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Tang-Wing C, Mohanty I, Bryant M, Makowski K, Melendez D, Dorrestein PC, Knight R, Caraballo-Rodríguez AM, Allaband C, Jenné K. Impact of diet change on the gut microbiome of common marmosets ( Callithrix jacchus). mSystems 2024:e0010824. [PMID: 38975760 DOI: 10.1128/msystems.00108-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 06/01/2024] [Indexed: 07/09/2024] Open
Abstract
Gastrointestinal diseases are the most frequently reported clinical problems in captive common marmosets (Callithrix jacchus), often affecting the health and welfare of the animal and ultimately their use as a research subject. The microbiome has been shown to be intimately connected to diet and gastrointestinal health. Here, we use shotgun metagenomics and untargeted metabolomics in fecal samples of common marmosets collected before, during, and after a dietary transition from a biscuit to a gel diet. The overall health of marmosets, measured as weight recovery and reproductive outcome, improved after the diet transition. Moreover, each marmoset pair had significant shifts in the microbiome and metabolome after the diet transition. In general, we saw a decrease in Escherichia coli and Prevotella species and an increase in Bifidobacterium species. Untargeted metabolic profiles indicated that polyamine levels, specifically cadaverine and putrescine, were high after diet transition, suggesting either an increase in excretion or a decrease in intestinal reabsorption at the intestinal level. In conclusion, our data suggest that Bifidobacterium species could potentially be useful as probiotic supplements to the laboratory marmoset diet. Future studies with a larger sample size will be beneficial to show that this is consistent with the diet change. IMPORTANCE Appropriate diet and health of the common marmoset in captivity are essential both for the welfare of the animal and to improve experimental outcomes. Our study shows that a gel diet compared to a biscuit diet improves the health of a marmoset colony, is linked to increases in Bifidobacterium species, and increases the removal of molecules associated with disease. The diet transition had an influence on the molecular changes at both the pair and time point group levels, but only at the pair level for the microbial changes. It appears to be more important which genes and functions present changed rather than specific microbes. Further studies are needed to identify specific components that should be considered when choosing an appropriate diet and additional supplementary foods, as well as to validate the benefits of providing probiotics. Probiotics containing Bifidobacterium species appear to be useful as probiotic supplements to the laboratory marmoset diet, but additional work is needed to validate these findings.
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Affiliation(s)
- Cassandra Tang-Wing
- Animal Care Program, University of California, San Diego, La Jolla, California, USA
| | - Ipsita Mohanty
- Skaggs School of Pharmacy, University of California, San Diego, La Jolla, California, USA
| | - MacKenzie Bryant
- Department of Pediatrics, University of California, San Diego, La Jolla, California, USA
| | - Katherine Makowski
- Animal Care Program, University of California, San Diego, La Jolla, California, USA
| | - Daira Melendez
- Bioinformatics Graduate Program, University of California, San Diego, La Jolla, California, USA
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy, University of California, San Diego, La Jolla, California, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, California, USA
| | - Rob Knight
- Department of Pediatrics, University of California, San Diego, La Jolla, California, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, California, USA
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, California, USA
- Shu Chien-Gene Lay Department of Bioengineering, University of California, San Diego, La Jolla, California, USA
- Halıcıoğlu Data Science Institute, University of California, San Diego, La Jolla, California, USA
| | | | - Celeste Allaband
- Department of Pediatrics, University of California, San Diego, La Jolla, California, USA
| | - Keith Jenné
- Animal Care Program, University of California, San Diego, La Jolla, California, USA
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2
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Whitney TL, Mallott EK, Diakiw LO, Christie DM, Ting N, Amato KR, Tecot SR, Baden AL. Ecological and genetic variables co-vary with social group identity to shape the gut microbiome of a pair-living primate. Am J Primatol 2024:e23657. [PMID: 38967215 DOI: 10.1002/ajp.23657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 05/17/2024] [Accepted: 06/08/2024] [Indexed: 07/06/2024]
Abstract
Primates exhibit diverse social systems that are intricately linked to their biology, behavior, and evolution, all of which influence the acquisition and maintenance of their gut microbiomes (GMs). However, most studies of wild primate populations focus on taxa with relatively large group sizes, and few consider pair-living species. To address this gap, we investigate how a primate's social system interacts with key environmental, social, and genetic variables to shape the GM in pair-living, red-bellied lemurs (Eulemur rubriventer). Previous research on this species suggests that social interactions within groups influence interindividual microbiome similarity; however, the impacts of other nonsocial variables and their relative contributions to gut microbial variation remain unclear. We sequenced the 16S ribosomal RNA hypervariable V4-V5 region to characterize the GM from 26 genotyped individuals across 11 social groups residing in Ranomafana National Park, Madagascar. We estimated the degree to which sex, social group identity, genetic relatedness, dietary diversity, and home range proximity were associated with variation in the gut microbial communities residing in red-bellied lemurs. All variables except sex played a significant role in predicting GM composition. Our model had high levels of variance inflation, inhibiting our ability to determine which variables were most predictive of gut microbial composition. This inflation is likely due to red-bellied lemurs' pair-living, pair-bonded social system that leads to covariation among environmental, social, and genetic variables. Our findings highlight some of the factors that predict GM composition in a tightly bonded, pair-living species and identify variables that require further study. We propose that future primate microbiome studies should simultaneously consider environmental, social, and genetic factors to improve our understanding of the relationships among sociality, the microbiome, and primate ecology and evolution.
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Affiliation(s)
- Tabor L Whitney
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| | - Elizabeth K Mallott
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
- Department of Biology, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Laura O Diakiw
- Department of Ecology, University of Wyoming, Laramie, Wyoming, USA
| | - Diana M Christie
- Department of Anthropology, University of Oregon, Eugene, Oregon, USA
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, USA
| | - Nelson Ting
- Department of Anthropology, University of Oregon, Eugene, Oregon, USA
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, USA
| | - Katherine R Amato
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| | - Stacey R Tecot
- School of Anthropology, University of Arizona, Tucson, Arizona, USA
| | - Andrea L Baden
- Department of Anthropology, Hunter College of the City University of New York, New York City, New York, USA
- Department of Anthropology, The Graduate Center of the City University of New York, New York City, New York, USA
- The New York Consortium in Evolutionary Primatology, New York City, New York, USA
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Jose L, Lee W, Hanya G, Tuuga A, Goossens B, Tangah J, Matsuda I, Kumar VS. Gut microbial community in proboscis monkeys ( Nasalis larvatus): implications for effects of geographical and social factors. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231756. [PMID: 39050721 PMCID: PMC11265907 DOI: 10.1098/rsos.231756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 04/23/2024] [Accepted: 05/22/2024] [Indexed: 07/27/2024]
Abstract
Recent technological advances have enabled comprehensive analyses of the previously uncharacterized microbial community in the gastrointestinal tracts of numerous animal species; however, the gut microbiota of several species, such as the endangered proboscis monkey (Nasalis larvatus) examined in this study, remains poorly understood. Our study sought to establish the first comprehensive data on the gut microbiota of free-ranging foregut-fermenting proboscis monkeys and to determine how their microbiota are affected locally by environmental factors, i.e. geographical distance, and social factors, i.e. the number of adult females within harem groups and the number of adults and subadults within non-harem groups, in a riverine forest in Sabah, Malaysian Borneo. Using 16S rRNA gene sequencing of 264 faecal samples collected from free-ranging proboscis monkeys, we demonstrated the trend that their microbial community composition is not particularly distinctive compared with other foregut- and hindgut-fermenting primates. The microbial alpha diversity was higher in larger groups and individuals inhabiting diverse vegetation (i.e. presumed to have a diverse diet). For microbial beta diversity, some measures were significant, showing higher values with larger geographical distances between samples. These results suggest that social factors such as increased inter-individual interactions, which can occur with larger groups, as well as physical distances between individuals or differences in dietary patterns, may affect the gut microbial communities.
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Affiliation(s)
- Lilian Jose
- Biotechnology Research Institute, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu, Sabah88400, Malaysia
| | - Wanyi Lee
- National Taiwan University, Taipei10617, Taiwan
- Center for Ecological Research, Kyoto University, Inuyama484-8506, Japan
| | - Goro Hanya
- Center for Ecological Research, Kyoto University, Inuyama484-8506, Japan
| | - Augustine Tuuga
- Sabah Wildlife Department, Wisma Muis, Kota Kinabalu, Sabah88100, Malaysia
| | - Benoit Goossens
- Sabah Wildlife Department, Wisma Muis, Kota Kinabalu, Sabah88100, Malaysia
- Danau Girang Field Centre, Sabah Wildlife Department, Wisma Muis, Kota Kinabalu, Sabah88100, Malaysia
- Organisms and Environment Division, Cardiff School of Biosciences, Cardiff University, CardiffCF10 3AX, UK
| | - Joseph Tangah
- Sabah Forestry Department, Forest Research Centre, Sandakan, Sabah, Malaysia
| | - Ikki Matsuda
- Wildlife Research Center of Kyoto University, 2-24 Tanaka-Sekiden-cho, Sakyo, Kyoto606-8203, Japan
- Chubu Institute for Advanced Studies, Chubu University, 1200, Matsumoto-cho, Kasugai-shi, Aichi487-8501, Japan
- Chubu University Academy of Emerging Sciences, 1200, Matsumoto-cho, Kasugai-shi, Aichi487-8501, Japan
- Institute for Tropical Biology and Conservation, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu, Sabah88400, Malaysia
| | - Vijay Subbiah Kumar
- Biotechnology Research Institute, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu, Sabah88400, Malaysia
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Hayer SS, Conrin M, French JA, Benson AK, Alvarez S, Cooper K, Fischer A, Alsafwani ZW, Gasper W, Suhr Van Haute MJ, Hassenstab HR, Azadmanesh S, Briardy M, Gerbers S, Jabenis A, Thompson JL, Clayton JB. Antibiotic-induced gut dysbiosis elicits gut-brain axis relevant multi-omic signatures and behavioral and neuroendocrine changes in a nonhuman primate model. Gut Microbes 2024; 16:2305476. [PMID: 38284649 PMCID: PMC10826635 DOI: 10.1080/19490976.2024.2305476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 01/10/2024] [Indexed: 01/30/2024] Open
Abstract
Emerging evidence indicates that antibiotic-induced dysbiosis can play an etiological role in the pathogenesis of neuropsychiatric disorders. However, most of this evidence comes from rodent models. The objective of this study was to evaluate if antibiotic-induced gut dysbiosis can elicit changes in gut metabolites and behavior indicative of gut-brain axis disruption in common marmosets (Callithrix jacchus) - a nonhuman primate model often used to study sociability and stress. We were able to successfully induce dysbiosis in marmosets using a custom antibiotic cocktail (vancomycin, enrofloxacin and neomycin) administered orally for 28 days. This gut dysbiosis altered gut metabolite profiles, behavior, and stress reactivity. Increase in gut Fusobacterium spp. post-antibiotic administration was a novel dysbiotic response and has not been observed in any rodent or human studies to date. There were significant changes in concentrations of several gut metabolites which are either neurotransmitters (e.g., GABA and serotonin) or have been found to be moderators of gut-brain axis communication in rodent models (e.g., short-chain fatty acids and bile acids). There was an increase in affiliative behavior and sociability in antibiotic-administered marmosets, which might be a coping mechanism in response to gut dysbiosis-induced stress. Increase in urinary cortisol levels after multiple stressors provides more definitive proof that this model of dysbiosis may cause disrupted communication between gut and brain in common marmosets. This study is a first attempt to establish common marmosets as a novel model to study the impact of severe gut dysbiosis on gut-brain axis cross-talk and behavior.
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Affiliation(s)
- Shivdeep S. Hayer
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Mackenzie Conrin
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Jeffrey A. French
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE, USA
- Program in Neuroscience and Behavior, University of Nebraska at Omaha, Omaha, NE, USA
| | - Andrew K. Benson
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Sophie Alvarez
- Proteomics and Metabolomics Facility, Nebraska Center for Biotechnology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Kathryn Cooper
- School of Interdisciplinary Informatics, College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE, USA
| | - Anne Fischer
- Proteomics and Metabolomics Facility, Nebraska Center for Biotechnology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Zahraa Wajih Alsafwani
- School of Interdisciplinary Informatics, College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE, USA
| | - William Gasper
- School of Interdisciplinary Informatics, College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE, USA
| | - Mallory J. Suhr Van Haute
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Haley R. Hassenstab
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Shayda Azadmanesh
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Missy Briardy
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Skyler Gerbers
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Aliyah Jabenis
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Jennifer L. Thompson
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
| | - Jonathan B. Clayton
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Callitrichid Research Center, University of Nebraska at Omaha, Omaha, NE, USA
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE, USA
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE, USA
- Primate Microbiome Project, University of Nebraska-Lincoln, Lincoln, NE, USA
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5
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Zhu L. Editorial: Animal social behaviour and gut microbiome. Front Microbiol 2023; 14:1210717. [PMID: 37614609 PMCID: PMC10443586 DOI: 10.3389/fmicb.2023.1210717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 07/10/2023] [Indexed: 08/25/2023] Open
Affiliation(s)
- Lifeng Zhu
- School of Medicine & Holistic Integrative Medicine, Nanjing University of Chinese Medicine, Nanjing, China
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6
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Jiang XR, Dai YY, Wang YR, Guo K, Du Y, Gao JF, Lin LH, Li P, Li H, Ji X, Qu YF. Dietary and Sexual Correlates of Gut Microbiota in the Japanese Gecko, Gekko japonicus (Schlegel, 1836). Animals (Basel) 2023; 13:ani13081365. [PMID: 37106928 PMCID: PMC10134999 DOI: 10.3390/ani13081365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 04/06/2023] [Accepted: 04/12/2023] [Indexed: 04/29/2023] Open
Abstract
Numerous studies have demonstrated that multiple intrinsic and extrinsic factors shape the structure and composition of gut microbiota in a host. The disorder of the gut microbiota may trigger various host diseases. Here, we collected fecal samples from wild-caught Japanese geckos (Gekko japonicus) and captive conspecifics fed with mealworms (mealworm-fed geckos) and fruit flies (fly-fed geckos), aiming to examine the dietary and sexual correlates of the gut microbiota. We used 16S rRNA gene sequencing technology to determine the composition of the gut microbiota. The dominant phyla with a mean relative abundance higher than 10% were Verrucomicrobiota, Bacteroidota, and Firmicutes. Gut microbial community richness and diversity were higher in mealworm-fed geckos than in wild geckos. Neither community evenness nor beta diversity of gut microbiota differed among wild, mealworm-fed, and fly-fed geckos. The beta rather than alpha diversity of gut microbiota was sex dependent. Based on the relative abundance of gut bacteria and their gene functions, we concluded that gut microbiota contributed more significantly to the host's metabolic and immune functions. A higher diversity of gut microbiota in mealworm-fed geckos could result from higher chitin content in insects of the order Coleoptera. This study not only provides basic information about the gut microbiota of G. japonicus but also shows that gut microbiota correlates with dietary habits and sex in the species.
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Affiliation(s)
- Xin-Ru Jiang
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
| | - Ying-Yu Dai
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
| | - Yu-Rong Wang
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
| | - Kun Guo
- Zhejiang Provincial Key Laboratory for Water Environment and Marine Biological Resources Protection, College of Life and Environmental Sciences, Wenzhou University, Wenzhou 325035, China
| | - Yu Du
- Hainan Key Laboratory of Herpetological Research, College of Fisheries and Life Science, Hainan Tropical Ocean University, Sanya 572022, China
| | - Jian-Fang Gao
- Herpetological Research Center, College of Life and Environmental Sciences, Hangzhou Normal University, Hangzhou 311121, China
| | - Long-Hui Lin
- Herpetological Research Center, College of Life and Environmental Sciences, Hangzhou Normal University, Hangzhou 311121, China
| | - Peng Li
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
| | - Hong Li
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
| | - Xiang Ji
- Zhejiang Provincial Key Laboratory for Water Environment and Marine Biological Resources Protection, College of Life and Environmental Sciences, Wenzhou University, Wenzhou 325035, China
| | - Yan-Fu Qu
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China
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7
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Zhang T, Li M, Shi T, Yan Y, Niyazbekova Z, Wang X, Li Z, Jiang Y. Transmission of the gut microbiome in cohousing goats and pigs. Front Microbiol 2022; 13:948617. [PMID: 36160207 PMCID: PMC9490217 DOI: 10.3389/fmicb.2022.948617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 08/15/2022] [Indexed: 11/13/2022] Open
Abstract
Social interaction facilitates the horizontal transmission of the microbiota between different individuals. However, little is known about the level of microbiota transmission in different livestock animals and different digestive tracts. The Hainan black goat and Wuzhishan pig are typical tropical local breeds on Hainan Island in China. Thus, we sampled and analyzed the gut microbiome in Hainan black goats (cecum and rumen) and Wuzhishan pigs (cecum) to study horizontal transmission by rearing them in the same pen (six goats and six pigs) or separate pens (nine goats and nine pigs). De novo assembly and binning recovered 3,262 strain-level and 2,488 species-level metagenome-assembled genomes (MAGs) using ∼1.3 Tb sequencing data. Of these MAGs, 1,856 MAGs were identified as novel strain. Compared with goats living in separate pens, social interaction in the same pen promotes community homogeneity in the rumen microbiome (P < 0.05) and the cecum microbiome (P < 0.05), respectively. Notably, approximately 7.08% (231/3262) of the gut microbial population could transmit during cohousing, 12 strains only in inter-species transmission, versus 190 strains only in intra-species transmission, and 10 strains only in foregut and hindgut transmission. In addition, the social contact group has high transmitted strain abundance, which is correlated with community composition. This study provided a new insight into the influence of social interaction on the animal gut microbiota.
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Affiliation(s)
- Tingting Zhang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
| | - Mao Li
- Tropical Crops Genetic Resources Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou, Hainan, China
| | - Tao Shi
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
| | - Yueyang Yan
- College of Veterinary Medicine, Jilin University, Changchun, Jilin, China
| | - Zhannur Niyazbekova
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
| | - Xihong Wang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
| | - Zongjun Li
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
- Zongjun Li,
| | - Yu Jiang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, China
- *Correspondence: Yu Jiang,
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Hair Microbiome Diversity within and across Primate Species. mSystems 2022; 7:e0047822. [PMID: 35876529 PMCID: PMC9426569 DOI: 10.1128/msystems.00478-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Primate hair and skin are substrates upon which social interactions occur and are host-pathogen interfaces. While human hair and skin microbiomes display body site specificity and immunological significance, little is known about the nonhuman primate (NHP) hair microbiome. Here, we collected hair samples (n = 158) from 8 body sites across 12 NHP species housed at three zoological institutions in the United States to examine the following: (1) the diversity and composition of the primate hair microbiome and (2) the factors predicting primate hair microbiome diversity and composition. If both environmental and evolutionary factors shape the microbiome, then we expect significant differences in microbiome diversity across host body sites, sexes, institutions, and species. We found our samples contained high abundances of gut-, respiratory-, and environment-associated microbiota. In addition, multiple factors predicted microbiome diversity and composition, although host species identity outweighed sex, body site, and institution as the strongest predictor. Our results suggest that hair microbial communities are affected by both evolutionary and environmental factors and are relatively similar across nonhuman primate body sites, which differs from the human condition. These findings have important implications for understanding the biology and conservation of wild and captive primates and the uniqueness of the human microbiome. IMPORTANCE We created the most comprehensive primate hair and skin data set to date, including data from 12 nonhuman primate species sampled from 8 body regions each. We find that the nonhuman primate hair microbiome is distinct from the human hair and skin microbiomes in that it is relatively uniform-as opposed to distinct-across body regions and is most abundant in gut-, environment-, and respiratory-associated microbiota rather than human skin-associated microbiota. Furthermore, we found that the nonhuman primate hair microbiome varies with host species identity, host sex, host environment, and host body site, with host species identity being the strongest predictor. This result demonstrates that nonhuman primate hair microbiome diversity varies with both evolutionary and environmental factors and within and across primate species. These findings have important implications for understanding the biology and conservation of wild and captive primates and the uniqueness of the human microbiome.
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Sun F, Chen J, Liu K, Tang M, Yang Y. The avian gut microbiota: Diversity, influencing factors, and future directions. Front Microbiol 2022; 13:934272. [PMID: 35992664 PMCID: PMC9389168 DOI: 10.3389/fmicb.2022.934272] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 07/08/2022] [Indexed: 11/13/2022] Open
Abstract
The gut microbiota is viewed as the “second genome” of animals, sharing intricate relationships with their respective hosts. Because the gut microbial community and its diversity are affected by many intrinsic and extrinsic factors, studying intestinal microbes has become an important research topic. However, publications are dominated by studies on domestic or captive birds, while research on the composition and response mechanism of environmental changes in the gut microbiota of wild birds remains scarce. Therefore, it is important to understand the co-evolution of host and intestinal bacteria under natural conditions to elucidate the diversity, maintenance mechanisms, and functions of gut microbes in wild birds. Here, the existing knowledge of gut microbiota in captive and wild birds is summarized, along with previous studies on the composition and function, research methods employed, and factors influencing the avian gut microbial communities. Furthermore, research hotspots and directions were also discussed to identify the dynamics of the avian gut microbiota, aiming to contribute to studies of avian microbiology in the future.
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10
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Su H, Hu X, Xu W, Xu Y, Wen G, Cao Y. Metagenomic analysis of the abundances, diversity, and distribution of antibiotic resistance genes and their potential bacterial hosts in two types of shrimp-rearing farms in South China. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2022; 241:113801. [PMID: 35751933 DOI: 10.1016/j.ecoenv.2022.113801] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 06/15/2022] [Accepted: 06/19/2022] [Indexed: 06/15/2023]
Abstract
Antibiotic resistance genes (ARGs) are attracting increasing concern worldwide. Many previous studies have investigated the occurrence and concentrations of ARGs in aquaculture. However, the sources of ARGs and the links with their potential bacterial hosts have not yet been explored. This study investigated the abundances and diversity of ARGs in two types of shrimp farms in South China through metagenomic sequencing. In total, 14 ARG types were detected. Tetracycline was the dominant ARG type. The abundances of ARGs in samples decreased in the order of duck feces > water source > sediment > shrimp gut > pond water. The samples from the duck-shrimp integrated farm contained 1.29-3.81-fold more abundant ARGs than those from the shrimp monoculture farm (p < 0.05). Several ARGs, that were most predominant in the duck feces samples, were also the most predominant in the shrimp gut samples from the duck-shrimp integrated farm. Redundancy analysis indicated that the abundances and distribution of ARGs formed three clusters: duck feces, water samples, and sediment and shrimp gut samples. The dominant genera in duck feces known as human pathogenic bacteria were potential hosts of ARGs, and were also dominant in the shrimp gut samples in the duck-shrimp integrated farm. Additionally, the abundances of dominant genera in the shrimp gut samples of the duck-shrimp integrated farm were 1.74-35.07-fold higher than those in the shrimp monoculture farm (p < 0.01). The duck-shrimp integrated farm had 3.36-fold and 4.94-fold higher abundances of ARGs and mobile genetic elements in the shrimp gut samples than those from the shrimp monoculture farm, respectively (p < 0.05). The results indicate that duck feces may be a crucial source of diverse and abundant ARGs spreading to reared shrimps in duck-shrimp integrated farms, posing a severe risk to public health.
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Affiliation(s)
- Haochang Su
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Shenzhen Base South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shenzhen 518121, China
| | - Xiaojuan Hu
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Shenzhen Base South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shenzhen 518121, China
| | - Wujie Xu
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Shenzhen Base South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shenzhen 518121, China
| | - Yu Xu
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Shenzhen Base South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shenzhen 518121, China
| | - Guoliang Wen
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China
| | - Yucheng Cao
- South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Key Laboratory of South China Sea Fishery Resources Exploitation & Utilization, Ministry of Agriculture and Rural Affairs, P.R.China, Chinese Academy of Fishery Sciences, Guangzhou 510300, China; Shenzhen Base South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shenzhen 518121, China.
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11
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Kodikara S, Ellul S, Lê Cao KA. Statistical challenges in longitudinal microbiome data analysis. Brief Bioinform 2022; 23:bbac273. [PMID: 35830875 PMCID: PMC9294433 DOI: 10.1093/bib/bbac273] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 05/28/2022] [Accepted: 06/12/2022] [Indexed: 11/13/2022] Open
Abstract
The microbiome is a complex and dynamic community of microorganisms that co-exist interdependently within an ecosystem, and interact with its host or environment. Longitudinal studies can capture temporal variation within the microbiome to gain mechanistic insights into microbial systems; however, current statistical methods are limited due to the complex and inherent features of the data. We have identified three analytical objectives in longitudinal microbial studies: (1) differential abundance over time and between sample groups, demographic factors or clinical variables of interest; (2) clustering of microorganisms evolving concomitantly across time and (3) network modelling to identify temporal relationships between microorganisms. This review explores the strengths and limitations of current methods to fulfill these objectives, compares different methods in simulation and case studies for objectives (1) and (2), and highlights opportunities for further methodological developments. R tutorials are provided to reproduce the analyses conducted in this review.
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Affiliation(s)
- Saritha Kodikara
- Melbourne Integrative Genomics, School of Mathematics and Statistics, The University of Melbourne, Royal Parade, 3052, Victoria, Australia
| | - Susan Ellul
- Murdoch Children’s Research Institute and Department of Paediatrics, University of Melbourne, Bouverie Street, 3052, Victoria, Australia
| | - Kim-Anh Lê Cao
- Melbourne Integrative Genomics, School of Mathematics and Statistics, The University of Melbourne, Royal Parade, 3052, Victoria, Australia
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12
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Korth N, Parsons L, Van Haute MJ, Yang Q, Hurst P, Schnable JC, Holding DR, Benson AK. The Unique Seed Protein Composition of Quality Protein Popcorn Promotes Growth of Beneficial Bacteria From the Human Gut Microbiome. Front Microbiol 2022; 13:921456. [PMID: 35910657 PMCID: PMC9330393 DOI: 10.3389/fmicb.2022.921456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 06/01/2022] [Indexed: 11/13/2022] Open
Abstract
The effects of fiber, complex carbohydrates, lipids, and small molecules from food matrices on the human gut microbiome have been increasingly studied. Much less is known about how dietary protein can influence the composition and function of the gut microbial community. Here, we used near-isogenic maize lines of conventional popcorn and quality-protein popcorn (QPP) to study the effects of the opaque-2 mutation and associated quality-protein modifiers on the human gut microbiome. Opaque-2 blocks the synthesis of major maize seed proteins (α-zeins), resulting in a compensatory synthesis of new seed proteins that are nutritionally beneficial with substantially higher levels of the essential amino acids lysine and tryptophan. We show that QPP lines stimulate greater amounts of butyrate production by human gut microbiomes in in vitro fermentation of popped and digested corn from parental and QPP hybrids. In human gut microbiomes derived from diverse individuals, bacterial taxa belonging to the butyrate-producing family Lachnospiraceae, including the genera Coprococcus and Roseburia were consistently increased when fermenting QPP vs. parental popcorn lines. We conducted molecular complementation to further demonstrate that lysine-enriched seed protein can stimulate growth and butyrate production by microbes through distinct pathways. Our data show that organisms such as Coprococcus can utilize lysine and that other gut microbes, such as Roseburia spp., instead, utilize fructoselysine produced during thermal processing (popping) of popcorn. Thus, the combination of seed composition in QPP and interaction of protein adducts with carbohydrates during thermal processing can stimulate the growth of health-promoting, butyrate-producing organisms in the human gut microbiome through multiple pathways.
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Affiliation(s)
- Nate Korth
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Leandra Parsons
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Mallory J. Van Haute
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Qinnan Yang
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Preston Hurst
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - James C. Schnable
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - David R. Holding
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Andrew K. Benson
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
- *Correspondence: Andrew K. Benson,
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13
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Sheh A, Artim SC, Burns MA, Molina-Mora JA, Lee MA, Dzink-Fox J, Muthupalani S, Fox JG. Alterations in common marmoset gut microbiome associated with duodenal strictures. Sci Rep 2022; 12:5277. [PMID: 35347206 PMCID: PMC8960757 DOI: 10.1038/s41598-022-09268-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 03/21/2022] [Indexed: 12/13/2022] Open
Abstract
Chronic gastrointestinal (GI) diseases are the most common diseases in captive common marmosets (Callithrix jacchus). Despite standardized housing, diet and husbandry, a recently described gastrointestinal syndrome characterized by duodenal ulcers and strictures was observed in a subset of marmosets sourced from the New England Primate Research Center. As changes in the gut microbiome have been associated with GI diseases, the gut microbiome of 52 healthy, non-stricture marmosets (153 samples) were compared to the gut microbiome of 21 captive marmosets diagnosed with a duodenal ulcer/stricture (57 samples). No significant changes were observed using alpha diversity metrics, and while the community structure was significantly different when comparing beta diversity between healthy and stricture cases, the results were inconclusive due to differences observed in the dispersion of both datasets. Differences in the abundance of individual taxa using ANCOM, as stricture-associated dysbiosis was characterized by Anaerobiospirillum loss and Clostridium perfringens increases. To identify microbial and serum biomarkers that could help classify stricture cases, we developed models using machine learning algorithms (random forest, classification and regression trees, support vector machines and k-nearest neighbors) to classify microbiome, serum chemistry or complete blood count (CBC) data. Random forest (RF) models were the most accurate models and correctly classified strictures using either 9 ASVs (amplicon sequence variants), 4 serum chemistry tests or 6 CBC tests. Based on the RF model and ANCOM results, C. perfringens was identified as a potential causative agent associated with the development of strictures. Clostridium perfringens was also isolated by microbiological culture in 4 of 9 duodenum samples from marmosets with histologically confirmed strictures. Due to the enrichment of C. perfringens in situ, we analyzed frozen duodenal tissues using both 16S microbiome profiling and RNAseq. Microbiome analysis of the duodenal tissues of 29 marmosets from the MIT colony confirmed an increased abundance of Clostridium in stricture cases. Comparison of the duodenal gene expression from stricture and non-stricture marmosets found enrichment of genes associated with intestinal absorption, and lipid metabolism, localization, and transport in stricture cases. Using machine learning, we identified increased abundance of C. perfringens, as a potential causative agent of GI disease and intestinal strictures in marmosets.
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Affiliation(s)
- Alexander Sheh
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Stephen C Artim
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
- Merck Research Laboratories, Merck, South San Francisco, CA, USA
| | - Monika A Burns
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jose Arturo Molina-Mora
- Centro de Investigación en Enfermedades Tropicales (CIET), Universidad de Costa Rica, San José, Costa Rica
| | - Mary Anne Lee
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biological Sciences, Wellesley College, Wellesley, MA, USA
| | - JoAnn Dzink-Fox
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - James G Fox
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA.
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14
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Sheh A, Artim SC, Burns MA, Molina-Mora JA, Lee MA, Dzink-Fox J, Muthupalani S, Fox JG. Analysis of gut microbiome profiles in common marmosets (Callithrix jacchus) in health and intestinal disease. Sci Rep 2022; 12:4430. [PMID: 35292670 PMCID: PMC8924212 DOI: 10.1038/s41598-022-08255-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 03/01/2022] [Indexed: 12/11/2022] Open
Abstract
Chronic gastrointestinal (GI) diseases are the most common diseases in captive common marmosets. To understand the role of the microbiome in GI diseases, we characterized the gut microbiome of 91 healthy marmosets (303 samples) and 59 marmosets diagnosed with inflammatory bowel disease (IBD) (200 samples). Healthy marmosets exhibited "humanized," Bacteroidetes-dominant microbiomes. After up to 2 years of standardized diet, housing and husbandry, marmoset microbiomes could be classified into four distinct marmoset sources based on Prevotella and Bacteroides levels. Using a random forest (RF) model, marmosets were classified by source with an accuracy of 93% with 100% sensitivity and 95% specificity using abundance data from 4 Prevotellaceae amplicon sequence variants (ASVs), as well as single ASVs from Coprobacter, Parabacteroides, Paraprevotella, Phascolarctobacterium, Oribacterium and Fusobacterium. A single dysbiotic IBD state was not found across all marmoset sources, but IBD was associated with lower alpha diversity and a lower Bacteroides:Prevotella copri ratio within each source. IBD was highest in a Prevotella-dominant cohort, and consistent with Prevotella-linked diseases, pro-inflammatory genes in the jejunum were upregulated. RF analysis of serum biomarkers identified serum calcium, hemoglobin and red blood cell (RBC) counts as potential biomarkers for marmoset IBD. This study characterizes the microbiome of healthy captive common marmosets and demonstrates that source-specific microbiomes can be retained despite standardized diets and husbandry practices. Marmosets with IBD had decreased alpha diversity and a shift in the ratio of Bacteroides:Prevotella copri compared to healthy marmosets.
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Affiliation(s)
- Alexander Sheh
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Stephen C Artim
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
- Merck Research Laboratories, Merck, South San Francisco, CA, USA
| | - Monika A Burns
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jose Arturo Molina-Mora
- Centro de Investigación en Enfermedades Tropicales (CIET), Universidad de Costa Rica, San José, Costa Rica
| | - Mary Anne Lee
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biological Sciences, Wellesley College, Wellesley, MA, USA
| | - JoAnn Dzink-Fox
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - James G Fox
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA.
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15
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Xia W, Liu G, Wang D, Chen H, Zhu L, Li D. Functional convergence of Yunnan snub-nosed monkey and bamboo-eating panda gut microbiomes revealing the driving by dietary flexibility on mammal gut microbiome. Comput Struct Biotechnol J 2022; 20:685-699. [PMID: 35140888 PMCID: PMC8814018 DOI: 10.1016/j.csbj.2022.01.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 12/15/2021] [Accepted: 01/13/2022] [Indexed: 12/28/2022] Open
Abstract
The gut microbiomes of non-human primates have received a great deal of attention due to their close relationship to humans. In recent years, these studies have mainly focused on the gut microbiome of wild primates, which will be helpful to understanding the evolution of primates and their gut microbiomes (e.g., gut microbiome plasticity and diet flexibility). However, there is still a lack of basic information on the gut microbiomes from wild populations. Here, we investigated the gut microbial composition (16S rRNA gene) and function (metagenome and metagenome-assembled genomes (MAGs)) of Yunnan snub-nosed monkey populations in Weixi County, Yunnan Province, China, that had diets either completely based on wild-foraging or were regularly supplemented with human provisioned food. We found a significant difference in the gut microbiome between these two populations: the gut microbiome of the wild-foraging (no food provision) population was enriched genes involved in the detoxification of bamboo cyanide (high proportion of bamboo shoot intake) and chitin (from insect diet) digestion, while the gut microbiome of the food provisioned (e.g., fruits) wild populations were enriched genes involved in carbohydrate metabolism. Moreover, the gut microbiome of the wild-foraging population shared a putatively functional convergence with the gut microbiome of wild bamboo-eating pandas: such as microbes and genes involved in the cyanide detoxification. Therefore, the gut microbiome of the Yunnan snub-nosed monkey displayed the potential plasticity in response to diet flexibility. Long-term food-provisioning of the wild population has led to dramatic changes in gut microbial composition, function, and even antibiotic resistance. The antibiotic resistance profile for the wild Yunnan snub-nosed monkey population could be considered the baseline and an important piece of information for conservation.
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Affiliation(s)
- Wancai Xia
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China
- Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Guoqi Liu
- Mingke Biotechnology, Hangzhou, China
| | - Dali Wang
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China
- Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Hua Chen
- Mingke Biotechnology, Hangzhou, China
| | - Lifeng Zhu
- College of Life Sciences, Nanjing Normal University, Nanjing, China
- Corresponding authors at: College of Life Science, Nanjing Normal University, Nanjing, China (L. Zhu); Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), Nanchong, China West Normal University, China (D. Li).
| | - Dayong Li
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China
- Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
- Corresponding authors at: College of Life Science, Nanjing Normal University, Nanjing, China (L. Zhu); Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), Nanchong, China West Normal University, China (D. Li).
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16
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Eschweiler K, Clayton JB, Moresco A, McKenney EA, Minter LJ, Suhr Van Haute MJ, Gasper W, Hayer SS, Zhu L, Cooper K, Ange-van Heugten K. Host Identity and Geographic Location Significantly Affect Gastrointestinal Microbial Richness and Diversity in Western Lowland Gorillas ( Gorilla gorilla gorilla) under Human Care. Animals (Basel) 2021; 11:3399. [PMID: 34944176 PMCID: PMC8697915 DOI: 10.3390/ani11123399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 11/13/2021] [Accepted: 11/23/2021] [Indexed: 11/16/2022] Open
Abstract
The last few decades have seen an outpouring of gastrointestinal (GI) microbiome studies across diverse host species. Studies have ranged from assessments of GI microbial richness and diversity to classification of novel microbial lineages. Assessments of the "normal" state of the GI microbiome composition across multiple host species has gained increasing importance for distinguishing healthy versus diseased states. This study aimed to determine baselines and trends over time to establish "typical" patterns of GI microbial richness and diversity, as well as inter-individual variation, in three populations of western lowland gorillas (Gorilla gorilla gorilla) under human care at three zoological institutions in North America. Fecal samples were collected from 19 western lowland gorillas every two weeks for seven months (n = 248). Host identity and host institution significantly affected GI microbiome community composition (p < 0.05), although host identity had the most consistent and significant effect on richness (p = 0.03) and Shannon diversity (p = 0.004) across institutions. Significant changes in microbial abundance over time were observed only at Denver Zoo (p < 0.05). Our results suggest that individuality contributes to most of the observed GI microbiome variation in the study populations. Our results also showed no significant changes in any individual's microbial richness or Shannon diversity during the 7-month study period. While some microbial taxa (Prevotella, Prevotellaceae and Ruminococcaceae) were detected in all gorillas at varying levels, determining individual baselines for microbial composition comparisons may be the most useful diagnostic tool for optimizing non-human primate health under human care.
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Affiliation(s)
- Katrina Eschweiler
- Department of Nutrition, Denver Zoo, Denver, CO 80205, USA;
- Department of Animal Science, NC State University, Raleigh, NC 27695, USA
| | - Jonathan B. Clayton
- Department of Biology, University of Nebraska at Omaha, Omaha, NE 68182, USA; (J.B.C.); (S.S.H.)
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA;
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Primate Microbiome Project, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Anneke Moresco
- Department of Animal Welfare and Research, Denver Zoo, Denver, CO 80205, USA;
- Department of Clinical Sciences, College of Veterinary Medicine, NC State University, Raleigh, NC 27607, USA;
| | - Erin A. McKenney
- Department of Applied Ecology, NC State University, Raleigh, NC 27695, USA;
| | - Larry J. Minter
- Department of Clinical Sciences, College of Veterinary Medicine, NC State University, Raleigh, NC 27607, USA;
- Hanes Veterinary Medical Center, North Carolina Zoo, Asheboro, NC 27205, USA
| | - Mallory J. Suhr Van Haute
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA;
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - William Gasper
- College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE 68182, USA;
| | - Shivdeep Singh Hayer
- Department of Biology, University of Nebraska at Omaha, Omaha, NE 68182, USA; (J.B.C.); (S.S.H.)
| | - Lifeng Zhu
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China; (L.Z.); (K.C.)
| | - Kathryn Cooper
- College of Life Sciences, Nanjing Normal University, Nanjing 210023, China; (L.Z.); (K.C.)
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17
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Xia W, Zhao M, Wang D, Wang F, Chen H, Liu G, Zhu L, Li D. Invasion and defense of the basic social unit in a nonhuman primate society leads to sexual differences in the gut microbiome. Integr Zool 2021; 17:168-180. [PMID: 34751507 PMCID: PMC9299848 DOI: 10.1111/1749-4877.12608] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Multilevel society is one of the most complex social systems in natural ecosystems and is a typical feature among some primates. Given the potential connection between social behavior and gut microbiome composition, the multilevel social system could affect the primate gut microbiome. Here, based on long‐term observation (e.g. social unit dynamics, transfer, and behavior), we investigated this potential integrating 16S rRNA gene amplicon sequencing and behavior data in Yunnan snub‐nosed monkeys (Rhinopithecus bieti), which possess a multilevel social group based on one male units (OMUs, each unit with several breeding females and their offspring) and all‐male unit (AMU, several bachelor males residing together). We found that the mean unweighted Unifrac distance between adult males from different OMUs was significantly lower than that between adult females from different OMUs (paired Wilcoxon test, P = 0.007). There was no significant difference in the mean unweighted Unifrac distance between females within the same OMU or between females from different OMUs. These findings indicated the potential connection between the defense and invasion of social units and the gut microbiome community in wild Yunnan snub‐nosed monkeys. We speculated that the resident males of OMUs displaying a significantly higher similarity in the gut microbial community than that of adult females in separate OMUs might be associated with the sexual differences in their interactions and from previously having cohabitated together in the AMU. Therefore, this study suggested that multilevel societies might have an effect on the gut microbial community in this wild nonhuman primate species.
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Affiliation(s)
- Wancai Xia
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China.,Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Mei Zhao
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China.,Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Dali Wang
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China.,Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Fan Wang
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China.,Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
| | - Hua Chen
- Mingkef Biotechnology, Hangzhou, China
| | - Guoqi Liu
- Mingkef Biotechnology, Hangzhou, China
| | - Lifeng Zhu
- College of Life Sciences, Nanjing Normal University, Nanjing, China
| | - Dayong Li
- Key Laboratory of Southwest China Wildlife Resources Conservation (Ministry of Education), China West Normal University, Nanchong, Sichuan, China.,Institute of Rare Animals and Plants, China West Normal University, Nanchong, Sichuan, China
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18
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Weitzman CL, Rostama B, Thomason CA, May M, Belden LK, Hawley DM. Experimental test of microbiome protection across pathogen doses reveals importance of resident microbiome composition. FEMS Microbiol Ecol 2021; 97:6385755. [PMID: 34626186 DOI: 10.1093/femsec/fiab141] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Accepted: 10/07/2021] [Indexed: 01/04/2023] Open
Abstract
The commensal microbes inhabiting a host tissue can interact with invading pathogens and host physiology in ways that alter pathogen growth and disease manifestation. Prior work in house finches (Haemorhous mexicanus) found that resident ocular microbiomes were protective against conjunctival infection and disease caused by a relatively high dose of Mycoplasma gallisepticum. Here, we used wild-caught house finches to experimentally examine whether protective effects of the resident ocular microbiome vary with the dose of invading pathogen. We hypothesized that commensal protection would be strongest at low M. gallisepticum inoculation doses because the resident microbiome would be less disrupted by invading pathogen. Our five M. gallisepticum dose treatments were fully factorial with an antibiotic treatment to perturb resident microbes just prior to M. gallisepticum inoculation. Unexpectedly, we found no indication of protective effects of the resident microbiome at any pathogen inoculation dose, which was inconsistent with the prior work. The ocular bacterial communities at the beginning of our experiment differed significantly from those previously reported in local wild-caught house finches, likely causing this discrepancy. These variable results underscore that microbiome-based protection in natural systems can be context dependent, and natural variation in community composition may alter the function of resident microbiomes in free-living animals.
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Affiliation(s)
- Chava L Weitzman
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24060, USA
| | - Bahman Rostama
- Department of Biomedical Sciences, University of New England, Biddeford - 04005, ME, USA
| | - Courtney A Thomason
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24060, USA.,Division of Remediation, Tennessee Department of Environment and Conservation, Oak Ridge - 37830, TN, USA
| | - Meghan May
- Department of Biomedical Sciences, University of New England, Biddeford - 04005, ME, USA
| | - Lisa K Belden
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24060, USA
| | - Dana M Hawley
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA 24060, USA
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19
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Perofsky AC, Ancel Meyers L, Abondano LA, Di Fiore A, Lewis RJ. Social groups constrain the spatiotemporal dynamics of wild sifaka gut microbiomes. Mol Ecol 2021; 30:6759-6775. [PMID: 34558751 DOI: 10.1111/mec.16193] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Revised: 08/25/2021] [Accepted: 09/17/2021] [Indexed: 12/29/2022]
Abstract
Primates acquire gut microbiota from conspecifics through direct social contact and shared environmental exposures. Host behaviour is a prominent force in structuring gut microbial communities, yet the extent to which group or individual-level forces shape the long-term dynamics of gut microbiota is poorly understood. We investigated the effects of three aspects of host sociality (social groupings, dyadic interactions, and individual dispersal between groups) on gut microbiome composition and plasticity in 58 wild Verreaux's sifaka (Propithecus verreauxi) from six social groups. Over the course of three dry seasons in a 5-year period, the six social groups maintained distinct gut microbial signatures, with the taxonomic composition of individual communities changing in tandem among coresiding group members. Samples collected from group members during each season were more similar than samples collected from single individuals across different years. In addition, new immigrants and individuals with less stable social ties exhibited elevated rates of microbiome turnover across seasons. Our results suggest that permanent social groupings shape the changing composition of commensal and mutualistic gut microbial communities and thus may be important drivers of health and resilience in wild primate populations.
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Affiliation(s)
- Amanda C Perofsky
- Department of Integrative Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Lauren Ancel Meyers
- Department of Integrative Biology, The University of Texas at Austin, Austin, Texas, USA.,Santa Fe Institute, Santa Fe, New Mexico, USA
| | - Laura A Abondano
- Department of Anthropology, The University of Texas at Austin, Austin, Texas, USA.,Primate Molecular Ecology and Evolution Laboratory, The University of Texas at Austin, Austin, Texas, USA
| | - Anthony Di Fiore
- Department of Anthropology, The University of Texas at Austin, Austin, Texas, USA.,Primate Molecular Ecology and Evolution Laboratory, The University of Texas at Austin, Austin, Texas, USA
| | - Rebecca J Lewis
- Department of Anthropology, The University of Texas at Austin, Austin, Texas, USA
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Captive Common Marmosets (Callithrix jacchus) Are Colonized throughout Their Lives by a Community of Bifidobacterium Species with Species-Specific Genomic Content That Can Support Adaptation to Distinct Metabolic Niches. mBio 2021; 12:e0115321. [PMID: 34340536 PMCID: PMC8406136 DOI: 10.1128/mbio.01153-21] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The common marmoset (Callithrix jacchus) is an omnivorous New World primate whose diet in the wild includes large amounts of fruit, seeds, flowers, and a variety of lizards and invertebrates. Marmosets also feed heavily on tree gums and exudates, and they have evolved unique morphological and anatomical characteristics to facilitate gum feeding (gummivory). In this study, we characterized the fecal microbiomes of adult and infant animals from a captive population of common marmosets at the Callitrichid Research Center at the University of Nebraska at Omaha under their normal dietary and environmental conditions. The microbiomes of adult animals were dominated by species of Bifidobacterium, Bacteroides, Prevotella, Phascolarctobacterium, Megamonas, and Megasphaera. Culturing and genomic analysis of the Bifidobacterium populations from adult animals identified four known marmoset-associated species (B. reuteri, B. aesculapii, B. myosotis, and B. hapali) and three unclassified taxa of Bifidobacterium that are phylogenetically distinct. Species-specific quantitative PCR (qPCR) confirmed that these same species of Bifidobacterium are abundant members of the microbiome throughout the lives of the animals. Genomic loci in each Bifidobacterium species encode enzymes to support growth and major marmoset milk oligosaccharides during breastfeeding; however, metabolic islands that can support growth on complex polysaccharide substrates in the diets of captive adults (pectin, xyloglucan, and xylan), including loci in B. aesculapii that can support its unique ability to grow on arabinogalactan-rich tree gums, were species-specific.
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21
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The bifidobacterial distribution in the microbiome of captive primates reflects parvorder and feed specialization of the host. Sci Rep 2021; 11:15273. [PMID: 34315970 PMCID: PMC8316555 DOI: 10.1038/s41598-021-94824-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 07/09/2021] [Indexed: 02/07/2023] Open
Abstract
Bifidobacteria, which commonly inhabit the primate gut, are beneficial contributors to host wellbeing. Anatomical differences and natural habitat allow an arrangement of primates into two main parvorders; New World monkeys (NWM) and Old World monkeys (OWM). The number of newly described bifidobacterial species is clearly elevated in NWM. This corresponds to our finding that bifidobacteria were the dominant group of cultivated gut anaerobes in NWM, while their numbers halved in OWM and were often replaced by Clostridiaceae with sarcina morphology. We examined an extended MALDI-TOF MS database as a potential identification tool for rapid screening of bifidobacterial distribution in captive primates. Bifidobacterial isolates of NWM were assigned mainly to species of primate origin, while OWM possessed typically multi-host bifidobacteria. Moreover, bifidobacterial counts reflected the feed specialization of captive primates decreasing from frugivore-insectivores, gummivore-insectivores, frugivore-folivores to frugivore-omnivores. Amplicon sequencing analysis supported this trend with regards to the inverse ratio of Actinobacteria and Firmicutes. In addition, a significantly higher diversity of the bacterial population in OWM was found. The evolution specialization of primates seems to be responsible for Bifidobacterium abundance and species occurrence. Balanced microbiota of captive primates could be supported by optimized prebiotic and probiotic stimulation based on the primate host.
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Stothart MR, Newman AEM. Shades of grey: host phenotype dependent effect of urbanization on the bacterial microbiome of a wild mammal. Anim Microbiome 2021; 3:46. [PMID: 34225812 PMCID: PMC8256534 DOI: 10.1186/s42523-021-00105-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 05/31/2021] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Host-associated microbiota are integral to the ecology of their host and may help wildlife species cope with rapid environmental change. Urbanization is a globally replicated form of severe environmental change which we can leverage to better understand wildlife microbiomes. Does the colonization of separate cities result in parallel changes in the intestinal microbiome of wildlife, and if so, does within-city habitat heterogeneity matter? Using 16S rRNA gene amplicon sequencing, we quantified the effect of urbanization (across three cities) on the microbiome of eastern grey squirrels (Sciurus carolinensis). Grey squirrels are ubiquitous in rural and urban environments throughout their native range, across which they display an apparent coat colour polymorphism (agouti, black, intermediate). RESULTS Grey squirrel microbiomes differed between rural and city environments; however, comparable variation was explained by habitat heterogeneity within cities. Our analyses suggest that operational taxonomic unit (OTU) community structure was more strongly influenced by local environmental conditions (rural and city forests versus human built habitats) than urbanization of the broader landscape (city versus rural). The bacterial genera characterizing the microbiomes of built-environment squirrels are thought to specialize on host-derived products and have been linked in previous research to low fibre diets. However, despite an effect of urbanization at fine spatial scales, phylogenetic patterns in the microbiome were coat colour phenotype dependent. City and built-environment agouti squirrels displayed greater phylogenetic beta-dispersion than those in rural or forest environments, and null modelling results indicated that the phylogenetic structure of urban agouti squirrels did not differ greatly from stochastic expectations. CONCLUSIONS Squirrel microbiomes differed between city and rural environments, but differences of comparable magnitude were observed between land classes at a within-city scale. We did not observe strong evidence that inter-environmental differences were the result of disparate selective pressures. Rather, our results suggest that microbiota dispersal and ecological drift are integral to shaping the inter-environmental differences we observed. However, these processes were partly mediated by squirrel coat colour phenotype. Given a well-known urban cline in squirrel coat colour melanism, grey squirrels provide a useful free-living system with which to study how host genetics mediate environment x microbiome interactions.
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Affiliation(s)
- Mason R. Stothart
- Department of Ecosystem and Public Health, Faculty of Veterinary Medicine, University of Calgary, Calgary, T2N 4Z6 Canada
| | - Amy E. M. Newman
- Department of Integrative Biology, College of Biological Sciences, University of Guelph, Guelph, N1G 2W1 Canada
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Sheh A. The Gastrointestinal Microbiota of the Common Marmoset (Callithrix jacchus). ILAR J 2021; 61:188-198. [PMID: 33620078 DOI: 10.1093/ilar/ilaa025] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 10/06/2020] [Accepted: 11/09/2020] [Indexed: 12/21/2022] Open
Abstract
The microbiota is heavily involved in both health and disease pathogenesis, but defining a normal, healthy microbiota in the common marmoset has been challenging. The aim of this review was to systematically review recent literature involving the gastrointestinal microbiome of common marmosets in health and disease. Twelve sources were included in this review. The gut microbiome composition was reviewed across institutions worldwide, and taxonomic shifts between healthy individuals were described. Unlike the human gut microbiome, which is dominated by Firmicutes and Bacteroidetes, the marmoset gut microbiome shows great plasticity across institutions, with 5 different phyla described as dominant in different healthy cohorts. Genera shared across institutions include Anaerobiospirillum, Bacteroides, Bifidobacterium, Collinsella, Fusobacterium, Megamonas, Megasphaera, Phascolarctobacterium, and Prevotella. Shifts in the abundance of Prevotella or Bifidobacterium or invasion by pathogens like Clostridium perfringens may be associated with disease. Changes in microbial composition have been described in healthy and diseased marmosets, but factors influencing the severe changes in microbial composition have not been established. Multi-institutional, prospective, and longitudinal studies that utilize multiple testing methodologies are required to determine sources of variability in the reporting of marmoset microbiomes. Furthermore, methods of microbial manipulation, whether by diet, enrichment, fecal microbiome transplantation, etc, need to be established to modulate and maintain robust and resilient microbiome communities in marmoset colonies and reduce the incidence of idiopathic gastrointestinal disease.
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Affiliation(s)
- Alexander Sheh
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, USA
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Fecal Short-Chain Fatty Acid Concentrations Increase in Newly Paired Male Marmosets (Callithrix jacchus). mSphere 2020; 5:5/5/e00794-20. [PMID: 32938699 PMCID: PMC7494834 DOI: 10.1128/msphere.00794-20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
This study addressed a knowledge gap about longitudinal changes in the gut microbiome metabolites during animal pairing. This research in the laboratory common marmoset can control for the confounding factors such as diet and other environmental conditions. Phascolarctobacterium showed the highest contribution to the sex-biased transmission of the female to the male after pairing. Here, we observed the sex difference in the increase in short-chain fatty acid concentration in the feces of newly paired marmosets, which may be caused by the sex-biased gut microbiome transmission after pairing. The role by which the gut microbiome influences host health (e.g., energy equilibrium and immune system) may be partly mediated by short-chain fatty acids, which are bacterial fermentation products from the dietary fibers. However, little is known about longitudinal changes in gut microbiome metabolites during cohabitation alongside social contact. In common marmosets (Callithrix jacchus), the gut microbiome community is influenced by social contact, as newly paired males and females develop convergent microbial profiles. Here, we monitored the dynamics of short-chain fatty acid concentrations in common marmoset feces from the prepairing (PRE) to postpairing (POST) stages. In males, we observed that the concentrations of acetate, propionate, isobutyrate, and isovalerate significantly increased in the POST stage compared to the PRE stage. However, no significant changes were found in females. We further found that the propionate concentration was significantly positively correlated with the abundance of Phascolarctobacterium in the male feces. Thus, the sex difference in the changes in the concentrations of short-chain fatty acids might be related to sex-biased gut microbiome transmission after pairing. We suggest that the significant changes in the gut microbiomes and some short-chain fatty acids of the common marmoset during cohabitation may contribute to physiological homeostasis during pairing. IMPORTANCE This study addressed a knowledge gap about longitudinal changes in the gut microbiome metabolites during animal pairing. This research in the laboratory common marmoset can control for the confounding factors such as diet and other environmental conditions. Phascolarctobacterium showed the highest contribution to the sex-biased transmission of the female to the male after pairing. Here, we observed the sex difference in the increase in short-chain fatty acid concentration in the feces of newly paired marmosets, which may be caused by the sex-biased gut microbiome transmission after pairing.
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