I 4,[5],12:i:- has emerged as a common nontyphoidal Salmonella serovar to cause human foodborne illness. An interesting trait of serovar I 4,[5],12:i:- is that it only expresses the fliC gene for bacterial motility (i.e., monophasic), while most Salmonella strains alternately express two flagellin genes (fliC and fljB). The goal of this study was to characterize the porcine response following inoculation with a multidrug-resistant (MDR) serovar I 4,[5],12:i:- isolate associated with a multistate pork outbreak to determine if the increased prevalence of serovar I 4,[5],12:i:- in swine is due to enhanced pathogenicity. Pigs were inoculated and subsequently evaluated for the ability of the isolate to colonize intestinal tissues, cause clinical symptoms, induce an immune response, and alter the fecal microbiota over a 7-day period. Pigs exhibited a significant increase in rectal temperature (fever) (p < 0.01) and fecal moisture content (diarrhea) (p < 0.05) at 2 days postinoculation (d.p.i.) compared with preinoculation (day 0). Serum analyses revealed significantly increased interferon-gamma (IFN-γ) levels at 2 (p ≤ 0.0001) and 3 (p < 0.01) d.p.i. compared with day 0, and antibodies against Salmonella lipopolysaccharide (LPS) were present in all pigs by 7 d.p.i. Serovar I 4,[5],12:i:- colonized porcine intestinal tissues and was shed in the feces throughout the 7-day study. Analysis of the 16S rRNA gene sequences demonstrated that the fecal microbiota was significantly altered following MDR serovar I 4,[5],12:i:- inoculation, with the largest shift observed between 0 and 7 d.p.i. Our data indicate that the pork outbreak-associated MDR serovar I 4,[5],12:i:- isolate induced transient clinical disease in swine and perturbed the gastrointestinal microbial community. The porcine response to MDR serovar I 4,[5],12:i:- is similar to previous studies with virulent biphasic Salmonella enterica serovar Typhimurium, suggesting that the absence of fljB does not substantially alter acute colonization or pathogenesis in pigs.
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Affiliation(s)
- Daniel C Shippy
- 1 Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center , Agricultural Research Service, U.S. Department of Agriculture, Ames, Iowa
| | - Bradley L Bearson
- 2 Agroecosystems Management Research Unit, National Laboratory for Agriculture and the Environment, Agricultural Research Service, U.S. Department of Agriculture , Ames, Iowa
| | - Devin B Holman
- 1 Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center , Agricultural Research Service, U.S. Department of Agriculture, Ames, Iowa
| | - Brian W Brunelle
- 1 Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center , Agricultural Research Service, U.S. Department of Agriculture, Ames, Iowa
| | - Heather K Allen
- 1 Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center , Agricultural Research Service, U.S. Department of Agriculture, Ames, Iowa
| | - Shawn M D Bearson
- 1 Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center , Agricultural Research Service, U.S. Department of Agriculture, Ames, Iowa
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37
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De Filippis F, Parente E, Zotta T, Ercolini D. A comparison of bioinformatic approaches for 16S rRNA gene profiling of food bacterial microbiota. Int J Food Microbiol 2018; 265:9-17. [DOI: 10.1016/j.ijfoodmicro.2017.10.028] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Revised: 10/19/2017] [Accepted: 10/23/2017] [Indexed: 11/25/2022]
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38
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Risely A, Waite DW, Ujvari B, Hoye BJ, Klaassen M. Active migration is associated with specific and consistent changes to gut microbiota in
Calidris
shorebirds. J Anim Ecol 2017; 87:428-437. [DOI: 10.1111/1365-2656.12784] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2017] [Accepted: 10/21/2017] [Indexed: 12/21/2022]
Affiliation(s)
- Alice Risely
- Centre for Integrative Ecology Deakin University Geelong Vic. Australia
| | - David W. Waite
- Australian Centre for Ecogenomics University of Queensland Brisbane Qld Australia
| | - Beata Ujvari
- Centre for Integrative Ecology Deakin University Geelong Vic. Australia
| | - Bethany J. Hoye
- Centre for Integrative Ecology Deakin University Geelong Vic. Australia
- School of Biological Sciences University of Wollongong Wollongong NSW Australia
| | - Marcel Klaassen
- Centre for Integrative Ecology Deakin University Geelong Vic. Australia
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39
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Zeng YX, Yu Y, Li HR, Luo W. Prokaryotic Community Composition in Arctic Kongsfjorden and Sub-Arctic Northern Bering Sea Sediments As Revealed by 454 Pyrosequencing. Front Microbiol 2017; 8:2498. [PMID: 29312204 PMCID: PMC5732994 DOI: 10.3389/fmicb.2017.02498] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Accepted: 11/30/2017] [Indexed: 11/13/2022] Open
Abstract
Fjords and continental shelves represent distinct marine ecosystems in the pan-arctic region. Kongsfjorden is a glacial fjord that is located on the west coast of Svalbard, and is influenced by both Atlantic and Arctic water masses. The Bering Sea consists of a huge continental shelf in the northeast and a deep ocean basin in the southwest, and is influenced by Pacific water. Microbial community compositions of Arctic sediment samples BJ4 from outer basin and BJ36 from inner basin of Kongsfjorden and sub-Arctic samples NEC5 from shallow shelf and DBS1 from deep basin region of the northern Bering Sea were investigated using 454 pyrosequencing of archaeal and bacterial 16S rRNA genes. Most archaeal sequences in the sediments were related to Thaumarchaeota, though Euryarchaeota were more abundant in the Arctic glacier-influencing inner basin sediment BJ36. Thaumarchaeota Group C3 was the dominant archaeal population in all samples. Proteobacteria and Bacteroidetes dominated the sediment bacterial communities. Acidobacteria and Actinobacteria were also dominant in the northern Bering Sea samples. Alphaproteobacteria and Epsilonproteobacteria were the two main classes in Kongsfjorden sediment bacterial communities while Deltaproteobacteria and Gammaproteobacteria were dominant in the northern Bering Sea sediments. Differences in the presence and abundance of other dominant archaeal and bacterial populations were observed among sediment samples. In contrast to archaeal community differences that the Arctic BJ36 archaeal community was distinct from the sub-Arctic sediments and the Arctic outer basin sediment BJ4, cluster analysis based on bacterial OTU (operational taxonomic unit) distributions indicated that the Arctic and sub-Arctic bacterial communities segregated from one another. These results suggest that the sediment archaeal and bacterial community compositions can be driven by different environmental factors. Differences in the presence and abundance of particular archaeal species (e.g., Candidatus Nitrosopumilus and Methanococcoides) or bacterial species (e.g., Sulfurimonas, Sulfurovum, and Desulfobulbaceae) involved in biogeochemical cycles were also observed among sediment samples. At the same time, despite the community variation, some phylotypes (e.g., Marinicella) were dominant in all sediments. This study indicates diverse microbial communities inhabiting pan-arctic marine sediments, and highlights potential roles for Archaea and Bacteria in global biogeochemical cycles in these environments.
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Affiliation(s)
- Yin-Xin Zeng
- Key Laboratory for Polar Science of State Oceanic Administration, Polar Research Institute of China, Shanghai, China
| | - Yong Yu
- Key Laboratory for Polar Science of State Oceanic Administration, Polar Research Institute of China, Shanghai, China
| | - Hui-Rong Li
- Key Laboratory for Polar Science of State Oceanic Administration, Polar Research Institute of China, Shanghai, China
| | - Wei Luo
- Key Laboratory for Polar Science of State Oceanic Administration, Polar Research Institute of China, Shanghai, China
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40
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Parikh HI, Koparde VN, Bradley SP, Buck GA, Sheth NU. MeFiT: merging and filtering tool for illumina paired-end reads for 16S rRNA amplicon sequencing. BMC Bioinformatics 2016; 17:491. [PMID: 27905885 PMCID: PMC5134250 DOI: 10.1186/s12859-016-1358-1] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2016] [Accepted: 11/19/2016] [Indexed: 12/18/2022] Open
Abstract
Background Recent advances in next-generation sequencing have revolutionized genomic research. 16S rRNA amplicon sequencing using paired-end sequencing on the MiSeq platform from Illumina, Inc., is being used to characterize the composition and dynamics of extremely complex/diverse microbial communities. For this analysis on the Illumina platform, merging and quality filtering of paired-end reads are essential first steps in data analysis to ensure the accuracy and reliability of downstream analysis. Results We have developed the Merging and Filtering Tool (MeFiT) to combine these pre-processing steps into one simple, intuitive pipeline. MeFiT invokes CASPER (context-aware scheme for paired-end reads) for merging paired-end reads and provides users the option to quality filter the reads using the traditional average Q-score metric or using a maximum expected error cut-off threshold. Conclusions MeFiT provides an open-source solution that permits users to merge and filter paired end illumina reads. The tool has been implemented in python and the source-code is freely available at https://github.com/nisheth/MeFiT. Electronic supplementary material The online version of this article (doi:10.1186/s12859-016-1358-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Hardik I Parikh
- Department of Microbiology and Immunology, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Vishal N Koparde
- Center for the Study of Biological Complexity, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Steven P Bradley
- Department of Microbiology and Immunology, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Gregory A Buck
- Department of Microbiology and Immunology, Virginia Commonwealth University, Richmond, Virginia, USA.,Center for the Study of Biological Complexity, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Nihar U Sheth
- Center for the Study of Biological Complexity, Virginia Commonwealth University, Richmond, Virginia, USA.
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41
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Bearson SMD, Bearson BL, Loving CL, Allen HK, Lee I, Madson D, Kehrli ME. Prophylactic Administration of Vector-Encoded Porcine Granulocyte-Colony Stimulating Factor Reduces Salmonella Shedding, Tonsil Colonization, and Microbiota Alterations of the Gastrointestinal Tract in Salmonella-Challenged Swine. Front Vet Sci 2016; 3:66. [PMID: 27610361 PMCID: PMC4996822 DOI: 10.3389/fvets.2016.00066] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Accepted: 08/08/2016] [Indexed: 11/25/2022] Open
Abstract
Salmonella colonization of food animals is a concern for animal health and public health as a food safety risk. Various obstacles impede the effort to reduce asymptomatic Salmonella carriage in food animals, including the existence of numerous serovars and the ubiquitous nature of Salmonella. To develop an intervention strategy that is non-specific yet effective against diverse Salmonella serovars, we explored the prophylactic use of a cytokine to decrease Salmonella in swine by boosting the host’s innate immune system. Granulocyte-colony stimulating factor (G-CSF) is the major cytokine regulating the production, differentiation, function, and survival of neutrophils. Neutrophils play a critical role in the response to Salmonella; therefore, we evaluated the vectored-delivery of porcine G-CSF as a prophylactic to reduce Salmonella in pigs. Crossbred pigs, 5 weeks of age, were intramuscularly injected with a replication-defective human adenovirus (Ad5) engineered to express porcine G-CSF (Ad5-G-CSF, n = 9). Control pigs received the same Ad5 vector lacking the gene encoding G-CSF (Ad5-empty, n = 7). Four days later, all pigs (n = 16) were intranasally inoculated with 1 × 107 colony forming unit (CFU) of Salmonella enterica serovar Typhimurium UK1. At 2 and 3 days post-challenge with Salmonella, Ad5-G-CSF-treated pigs shed significantly less Salmonella (~103 CFU/g) in their feces than Ad5-empty-treated pigs (~104–105 CFU/g; P < 0.05). A significant 4-log reduction in tonsil colonization was also observed in the Ad5-G-CSF-treated pigs at 7 days post-challenge (P < 0.05). In the gastrointestinal tract, the Peyer’s patch region of the ileum exhibited a significant 0.5-log reduction in colonization in the Ad5-G-CSF-treated pigs (P < 0.05). The microbiota of all challenged pigs was assessed by sequencing and analyzing the V1–V3 region of the 16S rRNA gene from fecal DNA samples. The microbial community structure of Salmonella-challenged pigs was less disturbed post-challenge in the Ad5-G-CSF-treated pigs than the Ad5-empty-treated pigs. This suggests that Ad5-G-CSF administration mitigated changes in the microbial community structure caused by Salmonella challenge. Collectively, these data suggest that delivery of a targeted immunostimulant to enhance neutropoiesis may be a strategy to reduce Salmonella colonization, potentially during periods of immunological stress.
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Affiliation(s)
- Shawn M D Bearson
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, ARS, USDA , Ames, IA , USA
| | - Bradley L Bearson
- Agroecosystems Management Research Unit, National Laboratory for Agriculture and the Environment, ARS, USDA , Ames, IA , USA
| | - Crystal L Loving
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, ARS, USDA , Ames, IA , USA
| | - Heather K Allen
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, ARS, USDA , Ames, IA , USA
| | - InSoo Lee
- Department of Biological Sciences and Biotechnology, Hannam University , Daejeon , South Korea
| | - Darin Madson
- Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University , Ames, IA , USA
| | - Marcus E Kehrli
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, ARS, USDA , Ames, IA , USA
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