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Soria E, Russo C, Carlos-Shanley C, Drewery M, Boswell W, Savage M, Sanchez L, Chang C, Varga ZM, Kent ML, Sharpton TJ, Lu Y. Assessment of various standard fish diets on gut microbiome of platyfish Xiphophorus maculatus. J Exp Zool B Mol Dev Evol 2024; 342:271-277. [PMID: 37614078 PMCID: PMC10962282 DOI: 10.1002/jez.b.23218] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 07/24/2023] [Accepted: 08/01/2023] [Indexed: 08/25/2023]
Abstract
Diet is an external factor that affects the physiological baseline of research animals. It can shape gut microbiome, which can impact the host. As a result, dietary variation can challenge experimental reproducibility and data integration across studies when not appropriately considered. To control for diet-induced variation, reference diets have been developed for common biomedical models. However, such reference diets have not yet been developed for nontraditional model organisms, such as Xiphophorus species. In this study, we compared two diets designed for zebrafish, a commercial zebrafish diet (Gemma and GEM), and a proposed zebrafish reference diet developed by the Watts laboratory at the University of Alabama at Birmingham (WAT) to the Xiphophorus Genetic Stock Center custom diet (CON) to evaluate the influence of diet on the Xiphophorus gut microbiome. Xiphophorus maculatus were fed the three diets from 2 to 6 months of age. Feces were collected and the gut microbiome was assessed using 16S rRNA sequencing every month. We observed substantial diet-driven variation in the gut microbiome. Our results indicate that diets developed specifically for zebrafish can affect the gut microbiome composition and may not be optimal for Xiphophorus.
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Affiliation(s)
- Erika Soria
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
- Department of Chemistry and Biochemistry, Texas State University, San Marcos, Texas, USA
| | - Crystal Russo
- Department of Agricultural Sciences, Texas State University, San Marcos, Texas, USA
| | | | - Merritt Drewery
- Department of Agricultural Sciences, Texas State University, San Marcos, Texas, USA
| | - Will Boswell
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
| | - Markita Savage
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
| | - Lindsey Sanchez
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
| | - Carolyn Chang
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
| | - Zoltan M Varga
- Zebrafish International Resource Center, University of Oregon, Eugene, Oregon, USA
| | - Michael L Kent
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Yuan Lu
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
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2
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Bouranis JA, Beaver LM, Wong CP, Choi J, Hamer S, Davis EW, Brown KS, Jiang D, Sharpton TJ, Stevens JF, Ho E. Sulforaphane and Sulforaphane-Nitrile Metabolism in Humans Following Broccoli Sprout Consumption: Inter-individual Variation, Association with Gut Microbiome Composition, and Differential Bioactivity. Mol Nutr Food Res 2024; 68:e2300286. [PMID: 38143283 PMCID: PMC10922398 DOI: 10.1002/mnfr.202300286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 11/14/2023] [Indexed: 12/26/2023]
Abstract
SCOPE The glucosinolate glucoraphanin from broccoli is converted to sulforaphane (SFN) or sulforaphane-nitrile (SFN-NIT) by plant enzymes or the gut microbiome. Human feeding studies typically observe high inter-individual variation in absorption and excretion of SFN, however, the source of this variation is not fully known. To address this, a human feeding trial to comprehensively evaluate inter-individual variation in the absorption and excretion of all known SFN metabolites in urine, plasma, and stool, and tested the hypothesis that gut microbiome composition influences inter-individual variation in total SFN excretion has been conducted. METHODS AND RESULTS Participants (n = 55) consumed a single serving of broccoli or alfalfa sprouts and plasma, stool, and total urine are collected over 72 h for quantification of SFN metabolites and gut microbiome profiling using 16S gene sequencing. SFN-NIT excretion is markedly slower than SFN excretion (72 h vs 24 h). Members of genus Bifidobacterium, Dorea, and Ruminococcus torques are positively associated with SFN metabolite excretion while members of genus Alistipes and Blautia has a negative association. CONCLUSION This is the first report of SFN-NIT metabolite levels in human plasma, urine, and stool following consumption of broccoli sprouts. The results help explain factors driving inter-individual variation in SFN metabolism and are relevant for precision nutrition.
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Affiliation(s)
- John A Bouranis
- College of Health, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
| | - Laura M Beaver
- College of Health, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
| | - Carmen P Wong
- College of Health, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
| | - Jaewoo Choi
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
| | - Sean Hamer
- College of Health, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
| | - Ed W Davis
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Kevin S Brown
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Duo Jiang
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
| | - Thomas J Sharpton
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Jan F Stevens
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Emily Ho
- College of Health, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
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Vompe AD, Epstein HE, Speare KE, Schmeltzer ER, Adam TC, Burkepile DE, Sharpton TJ, Vega Thurber R. Microbiome ecological memory and responses to repeated marine heatwaves clarify variation in coral bleaching and mortality. Glob Chang Biol 2024; 30:e17088. [PMID: 38273492 DOI: 10.1111/gcb.17088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 11/09/2023] [Accepted: 11/13/2023] [Indexed: 01/27/2024]
Abstract
Microbiomes are essential features of holobionts, providing their hosts with key metabolic and functional traits like resistance to environmental disturbances and diseases. In scleractinian corals, questions remain about the microbiome's role in resistance and resilience to factors contributing to the ongoing global coral decline and whether microbes serve as a form of holobiont ecological memory. To test if and how coral microbiomes affect host health outcomes during repeated disturbances, we conducted a large-scale (32 exclosures, 200 colonies, and 3 coral species sampled) and long-term (28 months, 2018-2020) manipulative experiment on the forereef of Mo'orea, French Polynesia. In 2019 and 2020, this reef experienced the two most severe marine heatwaves on record for the site. Our experiment and these events afforded us the opportunity to test microbiome dynamics and roles in the context of coral bleaching and mortality resulting from these successive and severe heatwaves. We report unique microbiome responses to repeated heatwaves in Acropora retusa, Porites lobata, and Pocillopora spp., which included: microbiome acclimatization in A. retusa, and both microbiome resilience to the first marine heatwave and microbiome resistance to the second marine heatwave in Pocillopora spp. Moreover, observed microbiome dynamics significantly correlated with coral species-specific phenotypes. For example, bleaching and mortality in A. retusa both significantly increased with greater microbiome beta dispersion and greater Shannon Diversity, while P. lobata colonies had different microbiomes across mortality prevalence. Compositional microbiome changes, such as changes to proportions of differentially abundant putatively beneficial to putatively detrimental taxa to coral health outcomes during repeated heat stress, also correlated with host mortality, with higher proportions of detrimental taxa yielding higher mortality in A. retusa. This study reveals evidence for coral species-specific microbial responses to repeated heatwaves and, importantly, suggests that host-dependent microbiome dynamics may provide a form of holobiont ecological memory to repeated heat stress.
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Affiliation(s)
- Alex D Vompe
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Hannah E Epstein
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- School of Life Sciences, University of Essex, Colchester, Essex, UK
| | - Kelly E Speare
- School of Geographical Sciences and Urban Planning, Arizona State University, Tempe, Arizona, USA
- Department of Ecology, Evolution, and Marine Biology, University of California Santa Barbara, Santa Barbara, California, USA
| | - Emily R Schmeltzer
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Thomas C Adam
- Marine Science Institute, University of California Santa Barbara, Santa Barbara, California, USA
| | - Deron E Burkepile
- Department of Ecology, Evolution, and Marine Biology, University of California Santa Barbara, Santa Barbara, California, USA
- Marine Science Institute, University of California Santa Barbara, Santa Barbara, California, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
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4
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Jamieson PE, Smart EB, Bouranis JA, Choi J, Danczak RE, Wong CP, Paraiso IL, Maier CS, Ho E, Sharpton TJ, Metz TO, Bradley R, Stevens JF. Gut enterotype-dependent modulation of gut microbiota and their metabolism in response to xanthohumol supplementation in healthy adults. Gut Microbes 2024; 16:2315633. [PMID: 38358253 PMCID: PMC10878022 DOI: 10.1080/19490976.2024.2315633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 02/02/2024] [Indexed: 02/16/2024] Open
Abstract
Xanthohumol (XN), a polyphenol found in the hop plant (Humulus lupulus), has antioxidant, anti-inflammatory, prebiotic, and anti-hyperlipidemic activity. Preclinical evidence suggests the gut microbiome is essential in mediating these bioactivities; however, relatively little is known about XN's impact on human gut microbiota in vivo. We conducted a randomized, triple-blinded, placebo-controlled clinical trial (ClinicalTrials.gov NCT03735420) to determine safety and tolerability of XN in healthy adults. Thirty healthy participants were randomized to 24 mg/day XN or placebo for 8 weeks. As secondary outcomes, quantification of bacterial metabolites and 16S rRNA gene sequencing were utilized to explore the relationships between XN supplementation, gut microbiota, and biomarkers of gut health. Although XN did not significantly change gut microbiota composition, it did re-shape individual taxa in an enterotype-dependent manner. High levels of inter-individual variation in metabolic profiles and bioavailability of XN metabolites were observed. Moreover, reductions in microbiota-derived bile acid metabolism were observed, which were specific to Prevotella and Ruminococcus enterotypes. These results suggest interactions between XN and gut microbiota in healthy adults are highly inter-individualized and potentially indicate that XN elicits effects on gut health in an enterotype-dependent manner.
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Affiliation(s)
- Paige E. Jamieson
- College of Health, Oregon State University, Corvallis, OR, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - Eli B. Smart
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, USA
| | - John A. Bouranis
- College of Health, Oregon State University, Corvallis, OR, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - Jaewoo Choi
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - Robert E. Danczak
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
| | - Carmen P. Wong
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - Ines L. Paraiso
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, OR, USA
| | - Claudia S. Maier
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Chemistry, Oregon State University, Corvallis, OR, USA
| | - Emily Ho
- College of Health, Oregon State University, Corvallis, OR, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - Thomas J. Sharpton
- Department of Statistics, Oregon State University, Corvallis, OR, USA
- Department of Microbiology, Oregon State University, Corvallis, OR, USA
| | - Thomas O. Metz
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
| | - Ryan Bradley
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
- Herbert Wertheim School of Public Health, University of California, San Diego, La Jolla, CA, USA
| | - Jan F. Stevens
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, OR, USA
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
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5
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Sharpton TJ, Lu Y, Kent ML, Watts SA, Varga ZM. Tenth Aquatic Models of Human Disease Conference 2022 Workshop Report: Aquatics Nutrition and Reference Diet Development. Zebrafish 2023; 20:243-249. [PMID: 38117219 PMCID: PMC10733753 DOI: 10.1089/zeb.2023.0079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023] Open
Abstract
Progress in biomedical research requires rigorous studies and reproducible outcomes. However, despite recent achievements, standard reference diets (SRDs) for aquatic model organisms, vital for supporting scientific rigor and reproducibility, are yet to be adopted. At this workshop, we presented findings from a 7-month diet test study, tightly coordinated and conducted across three aquatic research facilities: Zebrafish International Resource Center (ZIRC), Kent and Sharpton laboratories (Oregon State University), and Xiphophorus Genetic Stock Center (XGSC, Texas State University). We compared the impact of two commercial diets and a suggested zebrafish SRD on general fish husbandry, microbiome composition, and health in three fish species (zebrafish, Xiphophorus, and Medaka), and three zebrafish wild-type strains. We reported outcomes, gathered community feedback, and addressed the aquatic research community's need for SRD development. Discussions underscored the influence of diet on aquatic research variability, emphasizing the need for SRDs to control cross-experiment and cross-laboratory reproducibility. Species-specific reference diets are essential for model organism health and consistent research outcomes.
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Affiliation(s)
- Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
| | - Yuan Lu
- Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas, USA
| | - Michael L. Kent
- Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Stephen A. Watts
- Department of Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Zoltan M. Varga
- Institute of Neuroscience, Zebrafish International Resource Center, University of Oregon, Eugene, Oregon, USA
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6
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Sharpton TJ, Alexiev A, Tanguay RL. Defining the environmental determinants of dysbiosis at scale with zebrafish. Curr Opin Toxicol 2023; 36:100430. [PMID: 38486798 PMCID: PMC10938905 DOI: 10.1016/j.cotox.2023.100430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2024]
Abstract
The gut microbiome, critical to maintaining vertebrate homeostasis, is susceptible to a various exposures. In some cases, these exposures induce dysbiosis, wherein the microbiome changes into a state conducive to disease progression. To better prevent, manage, and treat health disorders, we need to define which exposures induce dysbiosis. Contemporary methods face challenges due to the immense diversity of the exposome and the restricted throughput of conventional experimental tools used for dysbiosis evaluation. We propose integrating high-throughput model systems as an augment to traditional techniques for rapid identification of dysbiosis-inducing agents. Although high-throughput screening tools revolutionized areas such as pharmacology and toxicology, their incorporation in gut microbiome research remains limited. One particularly powerful high-throughput model system is the zebrafish, which affords access to scalable in vivo experimentation involving a complex gut microbiome. Numerous studies have employed this model to identify potential dysbiosis triggers. However, its potential could be further harnessed via innovative study designs, such as evaluation of synergistic effects from combined exposures, expansions to the methodological toolkit to discern causal effects of microbiota, and efforts to assess and improve the translational relevance of the model. Ultimately, this burgeoning experimental resource can accelerate the discovery of agents that underlie dysbiotic disorders.
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Affiliation(s)
- Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR
- Department of Statistics, Oregon State University, Corvallis, OR
| | | | - Robyn L Tanguay
- Department of Environmental and Molecular Toxicology, Oregon State University, Corvallis, OR
- Sinnhuber Aquatic Research Center, Oregon State University, Corvallis, OR
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7
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Singleton SL, Davis EW, Arnold HK, Daniels AMY, Brander SM, Parsons RJ, Sharpton TJ, Giovannoni SJ. Identification of rare microbial colonizers of plastic materials incubated in a coral reef environment. Front Microbiol 2023; 14:1259014. [PMID: 37869676 PMCID: PMC10585116 DOI: 10.3389/fmicb.2023.1259014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 09/15/2023] [Indexed: 10/24/2023] Open
Abstract
Plastic waste accumulation in marine environments has complex, unintended impacts on ecology that cross levels of community organization. To measure succession in polyolefin-colonizing marine bacterial communities, an in situ time-series experiment was conducted in the oligotrophic coastal waters of the Bermuda Platform. Our goals were to identify polyolefin colonizing taxa and isolate bacterial cultures for future studies of the biochemistry of microbe-plastic interactions. HDPE, LDPE, PP, and glass coupons were incubated in surface seawater for 11 weeks and sampled at two-week intervals. 16S rDNA sequencing and ATR-FTIR/HIM were used to assess biofilm community structure and chemical changes in polymer surfaces. The dominant colonizing taxa were previously reported cosmopolitan colonizers of surfaces in marine environments, which were highly similar among the different plastic types. However, significant differences in rare community composition were observed between plastic types, potentially indicating specific interactions based on surface chemistry. Unexpectedly, a major transition in community composition occurred in all material treatments between days 42 and 56 (p < 0.01). Before the transition, Alteromonadaceae, Marinomonadaceae, Saccharospirillaceae, Vibrionaceae, Thalassospiraceae, and Flavobacteriaceae were the dominant colonizers. Following the transition, the relative abundance of these taxa declined, while Hyphomonadaceae, Rhodobacteraceae and Saprospiraceae increased. Over the course of the incubation, 8,641 colonizing taxa were observed, of which 25 were significantly enriched on specific polyolefins. Seven enriched taxa from families known to include hydrocarbon degraders (Hyphomonadaceae, Parvularculaceae and Rhodobacteraceae) and one n-alkane degrader (Ketobacter sp.). The ASVs that exhibited associations with specific polyolefins are targets of ongoing investigations aimed at retrieving plastic-degrading microbes in culture.
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Affiliation(s)
| | - Edward W. Davis
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Holly K. Arnold
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | | | - Susanne M. Brander
- Department of Fisheries, Wildlife, and Conservation Sciences, Coastal Oregon Marine Experiment Station, Oregon State University, Newport, OR, United States
| | | | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
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8
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Newman NK, Zhang Y, Padiadpu J, Miranda CL, Magana AA, Wong CP, Hioki KA, Pederson JW, Li Z, Gurung M, Bruce AM, Brown K, Bobe G, Sharpton TJ, Shulzhenko N, Maier CS, Stevens JF, Gombart AF, Morgun A. Reducing gut microbiome-driven adipose tissue inflammation alleviates metabolic syndrome. Microbiome 2023; 11:208. [PMID: 37735685 PMCID: PMC10512512 DOI: 10.1186/s40168-023-01637-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 08/01/2023] [Indexed: 09/23/2023]
Abstract
BACKGROUND The gut microbiota contributes to macrophage-mediated inflammation in adipose tissue with consumption of an obesogenic diet, thus driving the development of metabolic syndrome. There is a need to identify and develop interventions that abrogate this condition. The hops-derived prenylated flavonoid xanthohumol (XN) and its semi-synthetic derivative tetrahydroxanthohumol (TXN) attenuate high-fat diet-induced obesity, hepatosteatosis, and metabolic syndrome in C57Bl/6J mice. This coincides with a decrease in pro-inflammatory gene expression in the gut and adipose tissue, together with alterations in the gut microbiota and bile acid composition. RESULTS In this study, we integrated and interrogated multi-omics data from different organs with fecal 16S rRNA sequences and systemic metabolic phenotypic data using a Transkingdom Network Analysis. By incorporating cell type information from single-cell RNA-seq data, we discovered TXN attenuates macrophage inflammatory processes in adipose tissue. TXN treatment also reduced levels of inflammation-inducing microbes, such as Oscillibacter valericigenes, that lead to adverse metabolic phenotypes. Furthermore, in vitro validation in macrophage cell lines and in vivo mouse supplementation showed addition of O. valericigenes supernatant induced the expression of metabolic macrophage signature genes that are downregulated by TXN in vivo. CONCLUSIONS Our findings establish an important mechanism by which TXN mitigates adverse phenotypic outcomes of diet-induced obesity and metabolic syndrome. TXN primarily reduces the abundance of pro-inflammatory gut microbes that can otherwise promote macrophage-associated inflammation in white adipose tissue. Video Abstract.
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Affiliation(s)
- N K Newman
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Y Zhang
- School of Biological and Population Health Sciences, Nutrition Program, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Present address: Oregon Health & Science University, Portland, OR, USA
| | - J Padiadpu
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - C L Miranda
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - A A Magana
- Department of Chemistry, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - C P Wong
- School of Biological and Population Health Sciences, Nutrition Program, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - K A Hioki
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
- Present address: UMASS, Amherst, MA, USA
| | - J W Pederson
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Z Li
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - M Gurung
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA
- Present address: Children Nutrition Center, USDA, Little Rock, AR, USA
| | - A M Bruce
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - K Brown
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
- Chemical, Biological & Environmental Engineering, Oregon State University, Corvallis, OR, USA
| | - G Bobe
- Department of Animal Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - T J Sharpton
- Department of Microbiology, Department of Statistics, Oregon State University, Corvallis, OR, USA
| | - N Shulzhenko
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, USA.
| | - C S Maier
- Department of Chemistry, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - J F Stevens
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
| | - A F Gombart
- Department of Biochemistry and Biophysics, Linus Pauling Institute, Corvallis, OR, USA.
| | - A Morgun
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA.
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Raber J, Stagaman K, Kasschau KD, Davenport C, Lopes L, Nguyen D, Torres ER, Sharpton TJ, Kisby G. Behavioral and Cognitive Performance Following Exposure to Second-Hand Smoke (SHS) from Tobacco Products Associated with Oxidative-Stress-Induced DNA Damage and Repair and Disruption of the Gut Microbiome. Genes (Basel) 2023; 14:1702. [PMID: 37761842 PMCID: PMC10531154 DOI: 10.3390/genes14091702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/09/2023] [Accepted: 08/21/2023] [Indexed: 09/29/2023] Open
Abstract
Exposure to second-hand Smoke (SHS) remains prevalent. The underlying mechanisms of how SHS affects the brain require elucidation. We tested the hypothesis that SHS inhalation drives changes in the gut microbiome, impacting behavioral and cognitive performance as well as neuropathology in two-month-old wild-type (WT) mice and mice expressing wild-type human tau, a genetic model pertinent to Alzheimer's disease mice, following chronic SHS exposure (10 months to ~30 mg/m3). SHS exposure impacted the composition of the gut microbiome as well as the biodiversity and evenness of the gut microbiome in a sex-dependent fashion. This variation in the composition and biodiversity of the gut microbiome is also associated with several measures of cognitive performance. These results support the hypothesis that the gut microbiome contributes to the effect of SHS exposure on cognition. The percentage of 8-OHdG-labeled cells in the CA1 region of the hippocampus was also associated with performance in the novel object recognition test, consistent with urine and serum levels of 8-OHdG serving as a biomarker of cognitive performance in humans. We also assessed the effects of SHS on the percentage of p21-labeled cells, an early cellular marker of senescence that is upregulated in bronchial cells after exposure to cigarette smoke. Nuclear staining of p21-labeled cells was more prominent in larger cells of the prefrontal cortex and CA1 hippocampal neurons of SHS-exposed mice than in sham-exposed mice, and there was a significantly greater percentage of labelled cells in the prefrontal cortex and CA1 region of the hippocampus of SHS than air-exposed mice, suggesting that exposure to SHS may result in accelerated brain aging through oxidative-stress-induced injury.
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Affiliation(s)
- Jacob Raber
- Department of Behavioral Neuroscience, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA;
- Departments of Neurology, and Radiation Medicine, Division of Neuroscience, ONPRC, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR 97331, USA; (K.S.); (K.D.K.); (T.J.S.)
| | - Kristin D. Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR 97331, USA; (K.S.); (K.D.K.); (T.J.S.)
| | - Conor Davenport
- Department of Basic Medical Sciences, Western University of Health Sciences, College of Osteopathic Medicine of the Pacific Northwest, Lebanon, OR 97355, USA; (C.D.); (L.L.); (D.N.)
| | - Leilani Lopes
- Department of Basic Medical Sciences, Western University of Health Sciences, College of Osteopathic Medicine of the Pacific Northwest, Lebanon, OR 97355, USA; (C.D.); (L.L.); (D.N.)
| | - Dennis Nguyen
- Department of Basic Medical Sciences, Western University of Health Sciences, College of Osteopathic Medicine of the Pacific Northwest, Lebanon, OR 97355, USA; (C.D.); (L.L.); (D.N.)
| | - Eileen Ruth Torres
- Department of Behavioral Neuroscience, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA;
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR 97331, USA; (K.S.); (K.D.K.); (T.J.S.)
- Department of Statistics, Oregon State University, Corvallis, OR 97331, USA
| | - Glen Kisby
- Department of Basic Medical Sciences, Western University of Health Sciences, College of Osteopathic Medicine of the Pacific Northwest, Lebanon, OR 97355, USA; (C.D.); (L.L.); (D.N.)
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10
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Sieler MJ, Al-Samarrie CE, Kasschau KD, Varga ZM, Kent ML, Sharpton TJ. Disentangling the link between zebrafish diet, gut microbiome succession, and Mycobacterium chelonae infection. Anim Microbiome 2023; 5:38. [PMID: 37563644 PMCID: PMC10413624 DOI: 10.1186/s42523-023-00254-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 06/21/2023] [Indexed: 08/12/2023] Open
Abstract
BACKGROUND Despite the long-established importance of zebrafish (Danio rerio) as a model organism and their increasing use in microbiome-targeted studies, relatively little is known about how husbandry practices involving diet impact the zebrafish gut microbiome. Given the microbiome's important role in mediating host physiology and the potential for diet to drive variation in microbiome composition, we sought to clarify how three different dietary formulations that are commonly used in zebrafish facilities impact the gut microbiome. We compared the composition of gut microbiomes in approximately 60 AB line adult (129- and 214-day-old) zebrafish fed each diet throughout their lifespan. RESULTS Our analysis finds that diet has a substantial impact on the composition of the gut microbiome in adult fish, and that diet also impacts the developmental variation in the gut microbiome. We further evaluated how 214-day-old fish microbiome compositions respond to exposure of a common laboratory pathogen, Mycobacterium chelonae, and whether these responses differ as a function of diet. Our analysis finds that diet determines the manner in which the zebrafish gut microbiome responds to M. chelonae exposure, especially for moderate and low abundance taxa. Moreover, histopathological analysis finds that male fish fed different diets are differentially infected by M. chelonae. CONCLUSIONS Overall, our results indicate that diet drives the successional development of the gut microbiome as well as its sensitivity to exogenous exposure. Consequently, investigators should carefully consider the role of diet in their microbiome zebrafish investigations, especially when integrating results across studies that vary by diet.
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Affiliation(s)
- Michael J Sieler
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
| | | | - Kristin D Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
| | - Zoltan M Varga
- Zebrafish International Resource Center, University of Oregon, Eugene, OR, 97330, USA
| | - Michael L Kent
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, 97330, USA
- Zebrafish International Resource Center, University of Oregon, Eugene, OR, 97330, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA.
- Department of Statistics, Oregon State University, Corvallis, OR, 97330, USA.
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11
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Raber J, Sharpton TJ. Gastrointestinal Dysfunction in Neurological and Neurodegenerative Disorders. Semin Neurol 2023; 43:634-644. [PMID: 37607587 PMCID: PMC10953489 DOI: 10.1055/s-0043-1771459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Increasing research links the gut microbiome to neurodegenerative disorders. The gut microbiome communicates with the central nervous system via the gut-brain axis and affects behavioral and cognitive phenotypes. Dysbiosis (a dysfunctional microbiome) drives increased intestinal permeability and inflammation that can negatively affect the brain via the gut-brain axis. Healthier metabolic and lipid profiles and cognitive phenotypes are observed in individuals with more distinct microbiomes. In this review, we discuss the role of the gut microbiome and gut-brain axis in neurodegenerative diseases such as Parkinson's disease and Alzheimer's disease and related animal models, in cancer and cancer treatments, and in metabolic syndrome. We also discuss strategies to improve the gut microbiome and ultimately brain function. Because healthier cognitive phenotypes are observed in individuals with more distinct microbiomes, increased efforts are warranted to develop therapeutic strategies for those at increased risk of developing neurological disorders and patients diagnosed with those disorders.
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Affiliation(s)
- Jacob Raber
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, Oregon
- Division of Neuroscience, Oregon National Primate Research Center, Portland, Oregon
- Department of Neurology, Oregon Health & Science University, Portland, Oregon
- Department of Psychiatry, Oregon Health & Science University, Portland, Oregon
- Department of Radiation Medicine, Oregon Health & Science University, Portland, Oregon
- College of Pharmacy, Oregon State University, Corvallis, Oregon, Oregon
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon
- Department of Statistics, Oregon State University, Corvallis, Oregon
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12
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Schuster CJ, Leong C, Kasschau KD, Sharpton TJ, Kent ML. Early detection of Pseudocapillaria tomentosa by qPCR in four lines of zebrafish, Danio rerio (Hamilton 1882). J Fish Dis 2023; 46:619-627. [PMID: 36821594 DOI: 10.1111/jfd.13773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 02/09/2023] [Accepted: 02/13/2023] [Indexed: 05/07/2023]
Abstract
The intestinal nematode Pseudocapillaria tomentosa in zebrafish (Danio rerio) causes profound intestinal lesions, emaciation and death and is a promoter of a common intestinal cancer in zebrafish. This nematode has been detected in zebrafish from about 15% of the laboratories. Adult worms are readily detected about 3 weeks after exposure by either histology or wet mount preparations of the intestine, and larval worms are inconsistently observed in fish before this time. A quantitative PCR (qPCR) test was recently developed to detect the worm in fish and water, and here we determined that the test on zebrafish intestines was effective for earlier detection. Four lines of zebrafish (AB, TU, 5D and Casper) were experimentally infected and evaluated by wet mounts and qPCR at 8, 15-, 22-, 31- and 44-day post-exposure (dpe). At the first two time points, only 8% of the wet mounts from exposed fish were identified as infected, while the same intestines screened by qPCR showed 78% positivity, with low and consistent cycle threshold (Ct) values at these times. Wet mounts at later time points showed a high prevalence of infection, but this was still surpassed by qPCR.
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Affiliation(s)
- Corbin J Schuster
- Zebrafish International Resource Center, University of Oregon, Eugene, Oregon, USA
| | - Connor Leong
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Kristin D Kasschau
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Michael L Kent
- Zebrafish International Resource Center, University of Oregon, Eugene, Oregon, USA
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon, USA
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13
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Watson KM, Gardner IH, Anand S, Siemens KN, Sharpton TJ, Kasschau KD, Dewey EN, Martindale R, Gaulke CA, Liana Tsikitis V. Colonic Microbial Abundances Predict Adenoma Formers. Ann Surg 2023; 277:e817-e824. [PMID: 35129506 PMCID: PMC9023594 DOI: 10.1097/sla.0000000000005261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE We aimed to examine associations between the oral, fecal, and mucosal microbiome communities and adenoma formation. SUMMARY BACKGROUND DATA Data are limited regarding the relationships between microbiota and preneoplastic colorectal lesions. METHODS Individuals undergoing screening colonoscopy were prospectively enrolled and divided into adenoma and nonadenoma formers. Oral, fecal, nonadenoma and adenoma-adjacent mucosa were collected along with clinical and dietary information. 16S rRNA gene libraries were generated using V4 primers. DADA2 processed sequence reads and custom R-scripts quantified microbial diversity. Linear regression identified differential taxonomy and diversity in microbial communities and machine learning identified adenoma former microbial signatures. RESULTS One hundred four subjects were included, 46% with adenomas. Mucosal and fecal samples were dominated by Firmicutes and Bacteroidetes whereas Firmicutes and Proteobacteria were most abundant in oral communities. Mucosal communities harbored significant microbial diversity that was not observed in fecal or oral communities. Random forest classifiers predicted adenoma formation using fecal, oral, and mucosal amplicon sequence variant (ASV) abundances. The mucosal classifier reliably diagnosed adenoma formation with an area under the curve (AUC) = 0.993 and an out-of-bag (OOB) error of 3.2%. Mucosal classifier accuracy was strongly influenced by five taxa associated with the family Lachnospiraceae, genera Bacteroides and Marvinbryantia, and Blautia obeum. In contrast, classifiers built using fecal and oral samples manifested high OOB error rates (47.3% and 51.1%, respectively) and poor diagnostic abilities (fecal and oral AUC = 0.53). CONCLUSION Normal mucosa microbial abundances of adenoma formers manifest unique patterns of microbial diversity that may be predictive of adenoma formation.
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Affiliation(s)
| | - Ivy H. Gardner
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Sudarshan Anand
- Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR
| | - Kyla N. Siemens
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR
- Department of Statistics, Oregon State University, Corvallis, OR
| | | | | | - Robert Martindale
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Christopher A. Gaulke
- Department of Microbiology, Oregon State University, Corvallis, OR
- Department of Pathobiology, University of Illinois Urbana-Champaign, Urbana, IL
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL
| | - V. Liana Tsikitis
- Department of Surgery, Oregon Health & Science University, Portland, OR
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14
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Combrink L, Humphreys IR, Washburn Q, Arnold HK, Stagaman K, Kasschau KD, Jolles AE, Beechler BR, Sharpton TJ. Best practice for wildlife gut microbiome research: A comprehensive review of methodology for 16S rRNA gene investigations. Front Microbiol 2023; 14:1092216. [PMID: 36910202 PMCID: PMC9992432 DOI: 10.3389/fmicb.2023.1092216] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Accepted: 01/18/2023] [Indexed: 02/24/2023] Open
Abstract
Extensive research in well-studied animal models underscores the importance of commensal gastrointestinal (gut) microbes to animal physiology. Gut microbes have been shown to impact dietary digestion, mediate infection, and even modify behavior and cognition. Given the large physiological and pathophysiological contribution microbes provide their host, it is reasonable to assume that the vertebrate gut microbiome may also impact the fitness, health and ecology of wildlife. In accordance with this expectation, an increasing number of investigations have considered the role of the gut microbiome in wildlife ecology, health, and conservation. To help promote the development of this nascent field, we need to dissolve the technical barriers prohibitive to performing wildlife microbiome research. The present review discusses the 16S rRNA gene microbiome research landscape, clarifying best practices in microbiome data generation and analysis, with particular emphasis on unique situations that arise during wildlife investigations. Special consideration is given to topics relevant for microbiome wildlife research from sample collection to molecular techniques for data generation, to data analysis strategies. Our hope is that this article not only calls for greater integration of microbiome analyses into wildlife ecology and health studies but provides researchers with the technical framework needed to successfully conduct such investigations.
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Affiliation(s)
- Leigh Combrink
- Department of Microbiology, Oregon State University, Corvallis, OR, United States.,Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, United States.,School of Natural Resources and the Environment, University of Arizona, Tucson, AZ, United States
| | - Ian R Humphreys
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Quinn Washburn
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Holly K Arnold
- Department of Microbiology, Oregon State University, Corvallis, OR, United States.,Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, United States
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Kristin D Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Anna E Jolles
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, United States.,Department of Integrative Biology, Oregon State University, Corvallis, OR, United States
| | - Brianna R Beechler
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, United States
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States.,Department of Statistics, Oregon State University, Corvallis, OR, United States
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15
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Watson KM, Siemens KN, Anand S, Gardner IH, Sharpton TJ, Dewey EN, Martindale R, Gaulke CA, Tsikitis VL. Dietary and lifestyle associations with microbiome diversity. Gut Pathog 2022; 14:49. [PMID: 36564812 PMCID: PMC9784278 DOI: 10.1186/s13099-022-00525-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Microbial dysbiosis has been closely linked with colorectal cancer development. However, data is limited regarding the relationship of the mucosal microbiome, adenomatous polyps and dietary habits. Understanding these associations may elucidate pathways for risk stratification according to diet. RESULTS Patients undergoing screening colonoscopy were included in our prospective, single center study and divided into adenoma or no adenoma cohorts. Oral, fecal, and mucosal samples were obtained. Microbial DNA was extracted, and amplicon libraries generated using primers for the 16S rRNA gene V4 region. Patient and dietary information was collected. Of 104 participants, 44% presented with polyps, which were predominantly tubular adenomas (87%). Adenoma formation and multiple patient dietary and lifestyle characteristics were associated with mucosal microbiome diversity. Lifestyle factors included age, body mass index, adenoma number, and dietary consumption of red meats, processed meats, vegetables, fruit, grain, fermented foods and alcohol. CONCLUSION In this study we showed associations between dietary habits, adenoma formation and the mucosal microbiome. These early findings suggest that ongoing research into diet modification may help reduce adenoma formation and subsequently the development of CRC.
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Affiliation(s)
- Katherine M. Watson
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Kyla N. Siemens
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Sudarshan Anand
- grid.5288.70000 0000 9758 5690Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR US
| | - Ivy H. Gardner
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Thomas J. Sharpton
- grid.4391.f0000 0001 2112 1969Department of Microbiology, Oregon State University, Corvallis, OR US ,grid.4391.f0000 0001 2112 1969Department of Statistics, Oregon State University, Corvallis, OR US
| | - Elizabeth N. Dewey
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Robert Martindale
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Christopher A. Gaulke
- grid.35403.310000 0004 1936 9991Department of Pathobiology, University of Illinois Urbana-Champaign, Urbana, IL US ,grid.35403.310000 0004 1936 9991Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL US
| | - Vassiliki Liana Tsikitis
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
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16
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Bouranis JA, Beaver LM, Jiang D, Choi J, Wong CP, Davis EW, Williams DE, Sharpton TJ, Stevens JF, Ho E. Interplay between Cruciferous Vegetables and the Gut Microbiome: A Multi-Omic Approach. Nutrients 2022; 15:nu15010042. [PMID: 36615700 PMCID: PMC9824405 DOI: 10.3390/nu15010042] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 12/14/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022] Open
Abstract
Brassica vegetables contain a multitude of bioactive compounds that prevent and suppress cancer and promote health. Evidence suggests that the gut microbiome may be essential in the production of these compounds; however, the relationship between specific microbes and the abundance of metabolites produced during cruciferous vegetable digestion are still unclear. We utilized an ex vivo human fecal incubation model with in vitro digested broccoli sprouts (Broc), Brussels sprouts (Brus), a combination of the two vegetables (Combo), or a negative control (NC) to investigate microbial metabolites of cruciferous vegetables. We conducted untargeted metabolomics on the fecal cultures by LC-MS/MS and completed 16S rRNA gene sequencing. We identified 72 microbial genera in our samples, 29 of which were significantly differentially abundant between treatment groups. A total of 4499 metabolomic features were found to be significantly different between treatment groups (q ≤ 0.05, fold change > 2). Chemical enrichment analysis revealed 45 classes of compounds to be significantly enriched by brassicas, including long-chain fatty acids, coumaric acids, and peptides. Multi-block PLS-DA and a filtering method were used to identify microbe−metabolite interactions. We identified 373 metabolites from brassica, which had strong relationships with microbes, such as members of the family Clostridiaceae and genus Intestinibacter, that may be microbially derived.
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Affiliation(s)
- John A. Bouranis
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR 97331, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
| | - Laura M. Beaver
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR 97331, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
| | - Duo Jiang
- Department of Statistics, Oregon State University, Corvallis, OR 97331, USA
| | - Jaewoo Choi
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
| | - Carmen P. Wong
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR 97331, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
| | - Edward W. Davis
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, OR 97331, USA
| | - David E. Williams
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
- Department of Environmental and Molecular Toxicology, Oregon State University, Corvallis, OR 97331, USA
| | - Thomas J. Sharpton
- Department of Statistics, Oregon State University, Corvallis, OR 97331, USA
- Department of Microbiology, Oregon State University, Corvallis, OR 97331, USA
| | - Jan F. Stevens
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, OR 97331, USA
| | - Emily Ho
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR 97331, USA
- Linus Pauling Institute, Oregon State University, Corvallis, OR 97331, USA
- Correspondence:
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17
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Davis EW, Wong CP, Arnold HK, Kasschau K, Gaulke CA, Sharpton TJ, Ho E. Age and micronutrient effects on the microbiome in a mouse model of zinc depletion and supplementation. PLoS One 2022; 17:e0275352. [PMID: 36534653 PMCID: PMC9762596 DOI: 10.1371/journal.pone.0275352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 12/05/2022] [Indexed: 12/23/2022] Open
Abstract
Older adult populations are at risk for zinc deficiency, which may predispose them to immune dysfunction and age-related chronic inflammation that drives myriad diseases and disorders. Recent work also implicates the gut microbiome in the onset and severity of age-related inflammation, indicating that dietary zinc status and the gut microbiome may interact to impact age-related host immunity. We hypothesize that age-related alterations in the gut microbiome contribute to the demonstrated zinc deficits in host zinc levels and increased inflammation. We tested this hypothesis with a multifactor two-part study design in a C57BL/6 mouse model. The two studies included young (2 month old) and aged (24 month old) mice fed either (1) a zinc adequate or zinc supplemented diet, or (2) a zinc adequate or marginal zinc deficient diet, respectively. Overall microbiome composition did not significantly change with zinc status; beta diversity was driven almost exclusively by age effects. Microbiome differences due to age are evident at all taxonomic levels, with more than half of all taxonomic units significantly different. Furthermore, we found 150 out of 186 genera were significantly different between the two age groups, with Bacteriodes and Parabacteroides being the primary taxa of young and old mice, respectively. These data suggest that modulating individual micronutrient concentrations does not lead to comprehensive microbiome shifts, but rather affects specific components of the gut microbiome. However, a phylogenetic agglomeration technique (ClaaTU) revealed phylogenetic clades that respond to modulation of dietary zinc status and inflammation state in an age-dependent manner. Collectively, these results suggest that a complex interplay exists between host age, gut microbiome composition, and dietary zinc status.
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Affiliation(s)
- Edward W. Davis
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, Oregon, United States of America
| | - Carmen P. Wong
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, United States of America
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, United States of America
| | - Holly K. Arnold
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
| | - Kristin Kasschau
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
| | - Christopher A. Gaulke
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
- Department of Statistics, Oregon State University, Corvallis, Oregon, United States of America
| | - Emily Ho
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, United States of America
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, United States of America
- * E-mail:
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18
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Gruneck L, Marriott LK, Gentekaki E, Kespechara K, Sharpton TJ, Denny J, Shannon J, Popluechai S. A Non-Randomized Trial Investigating the Impact of Brown Rice Consumption on Gut Microbiota, Attention, and Short-Term Working Memory in Thai School-Aged Children. Nutrients 2022; 14:nu14235176. [PMID: 36501207 PMCID: PMC9738792 DOI: 10.3390/nu14235176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 11/30/2022] [Accepted: 12/02/2022] [Indexed: 12/12/2022] Open
Abstract
While dietary fiber has been shown to influence the composition of gut microbiota and cognitive function in adults, much less is known about the fiber-microbiome-cognition association in children. We profiled gut microbiota using quantitative PCR (qPCR) and evaluated cognitive function using the Corsi block-tapping test (CBT) and the psychomotor vigilance test (PVT) before, during, and after the dietary intervention of 127 school-aged children in northern Thailand. While we found that Sinlek rice (SLR) consumption did not significantly alter the abundance of gut microbiota or the cognitive performance of school-aged children, we did find age to be associated with variations in both the gut microbiota profiles and cognitive outcomes. Gammaproteobacteria was significantly lower in the control and SLR groups during the middle time points of both phases (Weeks 4 and 61), and its abundance was associated with age. Cognitive performance using CBT and PVT were also found to be age-sensitive, as older children outperformed younger children on both of these cognitive assessments. Finally, a multiple factor analysis (MFA) revealed that age and cognitive performance best explain individual variation in this study. Collectively, these findings further describe the influence of host variables on the microbial profiles and cognitive outcomes of school-aged children consuming Sinlek rice in Thailand.
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Affiliation(s)
- Lucsame Gruneck
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai 57100, Thailand
| | - Lisa K. Marriott
- OHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR 97201, USA
| | - Eleni Gentekaki
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai 57100, Thailand
- School of Science, Mae Fah Luang University, Muang, Chiang Rai 57100, Thailand
| | | | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR 97331, USA
- Department of Statistics, Oregon State University, Corvallis, OR 97331, USA
| | - Justin Denny
- OHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR 97201, USA
| | - Jackilen Shannon
- Division of Oncologic Sciences, Oregon Health & Science University, Portland, OR 97331, USA
- Correspondence: (J.S.); (S.P.)
| | - Siam Popluechai
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai 57100, Thailand
- School of Science, Mae Fah Luang University, Muang, Chiang Rai 57100, Thailand
- Correspondence: (J.S.); (S.P.)
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19
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Arnold HK, Hanselmann R, Duke SM, Sharpton TJ, Beechler BR. Chronic clinical signs of upper respiratory tract disease associate with gut and respiratory microbiomes in a cohort of domestic felines. PLoS One 2022; 17:e0268730. [PMID: 36454958 PMCID: PMC9714858 DOI: 10.1371/journal.pone.0268730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 11/18/2022] [Indexed: 12/05/2022] Open
Abstract
Feline upper respiratory tract disease (FURTD), often caused by infections etiologies, is a multifactorial syndrome affecting feline populations worldwide. Because of its highly transmissible nature, infectious FURTD is most prevalent anywhere cats are housed in groups such as animal shelters, and is associated with negative consequences such as decreasing adoption rates, intensifying care costs, and increasing euthanasia rates. Understanding the etiology and pathophysiology of FURTD is thus essential to best mitigate the negative consequences of this disease. Clinical signs of FURTD include acute respiratory disease, with a small fraction of cats developing chronic sequelae. It is thought that nasal mucosal microbiome changes play an active role in the development of acute clinical signs, but it remains unknown if the microbiome may play a role in the development and progression of chronic clinical disease. To address the knowledge gap surrounding how microbiomes link to chronic FURTD, we asked if microbial community structure of upper respiratory and gut microbiomes differed between cats with chronic FURTD signs and clinically normal cats. We selected 8 households with at least one cat exhibiting chronic clinical FURTD, and simultaneously collected samples from cohabitating clinically normal cats. Microbial community structure was assessed via 16S rDNA sequencing of both gut and nasal microbiome communities. Using a previously described ecophylogenetic method, we identified 136 and 89 microbial features within gut and nasal microbiomes respectively that significantly associated with presence of active FURTD clinical signs in cats with a history of chronic signs. Overall, we find that nasal and gut microbial community members associate with the presence of chronic clinical course, but more research is needed to confirm our observations.
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Affiliation(s)
- Holly Kristin Arnold
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
- Carlson College of Veterinary Medicine, Oregon State University, Corvallis, Oregon, United States of America
- * E-mail:
| | - Rhea Hanselmann
- College of Veterinary Medicine, Western University of Health Sciences, Pomona, California, United States of America
| | - Sarah M. Duke
- Carlson College of Veterinary Medicine, Oregon State University, Corvallis, Oregon, United States of America
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
- Department of Statistics, Oregon State University, Corvallis, Oregon, United States of America
| | - Brianna R. Beechler
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
- Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon, United States of America
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20
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Gruneck L, Gentekaki E, Kespechara K, Denny J, Sharpton TJ, Marriott LK, Shannon J, Popluechai S. The fecal microbiota of Thai school-aged children associated with demographic factors and diet. PeerJ 2022; 10:e13325. [PMID: 35469202 PMCID: PMC9034706 DOI: 10.7717/peerj.13325] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 04/01/2022] [Indexed: 01/13/2023] Open
Abstract
Background Birth delivery method and breastfeeding practices contribute to microbiota colonization. Other factors including diet and demographic factors structure the gut microbiome assembly and diversity through childhood development. The exploration of these factors, especially in Southeast Asian children, remains limited. Methods We investigated the fecal microbiota of 127 school-aged children in Thailand using quantitative PCR (qPCR) to assess the influence of diet and demographic factors on the gut microbiota. Multivariate analysis (multiple factor analysis (MFA) and Partial Least Squares Discriminant Analysis (PLS-DA)) were used to link particular gut microbes to diet and demographic factors. Results Diet and demographic factors were associated with variation among gut microbiota. The abundance of Gammaproteobacteria increased in children with infrequent intake of high fat foods. Obese children possessed a lower level of Firmicutes and Ruminococcus. Bifidobacterium was enriched in pre-teen aged children and detected at lower levels among formula-fed children. Prevotella was more abundant in children who were delivered vaginally. While ethnicity explained a small amount of variation in the gut microbiota, it nonetheless was found to be significantly associated with microbiome composition. Conclusions Exogenous and demographic factors associate with, and possibly drive, the assembly of the gut microbiome of an understudied population of school-aged children in Thailand.
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Affiliation(s)
- Lucsame Gruneck
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand
| | - Eleni Gentekaki
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand,School of Science, Mae Fah Luang University, Muang, Chiang Rai, Thailand
| | | | - Justin Denny
- OHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR, United States of America
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States of America,Department of Statistics, Oregon State University, Corvallis, OR, United States of America
| | - Lisa K. Marriott
- OHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR, United States of America
| | - Jackilen Shannon
- OHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR, United States of America
| | - Siam Popluechai
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand,School of Science, Mae Fah Luang University, Muang, Chiang Rai, Thailand
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21
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David MM, Tataru C, Pope Q, Baker LJ, English MK, Epstein HE, Hammer A, Kent M, Sieler MJ, Mueller RS, Sharpton TJ, Tomas F, Vega Thurber R, Fern XZ. Revealing General Patterns of Microbiomes That Transcend Systems: Potential and Challenges of Deep Transfer Learning. mSystems 2022; 7:e0105821. [PMID: 35040699 PMCID: PMC8765061 DOI: 10.1128/msystems.01058-21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
A growing body of research has established that the microbiome can mediate the dynamics and functional capacities of diverse biological systems. Yet, we understand little about what governs the response of these microbial communities to host or environmental changes. Most efforts to model microbiomes focus on defining the relationships between the microbiome, host, and environmental features within a specified study system and therefore fail to capture those that may be evident across multiple systems. In parallel with these developments in microbiome research, computer scientists have developed a variety of machine learning tools that can identify subtle, but informative, patterns from complex data. Here, we recommend using deep transfer learning to resolve microbiome patterns that transcend study systems. By leveraging diverse public data sets in an unsupervised way, such models can learn contextual relationships between features and build on those patterns to perform subsequent tasks (e.g., classification) within specific biological contexts.
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Affiliation(s)
- Maude M. David
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Christine Tataru
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Quintin Pope
- School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, Oregon, USA
| | - Lydia J. Baker
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Mary K. English
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Hannah E. Epstein
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Austin Hammer
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Michael Kent
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Michael J. Sieler
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Ryan S. Mueller
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
| | - Fiona Tomas
- Instituto Mediterráneo de Estudios Avanzados, IMEDEA, Esporles, Balearic Islands, Spain
| | | | - Xiaoli Z. Fern
- School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, Oregon, USA
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22
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Kundu P, Stagaman K, Kasschau K, Holden S, Shulzhenko N, Sharpton TJ, Raber J. Fecal Implants From App NL-G-F and App NL-G-F/E4 Donor Mice Sufficient to Induce Behavioral Phenotypes in Germ-Free Mice. Front Behav Neurosci 2022; 16:791128. [PMID: 35210996 PMCID: PMC8860839 DOI: 10.3389/fnbeh.2022.791128] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 01/11/2022] [Indexed: 12/12/2022] Open
Abstract
The gut microbiome and the gut brain axis are potential determinants of Alzheimer's disease (AD) etiology or severity and gut microbiota might coordinate with the gut-brain axis to regulate behavioral phenotypes in AD mouse models. Using 6-month-old human amyloid precursor protein (hAPP) knock-in (KI) mice, which contain the Swedish and Iberian mutations [APP NL-F (App NL-F)] or the Arctic mutation as third mutation [APP NL-G-F (App NL-G-F)], behavioral and cognitive performance is associated with the gut microbiome and APP genotype modulates this association. In this study, we determined the feasibility of behavioral testing of mice in a biosafety cabinet and whether stool from 6-month-old App NL-G-F mice or App NL-G-F crossed with human apoE4 targeted replacement mice is sufficient to induce behavioral phenotypes in 4-5 month-old germ-free C57BL/6J mice 4 weeks following inoculation. We also compared the behavioral phenotypes of the recipient mice with that of the donor mice. Finally, we assessed cortical Aβ levels and analyzed the gut microbiome in the recipient mice. These results show that it is feasible to behaviorally test germ-free mice inside a biosafety cabinet. However, the host genotype was critical in modulating the pattern of induced behavioral phenotypes as compared to those seen in the genotype- and sex-match donor mice. Male mice that received stool from App NL-G-F and App NL-G-F/E4 donor genotypes tended to have lower body weight as compared to wild type, an effect not observed among donor mice. Additionally, App NL-G-F/E4 recipient males, but not females, showed impaired object recognition. Insoluble Aβ40 levels were detected in App NL-G-F and App NL-G-F/E4 recipient mice. Recipients of App NL-G-F, but not App NL-G-F/E4, donor mice carried cortical insoluble Aβ40 levels that positively correlated with activity levels on the first and second day of open field testing. For recipient mice, the interaction between donor genotype and several behavioral scores predicted gut microbiome alpha-diversity. Similarly, two behavioral performance scores predicted microbiome composition in recipient mice, but this association was dependent on the donor genotype. These data suggest that genotypes of the donor and recipient might need to be considered for developing novel therapeutic strategies targeting the gut microbiome in AD and other neurodegenerative disorders.
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Affiliation(s)
- Payel Kundu
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Kristin Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Sarah Holden
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Natalia Shulzhenko
- Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, United States
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Jacob Raber
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
- Division of Neuroscience ONPRC, Department of Neurology, Psychiatry, and Radiation Medicine, Oregon Health & Science University, Portland, OR, United States
- College of Pharmacy, Oregon State University, Corvallis, OR, United States
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23
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Logan IE, Shulzhenko N, Sharpton TJ, Bobe G, Liu K, Nuss S, Jones ML, Miranda CL, Vasquez-Perez S, Pennington JM, Leonard SW, Choi J, Wu W, Gurung M, Kim JP, Lowry MB, Morgun A, Maier CS, Stevens JF, Gombart AF. Xanthohumol Requires the Intestinal Microbiota to Improve Glucose Metabolism in Diet-Induced Obese Mice. Mol Nutr Food Res 2021; 65:e2100389. [PMID: 34496124 PMCID: PMC8571065 DOI: 10.1002/mnfr.202100389] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 07/27/2021] [Indexed: 12/14/2022]
Abstract
SCOPE The polyphenol xanthohumol (XN) improves dysfunctional glucose and lipid metabolism in diet-induced obesity animal models. Because XN changes intestinal microbiota composition, the study hypothesizes that XN requires the microbiota to mediate its benefits. METHODS AND RESULTS To test the hypothesis, the study feeds conventional and germ-free male Swiss Webster mice either a low-fat diet (LFD, 10% fat derived calories), a high-fat diet (HFD, 60% fat derived calories), or a high-fat diet supplemented with XN at 60 mg kg-1 body weight per day (HXN) for 10 weeks, and measure parameters of glucose and lipid metabolism. In conventional mice, the study discovers XN supplementation decreases plasma insulin concentrations and improves Homeostatic Model Assessment of Insulin Resistance (HOMA-IR). In germ-free mice, XN supplementation fails to improve these outcomes. Fecal sample 16S rRNA gene sequencing analysis suggests XN supplementation changes microbial composition and dramatically alters the predicted functional capacity of the intestinal microbiota. Furthermore, the intestinal microbiota metabolizes XN into bioactive compounds, including dihydroxanthohumol (DXN), an anti-obesogenic compound with improved bioavailability. CONCLUSION XN requires the intestinal microbiota to mediate its benefits, which involves complex diet-host-microbiota interactions with changes in both microbial composition and functional capacity. The study results warrant future metagenomic studies which will provide insight into complex microbe-microbe interactions and diet-host-microbiota interactions.
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Affiliation(s)
- Isabelle E Logan
- Department of Biochemistry and Biophysics, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | | | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA
- Department of Statistics, Oregon State University, Corvallis, OR, 97331, USA
| | - Gerd Bobe
- Department of Animal Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Kitty Liu
- Department of Biochemistry and Biophysics, Corvallis, OR, 97331, USA
| | - Stephanie Nuss
- Carlson College of Veterinary Medicine, Corvallis, OR, 97331, USA
| | - Megan L Jones
- Department of Biochemistry and Biophysics, Corvallis, OR, 97331, USA
| | - Cristobal L Miranda
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | | | - Jamie M Pennington
- Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Scott W Leonard
- Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Jaewoo Choi
- Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Wenbin Wu
- Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Manoj Gurung
- Carlson College of Veterinary Medicine, Corvallis, OR, 97331, USA
| | - Joyce P Kim
- Department of Biochemistry and Biophysics, Corvallis, OR, 97331, USA
| | - Malcolm B Lowry
- Department of Microbiology, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Andrey Morgun
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, OR, 97331, USA
| | - Claudia S Maier
- Department of Chemistry, Oregon State University, Corvallis, OR, 97331, USA
| | - Jan F Stevens
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
| | - Adrian F Gombart
- Department of Biochemistry and Biophysics, Linus Pauling Institute, Oregon State University, Corvallis, OR, 97331, USA
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24
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Gaulke CA, Schmeltzer ER, Dasenko M, Tyler BM, Vega Thurber R, Sharpton TJ. Evaluation of the Effects of Library Preparation Procedure and Sample Characteristics on the Accuracy of Metagenomic Profiles. mSystems 2021; 6:e0044021. [PMID: 34636674 PMCID: PMC8510527 DOI: 10.1128/msystems.00440-21] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 09/18/2021] [Indexed: 11/20/2022] Open
Abstract
Shotgun metagenomic sequencing has transformed our understanding of microbial community ecology. However, preparing metagenomic libraries for high-throughput DNA sequencing remains a costly, labor-intensive, and time-consuming procedure, which in turn limits the utility of metagenomes. Several library preparation procedures have recently been developed to offset these costs, but it is unclear how these newer procedures compare to current standards in the field. In particular, it is not clear if all such procedures perform equally well across different types of microbial communities or if features of the biological samples being processed (e.g., DNA amount) impact the accuracy of the approach. To address these questions, we assessed how five different shotgun DNA sequence library preparation methods, including the commonly used Nextera Flex kit, perform when applied to metagenomic DNA. We measured each method's ability to produce metagenomic data that accurately represent the underlying taxonomic and genetic diversity of the community. We performed these analyses across a range of microbial community types (e.g., soil, coral associated, and mouse gut associated) and input DNA amounts. We find that the type of community and amount of input DNA influence each method's performance, indicating that careful consideration may be needed when selecting between methods, especially for low-complexity communities. However, the cost-effective preparation methods that we assessed are generally comparable to the current gold-standard Nextera DNA Flex kit for high-complexity communities. Overall, the results from this analysis will help expand and even facilitate access to metagenomic approaches in future studies. IMPORTANCE Metagenomic library preparation methods and sequencing technologies continue to advance rapidly, allowing researchers to characterize microbial communities in previously underexplored environmental samples and systems. However, widely accepted standardized library preparation methods can be cost-prohibitive. Newly available approaches may be less expensive, but their efficacy in comparison to standardized methods remains unknown. In this study, we compared five different metagenomic library preparation methods. We evaluated each method across a range of microbial communities varying in complexity and quantity of input DNA. Our findings demonstrate the importance of considering sample properties, including community type, composition, and DNA amount, when choosing the most appropriate metagenomic library preparation method.
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Affiliation(s)
- Christopher A. Gaulke
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Pathobiology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | | | - Mark Dasenko
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Brett M. Tyler
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, Oregon, USA
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, Oregon, USA
| | | | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Center for Quantitative Life Sciences, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
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25
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Zhang Y, Bobe G, Miranda CL, Lowry MB, Hsu VL, Lohr CV, Wong CP, Jump DB, Robinson MM, Sharpton TJ, Maier CS, Stevens JF, Gombart AF. Tetrahydroxanthohumol, a xanthohumol derivative, attenuates high-fat diet-induced hepatic steatosis by antagonizing PPARγ. eLife 2021; 10:e66398. [PMID: 34128467 PMCID: PMC8205491 DOI: 10.7554/elife.66398] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Accepted: 05/18/2021] [Indexed: 12/13/2022] Open
Abstract
We previously reported xanthohumol (XN), and its synthetic derivative tetrahydro-XN (TXN), attenuates high-fat diet (HFD)-induced obesity and metabolic syndrome in C57Bl/6J mice. The objective of the current study was to determine the effect of XN and TXN on lipid accumulation in the liver. Non-supplemented mice were unable to adapt their caloric intake to 60% HFD, resulting in obesity and hepatic steatosis; however, TXN reduced weight gain and decreased hepatic steatosis. Liver transcriptomics indicated that TXN might antagonize lipogenic PPARγ actions in vivo. XN and TXN inhibited rosiglitazone-induced 3T3-L1 cell differentiation concomitant with decreased expression of lipogenesis-related genes. A peroxisome proliferator activated receptor gamma (PPARγ) competitive binding assay showed that XN and TXN bind to PPARγ with an IC50 similar to pioglitazone and 8-10 times stronger than oleate. Molecular docking simulations demonstrated that XN and TXN bind in the PPARγ ligand-binding domain pocket. Our findings are consistent with XN and TXN acting as antagonists of PPARγ.
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Affiliation(s)
- Yang Zhang
- School of Biological and Population Health Sciences, Nutrition Program, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Gerd Bobe
- Department of Animal Sciences, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Cristobal L Miranda
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Malcolm B Lowry
- Department of Microbiology, Oregon State UniversityCorvallisUnited States
| | - Victor L Hsu
- Department of Biochemistry and Biophysics, Oregon State UniversityCorvallisUnited States
| | - Christiane V Lohr
- Department of Biomedical Science, Carlson College of Veterinary MedicineCorvallisUnited States
| | - Carmen P Wong
- School of Biological and Population Health Sciences, Nutrition Program, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Donald B Jump
- School of Biological and Population Health Sciences, Nutrition Program, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Matthew M Robinson
- School of Biological and Population Health Sciences, Kinesiology Program, Oregon State UniversityCorvallisUnited States
| | - Thomas J Sharpton
- Department of Microbiology, Department of Statistics, Oregon State UniversityCorvallisUnited States
| | - Claudia S Maier
- Department of Chemistry, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Jan F Stevens
- Department of Pharmaceutical Sciences, Linus Pauling Institute, Oregon State UniversityCorvallisUnited States
| | - Adrian F Gombart
- Linus Pauling Institute, Department of Biochemistry and Biophysics, Oregon State UniversityCorvallisUnited States
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26
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Kent ML, Wall ES, Sichel S, Watral V, Stagaman K, Sharpton TJ, Guillemin K. Pseudocapillaria tomentosa, Mycoplasma spp., and Intestinal Lesions in Experimentally Infected Zebrafish Danio rerio. Zebrafish 2021; 18:207-220. [PMID: 33999743 DOI: 10.1089/zeb.2020.1955] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Intestinal neoplasms and preneoplastic lesions are common in zebrafish research facilities. Previous studies have demonstrated that these neoplasms are caused by a transmissible agent, and two candidate agents have been implicated: a Mycoplasma sp. related to Mycoplasma penetrans and the intestinal parasitic nematode, Pseudocapillaria tomentosa, and both agents are common in zebrafish facilities. To elucidate the role of these two agents in the occurrence and severity of neoplasia and other intestinal lesions, we conducted two experimental inoculation studies. Exposed fish were examined at various time points over an 8-month period for intestinal histopathologic changes and the burden of Mycoplasma and nematodes. Fish exposed to Mycoplasma sp. isolated from zebrafish were associated with preneoplastic lesions. Fish exposed to the nematode alone or with the Mycoplasma isolate developed severe lesions and neoplasms. Both inflammation and neoplasm scores were associated with an increase in Mycoplasma burden. These results support the conclusions that P. tomentosa is a strong promoter of intestinal neoplasms in zebrafish and that Mycoplasma alone can also cause intestinal lesions and accelerate cancer development in the context of nematode infection.
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Affiliation(s)
- Michael L Kent
- Department of Microbiology and Oregon State University, Corvallis, Oregon, USA.,Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Elena S Wall
- Department of Biology and Institute of Molecular Biology, Eugene, University of Oregon, Eugene, Oregon, USA
| | - Sophie Sichel
- Department of Biology and Institute of Molecular Biology, Eugene, University of Oregon, Eugene, Oregon, USA
| | - Virginia Watral
- Department of Microbiology and Oregon State University, Corvallis, Oregon, USA
| | - Keaton Stagaman
- Department of Microbiology and Oregon State University, Corvallis, Oregon, USA
| | - Thomas J Sharpton
- Department of Microbiology and Oregon State University, Corvallis, Oregon, USA.,Department of Statistics, Oregon State University, Corvallis, Oregon, USA
| | - Karen Guillemin
- Department of Biology and Institute of Molecular Biology, Eugene, University of Oregon, Eugene, Oregon, USA.,Humans and the Microbiome Program, CIFAR, Toronto, Ontario, Canada
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27
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Kundu P, Torres ERS, Stagaman K, Kasschau K, Okhovat M, Holden S, Ward S, Nevonen KA, Davis BA, Saito T, Saido TC, Carbone L, Sharpton TJ, Raber J. Integrated analysis of behavioral, epigenetic, and gut microbiome analyses in App NL-G-F, App NL-F, and wild type mice. Sci Rep 2021; 11:4678. [PMID: 33633159 PMCID: PMC7907263 DOI: 10.1038/s41598-021-83851-4] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Accepted: 02/09/2021] [Indexed: 12/19/2022] Open
Abstract
Epigenetic mechanisms occurring in the brain as well as alterations in the gut microbiome composition might contribute to Alzheimer’s disease (AD). Human amyloid precursor protein knock-in (KI) mice contain the Swedish and Iberian mutations (AppNL-F) or those two and also the Arctic mutation (AppNL-G-F). In this study, we assessed whether behavioral and cognitive performance in 6-month-old AppNL-F, AppNL-G-F, and C57BL/6J wild-type (WT) mice was associated with the gut microbiome, and whether the genotype modulates this association. The genotype effects observed in behavioral tests were test-dependent. The biodiversity and composition of the gut microbiome linked to various aspects of mouse behavioral and cognitive performance but differences in genotype modulated these relationships. These genotype-dependent associations include members of the Lachnospiraceae and Ruminococcaceae families. In a subset of female mice, we assessed DNA methylation in the hippocampus and investigated whether alterations in hippocampal DNA methylation were associated with the gut microbiome. Among other differentially methylated regions, we identified a 1 Kb region that overlapped ing 3′UTR of the Tomm40 gene and the promoter region of the Apoe gene that and was significantly more methylated in the hippocampus of AppNL-G-F than WT mice. The integrated gut microbiome hippocampal DNA methylation analysis revealed a positive relationship between amplicon sequence variants (ASVs) within the Lachnospiraceae family and methylation at the Apoe gene. Hence, these microbes may elicit an impact on AD-relevant behavioral and cognitive performance via epigenetic changes in AD-susceptibility genes in neural tissue or that such changes in the epigenome can elicit alterations in intestinal physiology that affect the growth of these taxa in the gut microbiome.
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Affiliation(s)
- Payel Kundu
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Eileen Ruth S Torres
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA
| | - Kristin Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA
| | - Mariam Okhovat
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Sarah Holden
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Samantha Ward
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Kimberly A Nevonen
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Brett A Davis
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Takashi Saito
- Department of Neurocognitive Science, Institute of Brain Science, Nagoya City University Graduate School of Medical Sciences, Nagoya, Aichi, 467-8601, Japan
| | - Takaomi C Saido
- Laboratory for Proteolytic Neuroscience, RIKEN Center for Brain Science, Wako, Saitama, 351-0198, Japan
| | - Lucia Carbone
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health & Science University, Portland, OR, 97239, USA.,Departments of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, 97239, USA.,Departments of Medical Informatics and Clinical Epidemiology, Portland, OR, 97239, USA.,Division of Genetics, Oregon National Primate Research Center, Beaverton, OR, 97006, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA.,Department of Statistics, Oregon State University, Corvallis, OR, 97331, USA
| | - Jacob Raber
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, 97239, USA. .,Departments of Neurology, Psychiatry, and Radiation Medicine, Division of Neuroscience ONPRC, Oregon Health & Science University, Portland, OR, 97239, USA. .,College of Pharmacy, Oregon State University, Corvallis, OR, 97331, USA. .,Department of Behavioral Neuroscience, L470, Oregon Health & Science University, 3181SW Sam Jackson Park Road, Portland, OR, 97239, USA.
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Rodrigues RR, Gurung M, Li Z, García-Jaramillo M, Greer R, Gaulke C, Bauchinger F, You H, Pederson JW, Vasquez-Perez S, White KD, Frink B, Philmus B, Jump DB, Trinchieri G, Berry D, Sharpton TJ, Dzutsev A, Morgun A, Shulzhenko N. Transkingdom interactions between Lactobacilli and hepatic mitochondria attenuate western diet-induced diabetes. Nat Commun 2021; 12:101. [PMID: 33397942 PMCID: PMC7782853 DOI: 10.1038/s41467-020-20313-x] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 11/09/2020] [Indexed: 02/06/2023] Open
Abstract
Western diet (WD) is one of the major culprits of metabolic disease including type 2 diabetes (T2D) with gut microbiota playing an important role in modulating effects of the diet. Herein, we use a data-driven approach (Transkingdom Network analysis) to model host-microbiome interactions under WD to infer which members of microbiota contribute to the altered host metabolism. Interrogation of this network pointed to taxa with potential beneficial or harmful effects on host's metabolism. We then validate the functional role of the predicted bacteria in regulating metabolism and show that they act via different host pathways. Our gene expression and electron microscopy studies show that two species from Lactobacillus genus act upon mitochondria in the liver leading to the improvement of lipid metabolism. Metabolomics analyses revealed that reduced glutathione may mediate these effects. Our study identifies potential probiotic strains for T2D and provides important insights into mechanisms of their action.
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Affiliation(s)
| | - Manoj Gurung
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Zhipeng Li
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | | | - Renee Greer
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | | | - Franziska Bauchinger
- Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | - Hyekyoung You
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Jacob W Pederson
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | | | - Kimberly D White
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Briana Frink
- Veterinary Medicine, Oregon State University, Corvallis, OR, USA
| | - Benjamin Philmus
- College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Donald B Jump
- College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA
| | - Giorgio Trinchieri
- Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - David Berry
- Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | | | - Amiran Dzutsev
- Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Andrey Morgun
- College of Pharmacy, Oregon State University, Corvallis, OR, USA.
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29
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Fouladi F, Carroll IM, Sharpton TJ, Bulik-Sullivan E, Heinberg L, Steffen KJ, Fodor AA. A microbial signature following bariatric surgery is robustly consistent across multiple cohorts. Gut Microbes 2021; 13:1930872. [PMID: 34159880 PMCID: PMC8224199 DOI: 10.1080/19490976.2021.1930872] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 04/28/2021] [Accepted: 05/05/2021] [Indexed: 02/07/2023] Open
Abstract
Bariatric surgery induces significant shifts in the gut microbiota which could potentially contribute to weight loss and metabolic benefits. The aim of this study was to characterize a microbial signature following Roux-en-Y Gastric bypass (RYGB) surgery using novel and existing gut microbiota sequence data. We generated 16S rRNA gene and metagenomic sequences from fecal samples from patients undergoing RYGB surgery (n = 61 for 16S rRNA gene and n = 135 for metagenomics) at pre-surgical baseline and one, six, and twelve-month post-surgery. We compared these data with three smaller publicly available 16S rRNA gene and one metagenomic datasets from patients who also underwent RYGB surgery. Linear mixed models and machine learning approaches were used to examine the presence of a common microbial signature across studies. Comparison of our new sequences with previous longitudinal studies revealed strikingly similar profiles in both fecal microbiota composition (r = 0.41 ± 0.10; p < .05) and metabolic pathways (r = 0.70 ± 0.05; p < .001) early after surgery across multiple datasets. Notably, Veillonella, Streptococcus, Gemella, Fusobacterium, Escherichia/Shigella, and Akkermansia increased after surgery, while Blautia decreased. Machine learning approaches revealed that the replicable gut microbiota signature associated with RYGB surgery could be used to discriminate pre- and post-surgical samples. Opportunistic pathogen abundance also increased post-surgery in a consistent manner across cohorts. Our study reveals a robust microbial signature involving many commensal and pathogenic taxa and metabolic pathways early after RYGB surgery across different studies and sites. Characterization of the effects of this robust microbial signature on outcomes of bariatric surgery could provide insights into the development of microbiome-based interventions for predicting or improving outcomes following surgery.
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Affiliation(s)
- Farnaz Fouladi
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, USA
| | - Ian M. Carroll
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, USA
- Center for Gastrointestinal Biology and Disease, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Thomas J. Sharpton
- Department of Microbiology, Department of Statistics, Center for Genome Research and Biocomputing, Oregon State University, Corvallis, USA
| | - Emily Bulik-Sullivan
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, USA
| | - Leslie Heinberg
- Department of Psychiatry and Psychology, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, USA
| | - Kristine J. Steffen
- School of Pharmacy, College of Health Professions, North Dakota State University, Fargo, USA
- Director of Biomedical Research, Center for Biobehavioral Research/Sanford Research, Fargo, USA
| | - Anthony A. Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, USA
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30
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Schaaf RM, Sharpton TJ, Murray KN, Kent AD, Kent ML. Retrospective analysis of the Zebrafish International Resource Center diagnostic data links Pseudocapillaria tomentosa to intestinal neoplasms in zebrafish Danio rerio (Hamilton 1822). J Fish Dis 2020; 43:1459-1462. [PMID: 32892418 PMCID: PMC7924165 DOI: 10.1111/jfd.13233] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 07/14/2020] [Accepted: 07/15/2020] [Indexed: 05/02/2023]
Affiliation(s)
- Russel M. Schaaf
- Department of Microbiology, Oregon State University, Corvallis, Oregon
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon
- Department of Statistics, Oregon State University, Corvallis, Oregon
| | - Katrina N. Murray
- Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon
| | | | - Michael L. Kent
- Department of Microbiology, Oregon State University, Corvallis, Oregon
- Department of Biomedical Sciences, Oregon State University, Corvallis, Oregon
- Zebrafish International Resource Center, Eugene, Oregon
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31
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Raber J, Fuentes Anaya A, Torres ERS, Lee J, Boutros S, Grygoryev D, Hammer A, Kasschau KD, Sharpton TJ, Turker MS, Kronenberg A. Effects of Six Sequential Charged Particle Beams on Behavioral and Cognitive Performance in B6D2F1 Female and Male Mice. Front Physiol 2020; 11:959. [PMID: 32982769 PMCID: PMC7485338 DOI: 10.3389/fphys.2020.00959] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 07/15/2020] [Indexed: 12/12/2022] Open
Abstract
The radiation environment astronauts are exposed to in deep space includes galactic cosmic radiation (GCR) with different proportions of all naturally occurring ions. To assist NASA with assessment of risk to the brain following exposure to a mixture of ions broadly representative of the GCR, we assessed the behavioral and cognitive performance of female and male C57BL/6J × DBA2/J F1 (B6D2F1) mice two months following rapidly delivered, sequential 6 beam irradiation with protons (1 GeV, LET = 0.24 keV, 50%), 4He ions (250 MeV/n, LET = 1.6 keV/μm, 20%), 16O ions (250 MeV/n, LET = 25 keV/μm 7.5%), 28Si ions (263 MeV/n, LET = 78 keV/μm, 7.5%), 48Ti ions (1 GeV/n, LET = 107 keV/μm, 7.5%), and 56Fe ions (1 GeV/n, LET = 151 keV/μm, 7.5%) at 0, 25, 50, or 200 cGy) at 4-6 months of age. When the activity over 3 days of open field habituation was analyzed in female mice, those irradiated with 50 cGy moved less and spent less time in the center than sham-irradiated mice. Sham-irradiated female mice and those irradiated with 25 cGy showed object recognition. However, female mice exposed to 50 or 200 cGy did not show object recognition. When fear memory was assessed in passive avoidance tests, sham-irradiated mice and mice irradiated with 25 cGy showed memory retention while mice exposed to 50 or 200 cGy did not. The effects of radiation passive avoidance memory retention were not sex-dependent. There was no effect of radiation on depressive-like behavior in the forced swim test. There was a trend toward an effect of radiation on BDNF levels in the cortex of males, but not for females, with higher levels in male mice irradiated with 50 cGy than sham-irradiated. Finally, sequential 6-ion irradiation impacted the composition of the gut microbiome in a sex-dependent fashion. Taxa were uncovered whose relative abundance in the gut was associated with the radiation dose received. Thus, exposure to sequential six-beam irradiation significantly affects behavioral and cognitive performance and the gut microbiome.
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Affiliation(s)
- Jacob Raber
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
- Departments of Neurology and Radiation Medicine, Division of Neuroscience ONPRC, Oregon Health & Science University, Portland, OR, United States
| | - Andrea Fuentes Anaya
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Eileen Ruth S. Torres
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Joanne Lee
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Sydney Boutros
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Dmytro Grygoryev
- Oregon Institute of Occupational Health Sciences and Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, United States
| | - Austin Hammer
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Kristin D. Kasschau
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Mitchell S. Turker
- Oregon Institute of Occupational Health Sciences and Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, United States
| | - Amy Kronenberg
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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32
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Nalven SG, Ward CP, Payet JP, Cory RM, Kling GW, Sharpton TJ, Sullivan CM, Crump BC. Experimental metatranscriptomics reveals the costs and benefits of dissolved organic matter photo‐alteration for freshwater microbes. Environ Microbiol 2020; 22:3505-3521. [DOI: 10.1111/1462-2920.15121] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 06/03/2020] [Indexed: 12/25/2022]
Affiliation(s)
- Sarah G. Nalven
- Oregon State University Corvallis OR USA
- College of Earth, Ocean, and Atmospheric Sciences Oregon State University Corvallis OR USA
| | | | - Jérôme P. Payet
- Oregon State University Corvallis OR USA
- College of Earth, Ocean, and Atmospheric Sciences Oregon State University Corvallis OR USA
| | - Rose M. Cory
- College of Literature, Science, and the Arts Earth and Environmental Sciences University of Michigan Ann Arbor MI USA
- University of Michigan Ann Arbor MI USA
| | - George W. Kling
- University of Michigan Ann Arbor MI USA
- College of Literature, Science, and the Arts Ecology and Evolutionary Biology University of Michigan Ann Arbor MI USA
| | - Thomas J. Sharpton
- Oregon State University Corvallis OR USA
- Department of Microbiology Oregon State University Corvallis OR USA
| | - Christopher M. Sullivan
- Oregon State University Corvallis OR USA
- Center for Genome Research and Biocomputing Oregon State University Corvallis OR USA
| | - Byron C. Crump
- Oregon State University Corvallis OR USA
- College of Earth, Ocean, and Atmospheric Sciences Oregon State University Corvallis OR USA
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Abstract
Zebrafish have a 50-year history as a model organism for studying vertebrate developmental biology and more recently have emerged as a powerful model system for studying vertebrate microbiome assembly, dynamics and function. In this Review, we discuss the strengths of the zebrafish model for both observational and manipulative microbiome studies, and we highlight some of the important insights gleaned from zebrafish gut microbiome research.
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Affiliation(s)
- Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, USA.,Department of Statistics, Oregon State University, Corvallis, OR, USA
| | - Karen Guillemin
- Institute of Molecular Biology, University of Oregon, Eugene, OR, USA. .,Humans and the Microbiome Program, CIFAR, Toronto, Ontario, Canada.
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34
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Mendez RL, Miranda C, Armour CR, Sharpton TJ, Stevens JF, Kwon JY. Supplementation with Sea Vegetables Palmaria mollis and Undaria pinnatifida Exerts Metabolic Benefits in Diet-Induced Obesity in Mice. Curr Dev Nutr 2020; 4:nzaa072. [PMID: 32467865 PMCID: PMC7245532 DOI: 10.1093/cdn/nzaa072] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 02/19/2020] [Accepted: 03/27/2020] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Sea vegetables are rich sources of nutrients as well as bioactive components that are linked to metabolic health improvement. Algal polysaccharides improve satiety and modulate gut microbiota while proteins, peptides, and phenolic fractions exert anti-inflammatory, antioxidant, and antidiabetic effects. OBJECTIVE We tested the hypothesis that dietary supplementation with either Pacific dulse (Palmaria mollis, red algae) or wakame (Undaria pinnatifida, brown algae) could remediate metabolic complications in high-fat diet-induced obesity. METHODS Individually caged C57BL/6J mice (n = 8) were fed ad libitum with either a low-fat diet (LFD), 10% kcal fat; high-fat diet (HFD), 60% kcal fat; HFD + 5% (wt:wt) dulse (HFD + D); or HFD + 5% (wt:wt) wakame (HFD + W) for 8 weeks. Food intake and weight gain were monitored weekly. Glucose tolerance, hepatic lipids, fecal lipids, and plasma markers were evaluated, and the gut microbiome composition was assessed. RESULTS Despite the tendency of higher food and caloric intake than the HFD (P = 0.04) group, the HFD + D group mice did not exhibit higher body weight, indicating lower food and caloric efficiency (P < 0.001). Sea vegetable supplementation reduced plasma monocyte chemotactic protein (MCP-1) (P < 0.001) and increased fecal lipid excretion (P < 0.001). Gut microbiome analysis showed that the HFD + D group had higher alpha-diversity than the HFD or LFD group, whereas beta-diversity analyses indicated that sea vegetable-supplemented HFD-fed mice (HFD + D and HFD + W groups) developed microbiome compositions more similar to those of the LFD-fed mice than those of the HFD-fed mice. CONCLUSION Sea vegetable supplementation showed protective effects against obesity-associated metabolic complications in C57BL/6J male mice by increasing lipid excretion, reducing systemic inflammatory marker, and mitigating gut microbiome alteration. While the obese phenotype development was not prevented, metabolic issues related to lipid absorption, inflammation, and gut microbial balance were improved, showing therapeutic promise and warranting eventual mechanistic elucidations.
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Affiliation(s)
- Rufa L Mendez
- Department of Food Science and Technology, College of Agricultural Sciences, Oregon State University, Corvallis, OR, USA
| | - Cristobal Miranda
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Courtney R Armour
- Department of Microbiology, College of Science, Oregon State University, Corvallis, OR, USA
| | - Thomas J Sharpton
- Department of Microbiology, College of Science, Oregon State University, Corvallis, OR, USA
- Department of Statistics, College of Science, Oregon State University, Corvallis, OR, USA
| | - Jan Frederik Stevens
- Linus Pauling Institute, Oregon State University, Corvallis, OR, USA
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, OR, USA
| | - Jung Yeon Kwon
- Department of Food Science and Technology, College of Agricultural Sciences, Oregon State University, Corvallis, OR, USA
- Seafood Research and Education Center, Oregon State University, Astoria, OR, USA
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35
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Sharpton TJ, Combrink L, Arnold HK, Gaulke CA, Kent M. Harnessing the gut microbiome in the fight against anthelminthic drug resistance. Curr Opin Microbiol 2020; 53:26-34. [PMID: 32114334 DOI: 10.1016/j.mib.2020.01.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 01/20/2020] [Accepted: 01/24/2020] [Indexed: 01/08/2023]
Abstract
Intestinal helminth parasites present major challenges to the welfare of humans and threaten the global food supply. While the discovery of anthelminthic drugs empowered our ability to offset these harms to society, the alarming rise of anthelminthic drug resistance mitigates contemporary efforts to treat and control intestinal helminthic infections. Fortunately, emerging research points to potential opportunities to combat anthelminthic drug resistance by harnessing the gut microbiome as a resource for discovering novel therapeutics and informing responsible drug administration. In this review, we highlight research that demonstrates this potential and provide rationale to support increased investment in efforts to uncover and translationally utilize knowledge about how the gut microbiome mediates intestinal helminthic infection and its outcomes.
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Affiliation(s)
- Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA; Department of Statistics, Oregon State University, Corvallis, OR, 97331, USA.
| | - Leigh Combrink
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA; Department of Biomedical Sciences, Oregon State University, Corvallis, OR, 97331, USA
| | - Holly K Arnold
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA; Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, 97331, USA
| | | | - Michael Kent
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA; Department of Biomedical Sciences, Oregon State University, Corvallis, OR, 97331, USA
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36
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Kashyap A, Rhodes A, Kronmiller B, Berger J, Champagne A, Davis EW, Finnegan MV, Geniza M, Hendrix DA, Löhr CV, Petro VM, Sharpton TJ, Wells J, Epps CW, Jaiswal P, Tyler BM, Ramsey SA. Pan-tissue transcriptome analysis of long noncoding RNAs in the American beaver Castor canadensis. BMC Genomics 2020; 21:153. [PMID: 32050897 PMCID: PMC7014947 DOI: 10.1186/s12864-019-6432-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 12/26/2019] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Long noncoding RNAs (lncRNAs) have roles in gene regulation, epigenetics, and molecular scaffolding and it is hypothesized that they underlie some mammalian evolutionary adaptations. However, for many mammalian species, the absence of a genome assembly precludes the comprehensive identification of lncRNAs. The genome of the American beaver (Castor canadensis) has recently been sequenced, setting the stage for the systematic identification of beaver lncRNAs and the characterization of their expression in various tissues. The objective of this study was to discover and profile polyadenylated lncRNAs in the beaver using high-throughput short-read sequencing of RNA from sixteen beaver tissues and to annotate the resulting lncRNAs based on their potential for orthology with known lncRNAs in other species. RESULTS Using de novo transcriptome assembly, we found 9528 potential lncRNA contigs and 187 high-confidence lncRNA contigs. Of the high-confidence lncRNA contigs, 147 have no known orthologs (and thus are putative novel lncRNAs) and 40 have mammalian orthologs. The novel lncRNAs mapped to the Oregon State University (OSU) reference beaver genome with greater than 90% sequence identity. While the novel lncRNAs were on average shorter than their annotated counterparts, they were similar to the annotated lncRNAs in terms of the relationships between contig length and minimum free energy (MFE) and between coverage and contig length. We identified beaver orthologs of known lncRNAs such as XIST, MEG3, TINCR, and NIPBL-DT. We profiled the expression of the 187 high-confidence lncRNAs across 16 beaver tissues (whole blood, brain, lung, liver, heart, stomach, intestine, skeletal muscle, kidney, spleen, ovary, placenta, castor gland, tail, toe-webbing, and tongue) and identified both tissue-specific and ubiquitous lncRNAs. CONCLUSIONS To our knowledge this is the first report of systematic identification of lncRNAs and their expression atlas in beaver. LncRNAs-both novel and those with known orthologs-are expressed in each of the beaver tissues that we analyzed. For some beaver lncRNAs with known orthologs, the tissue-specific expression patterns were phylogenetically conserved. The lncRNA sequence data files and raw sequence files are available via the web supplement and the NCBI Sequence Read Archive, respectively.
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Affiliation(s)
- Amita Kashyap
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA
| | - Adelaide Rhodes
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR, USA
| | - Brent Kronmiller
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR, USA
| | - Josie Berger
- College of Forestry, Oregon State University, Corvallis, OR, USA
| | - Ashley Champagne
- College of Forestry, Oregon State University, Corvallis, OR, USA
| | - Edward W Davis
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR, USA
| | | | - Matthew Geniza
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - David A Hendrix
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, USA.,School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA
| | - Christiane V Löhr
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA
| | - Vanessa M Petro
- College of Forestry, Oregon State University, Corvallis, OR, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, USA.,Department of Statistics, Oregon State University, Corvallis, OR, USA
| | - Jackson Wells
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR, USA
| | - Clinton W Epps
- Department of Fisheries and Wildlife, Oregon State University, Corvallis, OR, USA
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Brett M Tyler
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR, USA.,Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Stephen A Ramsey
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA. .,School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA.
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37
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Flannery JE, Stagaman K, Burns AR, Hickey RJ, Roos LE, Giuliano RJ, Fisher PA, Sharpton TJ. Gut Feelings Begin in Childhood: the Gut Metagenome Correlates with Early Environment, Caregiving, and Behavior. mBio 2020; 11:e02780-19. [PMID: 31964729 PMCID: PMC6974564 DOI: 10.1128/mbio.02780-19] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Accepted: 11/20/2019] [Indexed: 02/06/2023] Open
Abstract
Psychosocial environments impact normative behavioral development in children, increasing the risk of problem behaviors and psychiatric disorders across the life span. Converging evidence demonstrates that early normative development is affected by the gut microbiome, which itself can be altered by early psychosocial environments. However, much of our understanding of the gut microbiome's role in early development stems from nonhuman animal models and predominately focuses on the first years of life, during peri- and postnatal microbial colonization. As a first step to identify if these findings translate to humans and the extent to which these relationships are maintained after initial microbial colonization, we conducted a metagenomic investigation among a cross-sectional sample of early school-aged children with a range of adverse experiences and caregiver stressors and relationships. Our results indicate that the taxonomic and functional composition of the gut microbiome correlates with behavior during a critical period of child development. Furthermore, our analysis reveals that both socioeconomic risk exposure and child behaviors associate with the relative abundances of specific taxa (e.g., Bacteroides and Bifidobacterium species) as well as functional modules encoded in their genomes (e.g., monoamine metabolism) that have been linked to cognition and health. While we cannot infer causality within this study, these findings suggest that caregivers may moderate the gut microbiome's link to environment and behaviors beyond the first few years of life.IMPORTANCE Childhood is a formative period of behavioral and biological development that can be modified, for better or worse, by the psychosocial environment that is in part determined by caregivers. Not only do our own genes and the external environment influence such developmental trajectories, but the community of microbes living in, on, and around our bodies-the microbiome-plays an important role as well. By surveying the gut microbiomes of a cross-sectional cohort of early school-aged children with a range of psychosocial environments and subclinical mental health symptoms, we demonstrated that caregiving behaviors modified the child gut microbiome's association to socioeconomic risk and behavioral dysregulation.
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Affiliation(s)
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Adam R Burns
- Department of Medicine Division of Infectious Diseases, Stanford University School of Medicine, Stanford, California, USA
| | - Roxana J Hickey
- Biology of the Built Environment Center, University of Oregon, Eugene, Oregon, USA
- Phylagen, San Francisco, California, USA
| | - Leslie E Roos
- Department of Psychology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Ryan J Giuliano
- Department of Psychology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Philip A Fisher
- Department of Psychology, University of Oregon, Eugene, Oregon, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
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Zhang Y, Bobe G, Revel JS, Rodrigues RR, Sharpton TJ, Fantacone ML, Raslan K, Miranda CL, Lowry MB, Blakemore PR, Morgun A, Shulzhenko N, Maier CS, Stevens JF, Gombart AF. Front Cover: Improvements in Metabolic Syndrome by Xanthohumol Derivatives Are Linked to Altered Gut Microbiota and Bile Acid Metabolism. Mol Nutr Food Res 2020. [DOI: 10.1002/mnfr.202070003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Zhang Y, Bobe G, Revel JS, Rodrigues R, Sharpton TJ, Fantacone ML, Raslan K, Miranda CL, Lowry MB, Blakemore PR, Morgun A, Shulzhenko N, Maier CS, Stevens JF, Gombart AF. Improvements in Metabolic Syndrome by Xanthohumol Derivatives Are Linked to Altered Gut Microbiota and Bile Acid Metabolism. Mol Nutr Food Res 2020; 64:e1900789. [PMID: 31755244 PMCID: PMC7029812 DOI: 10.1002/mnfr.201900789] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 10/21/2019] [Indexed: 12/21/2022]
Abstract
SCOPE Two hydrogenated xanthohumol (XN) derivatives, α,β-dihydro-XN (DXN) and tetrahydro-XN (TXN), improved parameters of metabolic syndrome (MetS), a critical risk factor of cardiovascular disease (CVD) and type 2 diabetes, in a diet-induced obese murine model. It is hypothesized that improvements in obesity and MetS are linked to changes in composition of the gut microbiota, bile acid metabolism, intestinal barrier function, and inflammation. METHODS AND RESULTS To test this hypothesis, 16S rRNA genes were sequenced and bile acids were measured in fecal samples from C57BL/6J mice fed a high-fat diet (HFD) or HFD containing XN, DXN or TXN. Expression of genes associated with epithelial barrier function, inflammation, and bile acid metabolism were measured in the colon, white adipose tissue (WAT), and liver, respectively. Administration of XN derivatives decreases intestinal microbiota diversity and abundance-specifically Bacteroidetes and Tenericutes-alters bile acid metabolism, and reduces inflammation. In WAT, TXN supplementation decreases pro-inflammatory gene expression by suppressing macrophage infiltration. Transkingdom network analysis connects changes in the microbiota to improvements in MetS in the host. CONCLUSION Changes in the gut microbiota and bile acid metabolism may explain, in part, the improvements in obesity and MetS associated with administration of XN and its derivatives.
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Affiliation(s)
- Yang Zhang
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Gerd Bobe
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Animal Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Johana S. Revel
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Chemistry, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Richard Rodrigues
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Mary L. Fantacone
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Kareem Raslan
- Department of Microbiology, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Cristobal L. Miranda
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Malcolm B. Lowry
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Microbiology, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Paul R. Blakemore
- Department of Chemistry, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Andrey Morgun
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Natalia Shulzhenko
- College of Veterinary Medicine; Oregon State University, Corvallis, Oregon, 97331, USA
| | - Claudia S. Maier
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Chemistry, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Jan F. Stevens
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
| | - Adrian F. Gombart
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, 97331, USA
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, 97331, USA
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon, 97331, USA
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Jiang D, Armour CR, Hu C, Mei M, Tian C, Sharpton TJ, Jiang Y. Microbiome Multi-Omics Network Analysis: Statistical Considerations, Limitations, and Opportunities. Front Genet 2019; 10:995. [PMID: 31781153 PMCID: PMC6857202 DOI: 10.3389/fgene.2019.00995] [Citation(s) in RCA: 77] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Accepted: 09/18/2019] [Indexed: 12/21/2022] Open
Abstract
The advent of large-scale microbiome studies affords newfound analytical opportunities to understand how these communities of microbes operate and relate to their environment. However, the analytical methodology needed to model microbiome data and integrate them with other data constructs remains nascent. This emergent analytical toolset frequently ports over techniques developed in other multi-omics investigations, especially the growing array of statistical and computational techniques for integrating and representing data through networks. While network analysis has emerged as a powerful approach to modeling microbiome data, oftentimes by integrating these data with other types of omics data to discern their functional linkages, it is not always evident if the statistical details of the approach being applied are consistent with the assumptions of microbiome data or how they impact data interpretation. In this review, we overview some of the most important network methods for integrative analysis, with an emphasis on methods that have been applied or have great potential to be applied to the analysis of multi-omics integration of microbiome data. We compare advantages and disadvantages of various statistical tools, assess their applicability to microbiome data, and discuss their biological interpretability. We also highlight on-going statistical challenges and opportunities for integrative network analysis of microbiome data.
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Affiliation(s)
- Duo Jiang
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Courtney R Armour
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Chenxiao Hu
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Meng Mei
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Chuan Tian
- Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Thomas J Sharpton
- Department of Statistics, Oregon State University, Corvallis, OR, United States
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Yuan Jiang
- Department of Statistics, Oregon State University, Corvallis, OR, United States
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Allan ERO, Tennessen JA, Sharpton TJ, Blouin MS. Allelic Variation in a Single Genomic Region Alters the Microbiome of the Snail Biomphalaria glabrata. J Hered 2019; 109:604-609. [PMID: 29566237 DOI: 10.1093/jhered/esy014] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 03/15/2018] [Indexed: 12/17/2022] Open
Abstract
Freshwater snails are the intermediate hosts for numerous parasitic worms which can have negative consequences for human health and agriculture. Understanding the transmission of these diseases requires a more complete characterization of the immunobiology of snail hosts. This includes the characterization of its microbiome and genetic factors which may interact with this important commensal community. Allelic variation in the Guadeloupe resistance complex (GRC) genomic region of Guadeloupean Biomphalaria glabrata influences their susceptibility to schistosome infection and may have other roles in the snail immune response. In the present study, we examined whether a snail's GRC genotype has a role in shaping the bacterial diversity and composition present on or in whole snails. We show that the GRC haplotype, including the resistant genotype, has a significant effect on the diversity of bacterial species present in or on whole snails, including the relative abundances of Gemmatimonas aurantiaca and Micavibrio aeruginosavorus. These findings support the hypothesis that the GRC region is likely involved in pathways that can modify the microbial community of these snails and may have more immune roles in B. glabrata than originally believed. This is also one of few examples in which allelic variation at a particular locus has been shown to affect the microbiome in any species.
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Affiliation(s)
- Euan R O Allan
- Department of Integrative Biology, College of Science, Oregon State University, Corvallis, OR
| | - Jacob A Tennessen
- Department of Integrative Biology, College of Science, Oregon State University, Corvallis, OR
| | - Thomas J Sharpton
- Department of Microbiology, College of Science, Oregon State University, Corvallis, OR.,Department of Statistics, College of Science, Oregon State University, Corvallis, OR
| | - Michael S Blouin
- Department of Integrative Biology, College of Science, Oregon State University, Corvallis, OR
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Kent ML, Watral V, Gaulke CA, Sharpton TJ. Further evaluation of the efficacy of emamectin benzoate for treating Pseudocapillaria tomentosa (Dujardin 1843) in zebrafish Danio rerio (Hamilton 1822). J Fish Dis 2019; 42:1351-1357. [PMID: 31309582 PMCID: PMC6744302 DOI: 10.1111/jfd.13057] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 06/14/2019] [Accepted: 06/17/2019] [Indexed: 05/04/2023]
Abstract
Pseudocapillaria tomentosa is a pathogenic nematode parasite, causing emaciation and severe inflammatory lesions in the intestines in zebrafish Danio rerio (Hamilton 1822). Emamectin benzoate is commercially available analogue of ivermectin used for treating salmon for sea lice, under the brand name SLICE® , and we have used this for treating zebrafish with the P. tomentosa. Here, SLICE® , 0.2 per cent active emamectin benzoate, was used for oral treatments at 0.35 mg emamectin benzoate/kg fish/day for 14 days starting at 7 days post-exposure (dpe). Another experiment entailed initiating treatment during clinical disease (starting at 28 dpe). Early treatment was very effective, but delaying treatment was less so, presumably due to inappetence in clinically affected fish. We evaluated emamectin benzoate delivered in water, using Lice-Solve™ (mectinsol; 1.4% active emamectin benzoate) in two experiments. Application of four 24-hr treatments, space over 7 days was initiated at 28 dpe at either 0.168 or 0.56 mg emamectin benzoate/L/bath, and both treatments completely eradicated infections. This was 3 or 10 times manufacture's recommended dose, but was not associated with clinical or histological side effects.
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Affiliation(s)
- Michael L Kent
- Department of Microbiology, Oregon State University, Corvallis, Oregon
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, Oregon
| | - Virginia Watral
- Department of Microbiology, Oregon State University, Corvallis, Oregon
| | | | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon
- Department of Statistics, Oregon State University, Corvallis, Oregon
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43
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Armour CR, Nayfach S, Pollard KS, Sharpton TJ. A Metagenomic Meta-analysis Reveals Functional Signatures of Health and Disease in the Human Gut Microbiome. mSystems 2019; 4:e00332-18. [PMID: 31098399 PMCID: PMC6517693 DOI: 10.1128/msystems.00332-18] [Citation(s) in RCA: 83] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Accepted: 04/23/2019] [Indexed: 01/07/2023] Open
Abstract
While recent research indicates that human health is affected by the gut microbiome, the functional mechanisms that underlie host-microbiome interactions remain poorly resolved. Metagenomic clinical studies can address this problem by revealing specific microbial functions that stratify healthy and diseased individuals. To improve our understanding of the relationship between the gut microbiome and health, we conducted the first integrative functional analysis of nearly 2,000 publicly available fecal metagenomic samples obtained from eight clinical studies. We identified characteristics of the gut microbiome that associate generally with disease, including functional alpha-diversity, beta-diversity, and beta-dispersion. Using regression modeling, we identified specific microbial functions that robustly stratify diseased individuals from healthy controls. Many of these functions overlapped multiple diseases, suggesting a general role in host health, while others were specific to a single disease and may indicate disease-specific etiologies. Our results clarify potential microbiome-mediated mechanisms of disease and reveal features of the microbiome that may be useful for the development of microbiome-based diagnostics. IMPORTANCE The composition of the gut microbiome associates with a wide range of human diseases, but the mechanisms underpinning these associations are not well understood. To shift toward a mechanistic understanding, we integrated distinct metagenomic data sets to identify functions encoded in the gut microbiome that associate with multiple diseases, which may be important to human health. Additionally, we identified functions that associate with specific diseases, which may elucidate disease-specific etiologies. We demonstrated that the functions encoded in the microbiome can be used to classify disease status, but the inclusion of additional patient covariates may be necessary to obtain sufficient accuracy. Ultimately, this analysis advances our understanding of the gut microbiome functions that constitute a healthy microbiome and identifies potential targets for microbiome-based diagnostics and therapeutics.
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Affiliation(s)
- Courtney R. Armour
- Molecular and Cellular Biology Program, Oregon State University, Corvallis, Oregon, USA
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
| | - Stephen Nayfach
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Gladstone Institutes, San Francisco, California, USA
| | - Katherine S. Pollard
- Gladstone Institutes, San Francisco, California, USA
- Department of Epidemiology & Biostatistics, Institute for Human Genetics, Quantitative Biology Institute, and Institute for Computational Health Sciences, University of California, San Francisco, California, USA
- Chan-Zuckerberg Biohub, San Francisco, California, USA
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
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Li Y, Li Y, Jin W, Sharpton TJ, Mackie RI, Cann I, Cheng Y, Zhu W. Combined Genomic, Transcriptomic, Proteomic, and Physiological Characterization of the Growth of Pecoramyces sp. F1 in Monoculture and Co-culture With a Syntrophic Methanogen. Front Microbiol 2019; 10:435. [PMID: 30894845 PMCID: PMC6414434 DOI: 10.3389/fmicb.2019.00435] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Accepted: 02/19/2019] [Indexed: 11/13/2022] Open
Abstract
In this study, the effects of a syntrophic methanogen on the growth of Pecoramyces sp. F1 was investigated by characterizing fermentation profiles, as well as functional genomic, transcriptomic, and proteomic analysis. The estimated genome size, GC content, and protein coding regions of strain F1 are 106.83 Mb, 16.07%, and 23.54%, respectively. Comparison of the fungal monoculture with the methanogen co-culture demonstrated that during the fermentation of glucose, the co-culture initially expressed and then down-regulated a large number of genes encoding both enzymes involved in intermediate metabolism and plant cell wall degradation. However, the number of up-regulated proteins doubled at the late-growth stage in the co-culture. In addition, we provide a mechanistic understanding of the metabolism of this fungus in co-culture with a syntrophic methanogen. Further experiments are needed to explore this interaction during degradation of more complex plant cell wall substrates.
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Affiliation(s)
- Yuanfei Li
- Laboratory of Gastrointestinal Microbiology, National Center for International Research on Animal Gut Nutrition, Nanjing Agricultural University, Nanjing, China
| | - Yuqi Li
- Laboratory of Gastrointestinal Microbiology, National Center for International Research on Animal Gut Nutrition, Nanjing Agricultural University, Nanjing, China
| | - Wei Jin
- Laboratory of Gastrointestinal Microbiology, National Center for International Research on Animal Gut Nutrition, Nanjing Agricultural University, Nanjing, China.,Joint International Research Laboratory of Animal Health and Food Safety, Nanjing Agricultural University, Nanjing, China
| | - Thomas J Sharpton
- Department of Microbiology - Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Roderick I Mackie
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Isaac Cann
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Champaign, IL, United States.,Department of Microbiology, University of Illinois at Urbana-Champaign, Champaign, IL, United States.,Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Champaign, IL, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Yanfen Cheng
- Laboratory of Gastrointestinal Microbiology, National Center for International Research on Animal Gut Nutrition, Nanjing Agricultural University, Nanjing, China.,Joint International Research Laboratory of Animal Health and Food Safety, Nanjing Agricultural University, Nanjing, China
| | - Weiyun Zhu
- Laboratory of Gastrointestinal Microbiology, National Center for International Research on Animal Gut Nutrition, Nanjing Agricultural University, Nanjing, China.,Joint International Research Laboratory of Animal Health and Food Safety, Nanjing Agricultural University, Nanjing, China
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Gaulke CA, Martins ML, Watral VG, Humphreys IR, Spagnoli ST, Kent ML, Sharpton TJ. A longitudinal assessment of host-microbe-parasite interactions resolves the zebrafish gut microbiome's link to Pseudocapillaria tomentosa infection and pathology. Microbiome 2019; 7:10. [PMID: 30678738 PMCID: PMC6346533 DOI: 10.1186/s40168-019-0622-9] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Accepted: 01/08/2019] [Indexed: 05/18/2023]
Abstract
BACKGROUND Helminth parasites represent a significant threat to the health of human and animal populations, and there is a growing need for tools to treat, diagnose, and prevent these infections. Recent work has turned to the gut microbiome as a utilitarian agent in this regard; components of the microbiome may interact with parasites to influence their success in the gut, meaning that the microbiome may encode new anthelmintic drugs. Moreover, parasite infections may restructure the microbiome's composition in consistent ways, implying that the microbiome may be useful for diagnosing infection. The innovation of these utilities requires foundational knowledge about how parasitic infection, as well as its ultimate success in the gut and impact on the host, relates to the gut microbiome. In particular, we currently possess limited insight into how the microbiome, host pathology, and parasite burden covary during infection. Identifying interactions between these parameters may uncover novel putative methods of disrupting parasite success. RESULTS To identify interactions between parasite success and the microbiome, we quantified longitudinal associations between an intestinal helminth of zebrafish, Pseudocapillaria tomentosa, and the gut microbiome in 210 4-month-old 5D line zebrafish. Parasite burden and parasite-associated pathology varied in severity throughout the experiment in parasite-exposed fish, with intestinal pathologic changes becoming severe at late time points. Parasite exposure, burden, and intestinal lesions were correlated with gut microbial diversity. Robust generalized linear regression identified several individual taxa whose abundance predicted parasite burden, suggesting that gut microbiota may influence P. tomentosa success. Numerous associations between taxon abundance, burden, and gut pathologic changes were also observed, indicating that the magnitude of microbiome disruption during infection varies with infection severity. Finally, a random forest classifier accurately predicted a fish's exposure to the parasite based on the abundance of gut phylotypes, which underscores the potential for using the gut microbiome to diagnose intestinal parasite infection. CONCLUSIONS These experiments demonstrate that P. tomentosa infection disrupts zebrafish gut microbiome composition and identifies potential interactions between the gut microbiota and parasite success. The microbiome may also provide a diagnostic that would enable non-destructive passive sampling for P. tomentosa and other intestinal pathogens in zebrafish facilities.
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Affiliation(s)
| | - Mauricio L Martins
- AQUOS-Aquatic Organisms Health Laboratory, Aquaculture Department, Federal University of Santa Catarina, Florianopolis, SC, Brazil
| | - Virginia G Watral
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
| | - Ian R Humphreys
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
| | - Sean T Spagnoli
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA
| | - Michael L Kent
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, 97330, USA.
- Department of Statistics, Oregon State University, Corvallis, OR, 97330, USA.
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Kirchoff NS, Udell MAR, Sharpton TJ. The gut microbiome correlates with conspecific aggression in a small population of rescued dogs (Canis familiaris). PeerJ 2019; 7:e6103. [PMID: 30643689 PMCID: PMC6330041 DOI: 10.7717/peerj.6103] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Accepted: 11/13/2018] [Indexed: 01/15/2023] Open
Abstract
Aggression is a serious behavioral disorder in domestic dogs that endangers both dogs and humans. The underlying causes of canine aggression are poorly resolved and require illumination to ensure effective therapy. Recent research links the compositional diversity of the gut microbiome to behavioral and psychological regulation in other mammals, such as mice and humans. Given these observations, we hypothesized that the composition of the canine gut microbiome could associate with aggression. We analyzed fecal microbiome samples collected from a small population of pit bull type dogs seized from a dogfighting organization. This population included 21 dogs that displayed conspecific aggressive behaviors and 10 that did not. Beta-diversity analyses support an association between gut microbiome structure and dog aggression. Additionally, we used a phylogenetic approach to resolve specific clades of gut bacteria that stratify aggressive and non-aggressive dogs, including clades within Lactobacillus, Dorea, Blautia, Turicibacter, and Bacteroides. Several of these taxa have been implicated in modulating mammalian behavior as well as gastrointestinal disease states. Although sample size limits this study, our findings indicate that gut microorganisms are linked to dog aggression and point to an aggression-associated physiological state that interacts with the gut microbiome. These results also indicate that the gut microbiome may be useful for diagnosing aggressive behaviors prior to their manifestation and potentially discerning cryptic etiologies of aggression.
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Affiliation(s)
- Nicole S Kirchoff
- Department of Microbiology, Oregon State University, Corvallis, OR, United States of America
| | - Monique A R Udell
- Department of Animal and Rangeland Science, Oregon State University, Corvallis, OR, United States of America
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States of America.,Department of Statistics, Oregon State University, Corvallis, OR, United States of America
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Gaulke CA, Rolshoven J, Wong CP, Hudson LG, Ho E, Sharpton TJ. Marginal Zinc Deficiency and Environmentally Relevant Concentrations of Arsenic Elicit Combined Effects on the Gut Microbiome. mSphere 2018; 3:e00521-18. [PMID: 30518676 PMCID: PMC6282007 DOI: 10.1128/msphere.00521-18] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Accepted: 10/30/2018] [Indexed: 01/16/2023] Open
Abstract
Extensive research shows that dietary variation and toxicant exposure impact the gut microbiome, yielding effects on host physiology. However, prior work has mostly considered such exposure-microbiome interactions through the lens of single-factor exposures. In practice, humans exposed to toxicants vary in their dietary nutritional status, and this variation may impact subsequent exposure of the gut microbiome. For example, chronic arsenic exposure affects 200 million people globally and is often comorbid with zinc deficiency. Zinc deficiency can enhance arsenic toxicity, but it remains unknown how zinc status impacts the gut microbiome's response to arsenic exposure and whether this response links to host toxicity. Using 16S amplicon sequencing, we examined the combinatorial effects of exposure to environmentally relevant concentrations of arsenic on the composition of the microbiome in C57BL/6 mice fed diets varying in zinc concentration. Arsenic exposure and marginal zinc deficiency independently altered microbiome diversity. When combined, their effects on microbiome community structure were amplified. Generalized linear models identified microbial taxa whose relative abundance in the gut was perturbed by zinc deficiency, arsenic, or their interaction. Further, we correlated taxonomic abundances with host DNA damage, adiponectin expression, and plasma zinc concentration to identify taxa that may mediate host physiological responses to arsenic exposure or zinc deficiency. Arsenic exposure and zinc restriction also result in increased DNA damage and decreased plasma zinc. These physiological changes are associated with the relative abundance of several gut taxa. These data indicate that marginal zinc deficiency sensitizes the microbiome to arsenic exposure and that the microbiome associates with some toxicological effects of arsenic.IMPORTANCE Xenobiotic compounds, such as arsenic, have the potential to alter the composition and functioning of the gut microbiome. The gut microbiome may also interact with these compounds to mediate their impact on the host. However, little is known about how dietary variation may reshape how the microbiome responds to xenobiotic exposures or how these modified responses may in turn impact host physiology. Here, we investigated the combinatorial effects of marginal zinc deficiency and physiologically relevant concentrations of arsenic on the microbiome. Both zinc deficiency and arsenic exposure were individually associated with altered microbial diversity and when combined elicited synergistic effects. Microbial abundance also covaried with host physiological changes, indicating that the microbiome may contribute to or be influenced by these pathologies. Collectively, this work demonstrates that dietary zinc intake influences the sensitivity of the microbiome to subsequent arsenic exposure.
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Affiliation(s)
| | - John Rolshoven
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Carmen P Wong
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Laurie G Hudson
- Department of Pharmaceutical Sciences, University of New Mexico, Albuquerque, New Mexico, USA
| | - Emily Ho
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, Oregon, USA
- Linus Pauling Institute, Oregon State University, Corvallis, Oregon, USA
- Moore Family Center for Whole Grain Foods, Nutrition and Preventive Health, Oregon State University, Corvallis, Oregon, USA
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, Oregon, USA
- Department of Statistics, Oregon State University, Corvallis, Oregon, USA
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Kent ML, Gaulke CA, Watral V, Sharpton TJ. Pseudocapillaria tomentosa in laboratory zebrafish Danio rerio: patterns of infection and dose response. Dis Aquat Organ 2018; 131:121-131. [PMID: 30460918 PMCID: PMC6474349 DOI: 10.3354/dao03286] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Parasites in wild populations almost always exhibit aggregation (overdispersion), in which relatively few hosts are infected with high numbers of the parasites. This pattern of infection has also been observed in laboratory studies, where many of the sources of natural variation are removed. Pseudocapillaria tomentosa (Nematoda) is common in zebrafish (Danio rerio) facilities. We describe here patterns of infections in zebrafish experimentally infected with larvated P. tomentosa eggs in various trials with defined numbers of eggs. One trial with eggs delivered in a gelatin diet is also included. Fish were exposed at 25, 75, and 200 eggs fish-1, and the minimal infectious dose was estimated to be 1.5 eggs fish-1. The ID50 (50% infective dose) was calculated to be 17.5 eggs fish-1. We also included data from a trial and 2 previously published experiments with undefined doses in which zebrafish were exposed to infectious water and detritus from a tank that previously contained infected fish. All doses resulted in a high prevalence of infection (>70%), except at the 25 eggs fish-1 dose, where the prevalence was 43-46%. Mean abundance of worms corresponded to dose, from 0.57 worms fish-1 at 25 eggs fish-1 to 7 worms fish-1 at 200 eggs fish-1. Variance to mean ratios (V/M) and the k parameters showed aggregation across the 8 separate trials, including the gelatin diet. Aggregation increased with increased parasite abundance. Given the consistent observation of aggregation across our experiments, the zebrafish/P. tomentosa system provides a potentially robust, high-throughput model to investigate factors that influence differences in host susceptibility within defined populations.
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Affiliation(s)
- Michael L. Kent
- Department of Microbiology, Oregon State University, Corvallis, OR 97331
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR 97331
| | | | - Virginia Watral
- Department of Microbiology, Oregon State University, Corvallis, OR 97331
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR 97331
- Department of Statistics, Oregon State University, Corvallis, OR 97331
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49
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Torres ERS, Akinyeke T, Stagaman K, Duvoisin RM, Meshul CK, Sharpton TJ, Raber J. Effects of Sub-Chronic MPTP Exposure on Behavioral and Cognitive Performance and the Microbiome of Wild-Type and mGlu8 Knockout Female and Male Mice. Front Behav Neurosci 2018; 12:140. [PMID: 30072879 PMCID: PMC6058038 DOI: 10.3389/fnbeh.2018.00140] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 06/18/2018] [Indexed: 01/23/2023] Open
Abstract
Motor dysfunction is a hallmark of Parkinson's disease (PD); however, non-motor symptoms such as gastrointestinal dysfunction often arise prior to motor symptoms. Alterations in the gut microbiome have been proposed as the earliest event in PD pathogenesis. PD symptoms often demonstrate sex differences. Glutamatergic neurotransmission has long been linked to PD pathology. Metabotropic glutamate receptors (mGlu), a family of G protein-coupled receptors, are divided into three groups, with group III mGlu receptors mainly localized presynaptically where they can inhibit glutamate release in the CNS as well as in the gut. Additionally, the gut microbiome can communicate with the CNS via the gut-brain axis. Here, we assessed whether deficiency of metabotropic glutamate receptor 8 (mGlu8), group III mGlu, modulates the effects of the neurotoxin, 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP), on behavioral and cognitive performance in female and male mice. We studied whether these effects are associated with changes in striatal tyrosine hydroxylase (TH) levels and the gut microbiome. Two-week sub-chronic MPTP increased activity of female and male wild-type (WT) and mGlu8 knockout (KO) mice in the open field. MPTP also showed genotype- and sex-dependent effects. MPTP increased the time WT, but not KO, females and males spent exploring objects. In WT mice, MPTP improved sensorimotor function in males but impaired it in females. Further, MPTP impaired cued fear memory in WT, but not KO, male mice. MPTP reduced striatal TH levels in WT and KO mice but these effects were only pronounced in males. MPTP treatment and genotype affected the diversity of the gut microbiome. In addition, there were significant associations between microbiome α-diversity and sensorimotor performance, as well as microbiome composition and fear learning. These results indicate that specific taxa may directly affect motor and fear learning or that the same physiological effects that enhance both forms of learning also alter diversity of the gut microbiome. MPTP's effect on motor and cognitive performance may then be, at least in part, be mediated by the gut microbiome. These data also support mGlu8 as a novel therapeutic target for PD and highlight the importance of including both sexes in preclinical studies.
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Affiliation(s)
- Eileen Ruth S Torres
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Tunde Akinyeke
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States
| | - Keaton Stagaman
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Robert M Duvoisin
- Department of Physiology and Pharmacology, Oregon Health & Science University, Portland, OR, United States
| | - Charles K Meshul
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States.,Portland VA Medical Center, Portland, OR, United States
| | - Thomas J Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR, United States.,Department of Statistics, Oregon State University, Corvallis, OR, United States
| | - Jacob Raber
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, United States.,Departments of Neurology and Radiation Medicine and Division of Neuroscience, ONPRC, Oregon Health & Science University, Portland, OR, United States
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50
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Burns AR, Watral V, Sichel S, Spagnoli S, Banse AV, Mittge E, Sharpton TJ, Guillemin K, Kent ML. Transmission of a common intestinal neoplasm in zebrafish by cohabitation. J Fish Dis 2018; 41:569-579. [PMID: 29023774 PMCID: PMC5844789 DOI: 10.1111/jfd.12743] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2017] [Revised: 08/31/2017] [Accepted: 09/03/2017] [Indexed: 05/04/2023]
Abstract
Intestinal neoplasms are common in zebrafish (Danio rerio) research facilities. These tumours are most often seen in older fish and are classified as small cell carcinomas or adenocarcinomas. Affected fish populations always contain subpopulations with preneoplastic lesions, characterized by epithelial hyperplasia or inflammation. Previous observations indicated that these tumours are unlikely caused by diet, water quality or genetic background, suggesting an infectious aetiology. We performed five transmission experiments by exposure of naïve fish to affected donor fish by cohabitation or exposure to tank effluent water. Intestinal lesions were observed in recipient fish in all exposure groups, including transmissions from previous recipient fish, and moribund fish exhibited a higher prevalence of neoplasms. We found a single 16S rRNA sequence, most similar to Mycoplasma penetrans, to be highly enriched in the donors and exposed recipients compared to unexposed control fish. We further tracked the presence of the Mycoplasma sp. using a targeted PCR test on individual dissected intestines or faeces or tank faeces. Original donor and exposed fish populations were positive for Mycoplasma, while corresponding unexposed control fish were negative. This study indicates an infectious aetiology for these transmissible tumours of zebrafish and suggests a possible candidate agent of a Mycoplasma species.
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Affiliation(s)
- Adam R. Burns
- Institute of Ecology and Evolutionary Biology, University of Oregon, Eugene, OR 97403
| | - Virginia. Watral
- Department of Microbiology Oregon State University, Corvallis, OR 97331
| | - Sophie Sichel
- Institute of Molecular Biology, University of Oregon, Eugene, OR 97403
| | - Sean Spagnoli
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR 97331
| | - Allison V. Banse
- Institute of Molecular Biology, University of Oregon, Eugene, OR 97403
| | - Erika Mittge
- Institute of Molecular Biology, University of Oregon, Eugene, OR 97403
| | - Thomas J. Sharpton
- Department of Microbiology Oregon State University, Corvallis, OR 97331
- Department of Statistics, Oregon State University, Corvallis, OR 97331
| | - Karen Guillemin
- Institute of Molecular Biology, University of Oregon, Eugene, OR 97403
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, Ontario M5G 1Z8, Canada
| | - Michael L. Kent
- Department of Microbiology Oregon State University, Corvallis, OR 97331
- Department of Biomedical Sciences, Oregon State University, Corvallis, OR 97331
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