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Liukkonen M, Muriel J, Martínez-Padilla J, Nord A, Pakanen VM, Rosivall B, Tilgar V, van Oers K, Grond K, Ruuskanen S. Seasonal and environmental factors contribute to the variation in the gut microbiome: A large-scale study of a small bird. J Anim Ecol 2024. [PMID: 39041321 DOI: 10.1111/1365-2656.14153] [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: 11/14/2023] [Accepted: 06/25/2024] [Indexed: 07/24/2024]
Abstract
Environmental variation can shape the gut microbiome, but broad/large-scale data on among and within-population heterogeneity in the gut microbiome and the associated environmental factors of wild populations is lacking. Furthermore, previous studies have limited taxonomical coverage, and knowledge about wild avian gut microbiomes is still scarce. We investigated large-scale environmental variation in the gut microbiome of wild adult great tits across the species' European distribution range. We collected fecal samples to represent the gut microbiome and used the 16S rRNA gene sequencing to characterize the bacterial gut microbiome. Our results show that gut microbiome diversity is higher during winter and that there are compositional differences between winter and summer gut microbiomes. During winter, individuals inhabiting mixed forest habitat show higher gut microbiome diversity, whereas there was no similar association during summer. Also, temperature was found to be a small contributor to compositional differences in the gut microbiome. We did not find significant differences in the gut microbiome among populations, nor any association between latitude, rainfall and the gut microbiome. The results suggest that there is a seasonal change in wild avian gut microbiomes, but that there are still many unknown factors that shape the gut microbiome of wild bird populations.
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Affiliation(s)
- Martta Liukkonen
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Jaime Muriel
- Department of Biology, University of Turku, Turku, Finland
| | - Jesús Martínez-Padilla
- Department of Biodiversity Conservation and Ecosystem Restoration, Pyrenean Institute of Ecology (IPE-CSIC), Jaca, Spain
| | - Andreas Nord
- Department of Biology, Lund University, Lund, Sweden
| | | | - Balázs Rosivall
- Behavioural Ecology Group, Department of Systematic Zoology and Ecology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Vallo Tilgar
- Department of Zoology, Tartu University, Tartu, Estonia
| | - Kees van Oers
- Netherlands Institute of Ecology (NIOO-KNAW), Wageningen, The Netherlands
| | - Kirsten Grond
- Department of Biological Sciences, University of Alaska Anchorage, Anchorage, Alaska, USA
| | - Suvi Ruuskanen
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
- Department of Biology, University of Turku, Turku, Finland
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2
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Pearman WS, Duffy GA, Gemmell NJ, Morales SE, Fraser CI. Long-distance movement dynamics shape host microbiome richness and turnover. FEMS Microbiol Ecol 2024; 100:fiae089. [PMID: 38857884 PMCID: PMC11212666 DOI: 10.1093/femsec/fiae089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 05/22/2024] [Accepted: 06/08/2024] [Indexed: 06/12/2024] Open
Abstract
Host-associated microbial communities are shaped by host migratory movements. These movements can have contrasting impacts on microbiota, and understanding such patterns can provide insight into the ecological processes that contribute to community diversity. Furthermore, long-distance movements to new environments are anticipated to occur with increasing frequency due to host distribution shifts resulting from climate change. Understanding how hosts transport their microbiota with them could be of importance when examining biological invasions. Although microbial community shifts are well-documented, the underlying mechanisms that lead to the restructuring of these communities remain relatively unexplored. Using literature and ecological simulations, we develop a framework to elucidate the major factors that lead to community change. We group host movements into two types-regular (repeated/cyclical migratory movements, as found in many birds and mammals) and irregular (stochastic/infrequent movements that do not occur on a cyclical basis, as found in many insects and plants). Ecological simulations and prior research suggest that movement type and frequency, alongside environmental exposure (e.g. internal/external microbiota) are key considerations for understanding movement-associated community changes. From our framework, we derive a series of testable hypotheses, and suggest means to test them, to facilitate future research into host movement and microbial community dynamics.
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Affiliation(s)
- William S Pearman
- Department of Marine Science, University of Otago, 310 Castle St, Dunedin 9016, New Zealand
- Department of Anatomy, School of Biomedical Sciences, University of Otago, 270 Great King Street, Dunedin 9016, New Zealand
- Department of Microbiology and Immunology, School of Biomedical Sciences, University of Otago, 720 Cumberland St, Dunedin 9016, New Zealand
| | - Grant A Duffy
- Department of Marine Science, University of Otago, 310 Castle St, Dunedin 9016, New Zealand
| | - Neil J Gemmell
- Department of Anatomy, School of Biomedical Sciences, University of Otago, 270 Great King Street, Dunedin 9016, New Zealand
| | - Sergio E Morales
- Department of Microbiology and Immunology, School of Biomedical Sciences, University of Otago, 720 Cumberland St, Dunedin 9016, New Zealand
| | - Ceridwen I Fraser
- Department of Marine Science, University of Otago, 310 Castle St, Dunedin 9016, New Zealand
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3
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Alba C, Sansano-Maestre J, Cid Vázquez MD, Martínez-Herrero MDC, Garijo-Toledo MM, Azami-Conesa I, Moraleda Fernández V, Gómez-Muñoz MT, Rodríguez JM. Captive Breeding and Trichomonas gallinae Alter the Oral Microbiome of Bonelli's Eagle Chicks. MICROBIAL ECOLOGY 2023; 85:1541-1551. [PMID: 35385973 PMCID: PMC10167124 DOI: 10.1007/s00248-022-02002-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 03/18/2022] [Indexed: 05/10/2023]
Abstract
Bonelli's eagle (Aquila fasciata) is an endangered raptor species in Europe, and trichomonosis is one of the menaces affecting chicks at nest. In this paper, we attempt to describe the oral microbiome of Bonelli's eagle nestlings and evaluate the influence of several factors, such as captivity breeding, Trichomonas gallinae infection, and the presence of lesions at the oropharynx. The core oral microbiome of Bonelli's eagle is composed of Firmicutes, Bacteroidota, Fusobacteria and Proteobacteria as the most abundant phyla, and Megamonas and Bacteroides as the most abundant genera. None of the factors analysed showed a significant influence on alfa diversity, but beta diversity was affected for some of them. Captivity breeding exerted a high influence on the composition of the oral microbiome, with significant differences in the four most abundant phyla, with a relative increase of Proteobacteria and a decrease of the other three phyla in comparison with chicks bred at nest. Some genera were more abundant in captivity bred chicks, such as Escherichia-Shigella, Enterococcus, Lactobacillus, Corynebacterium, Clostridium and Staphylococcus, while Bacteroides, Oceanivirga, Peptostreptococcus, Gemella, Veillonella, Mycoplasma, Suttonella, Alloscardovia, Varibaculum and Campylobacter were more abundant in nest raised chicks. T. gallinae infection slightly influenced the composition of the microbiome, but chicks displaying trichomonosis lesions had a higher relative abundance of Bacteroides and Gemella, being the last one an opportunistic pathogen of abscess complications in humans. Raptor's microbiomes are scarcely studied. This is the first study on the factors that influence the oral microbiome of Bonelli's eagle.
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Affiliation(s)
- Claudio Alba
- Department of Nutrition and Food Science, Faculty of Veterinary Sciences, University Complutense of Madrid, Madrid, Spain
| | - José Sansano-Maestre
- Department of Animal Production and Public Health, Faculty of Veterinary and Experimental Sciences, Catholic University of Valencia, Valencia, Spain
| | - María Dolores Cid Vázquez
- Department of Animal Health, Faculty of Veterinary Sciences, University Complutense of Madrid, Madrid, Spain
| | - María Del Carmen Martínez-Herrero
- Department of Animal Production and Health, Public Veterinary Health and Food Science and Technology, Faculty of Veterinary Medicine, Universidad Cardenal Herrera-CEU, CEU Universities, Valencia, Spain
| | - María Magdalena Garijo-Toledo
- Department of Animal Production and Health, Public Veterinary Health and Food Science and Technology, Faculty of Veterinary Medicine, Universidad Cardenal Herrera-CEU, CEU Universities, Valencia, Spain
| | - Iris Azami-Conesa
- Department of Animal Health, Faculty of Veterinary Sciences, University Complutense of Madrid, Madrid, Spain
| | | | - María Teresa Gómez-Muñoz
- Department of Animal Health, Faculty of Veterinary Sciences, University Complutense of Madrid, Madrid, Spain.
| | - Juan Miguel Rodríguez
- Department of Nutrition and Food Science, Faculty of Veterinary Sciences, University Complutense of Madrid, Madrid, Spain
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Luisa Vissat L, Cain S, Toledo S, Spiegel O, Getz WM. Categorizing the geometry of animal diel movement patterns with examples from high-resolution barn owl tracking. MOVEMENT ECOLOGY 2023; 11:15. [PMID: 36945057 PMCID: PMC10029274 DOI: 10.1186/s40462-023-00367-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 01/21/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Movement is central to understanding the ecology of animals. The most robustly definable segments of an individual's lifetime track are its diel activity routines (DARs). This robustness is due to fixed start and end points set by a 24-h clock that depends on the individual's quotidian schedule. An analysis of day-to-day variation in the DARs of individuals, their comparisons among individuals, and the questions that can be asked, particularly in the context of lunar and annual cycles, depends on the relocation frequency and spatial accuracy of movement data. Here we present methods for categorizing the geometry of DARs for high frequency (seconds to minutes) movement data. METHODS Our method involves an initial categorization of DARs using data pooled across all individuals. We approached this categorization using a Ward clustering algorithm that employs four scalar "whole-path metrics" of trajectory geometry: 1. net displacement (distance between start and end points), 2. maximum displacement from start point, 3. maximum diameter, and 4. maximum width. We illustrate the general approach using reverse-GPS data obtained from 44 barn owls, Tyto alba, in north-eastern Israel. We conducted a principle components analysis (PCA) to obtain a factor, PC1, that essentially captures the scale of movement. We then used a generalized linear mixed model with PC1 as the dependent variable to assess the effects of age and sex on movement. RESULTS We clustered 6230 individual DARs into 7 categories representing different shapes and scale of the owls nightly routines. Five categories based on size and elongation were classified as closed (i.e. returning to the same roost), one as partially open (returning to a nearby roost) and one as fully open (leaving for another region). Our PCA revealed that the DAR scale factor, PC1, accounted for 86.5% of the existing variation. It also showed that PC2 captures the openness of the DAR and accounted for another 8.4% of the variation. We also constructed spatio-temporal distributions of DAR types for individuals and groups of individuals aggregated by age, sex, and seasonal quadrimester, as well as identify some idiosyncratic behavior of individuals within family groups in relation to location. Finally, we showed in two ways that DARs were significantly larger in young than adults and in males than females. CONCLUSION Our study offers a new method for using high-frequency movement data to classify animal diel movement routines. Insights into the types and distributions of the geometric shape and size of DARs in populations may well prove to be more invaluable for predicting the space-use response of individuals and populations to climate and land-use changes than other currently used movement track methods of analysis.
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Affiliation(s)
- Ludovica Luisa Vissat
- Department Environmental Science, Policy and Managemente, University of California, Berkeley, Berkeley, CA 94720 USA
| | - Shlomo Cain
- School of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, 69978 Israel
| | - Sivan Toledo
- Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv, Israel
| | - Orr Spiegel
- School of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, 69978 Israel
| | - Wayne M. Getz
- Department Environmental Science, Policy and Managemente, University of California, Berkeley, Berkeley, CA 94720 USA
- School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal, Durban, KwaZulu-Natal 4000 South Africa
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5
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Turjeman S. Advances in the study of microbiota in reproductive biology: A short review of recent research, following Leclaire et al. (2022). Mol Ecol 2023; 32:2111-2114. [PMID: 36748907 DOI: 10.1111/mec.16876] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 01/18/2023] [Accepted: 02/03/2023] [Indexed: 02/08/2023]
Abstract
Research on microbiota dynamics in humans (Gilbert et al., 2018), model organisms (Douglas, 2019), and free-ranging, wild animals (Grond et al., 2018) has taken off in the past decades, and even in nonmodel organisms, research has already shifted from initial characterization studies to those examining associations with behaviour and fitness (Bodawatta et al., 2022; Corl et al., 2020; Risely et al., 2018; Turjeman et al., 2020). The microbiota is known to change through pregnancy and parturition (Koren et al., 2012), and there is also evidence in humans that infertility may be associated with microbiota composition (Silva & Giacobini, 2019), but how the microbiota is related to reproductive fitness in free-ranging species is largely understudied or primarily focused on pathogen transmission (sexually transmitted infection) (Lombardo, 1998; Sheldon, 1993). In a From the Cover article in this issue of Molecular Ecology, Leclaire et al. (2022) begin to tease apart the relationship between the microbiota and reproductive fitness using the black-legged kittiwake (Rissa tridactyla) as their study species. Following characterization of the microbiota in multiple body sites of breeders and nonbreeders, they discovered that breeding and nonbreeding females had distinct microbiota, that higher performing female breeders had lower abundances of potentially pathogenic taxa, and that feathers of these birds were characterized by reduced microbiota diversity compared to low-performance breeders. Leclaire and her colleagues provide some of the first evidence of body-wide differences in microbiota composition in relation to breeding status. Their research further supports the relationship between the microbiota and host fitness, and additional studies focusing on this topic can continue to unravel intricacies in host-microbiota-reproductive strategy evolution (Comizzoli et al., 2021; Rowe et al., 2020). Here, I review the results of Leclaire et al. (2022) and provide a wider context for their research by reviewing other studies in the field, focusing on avian species.
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Affiliation(s)
- Sondra Turjeman
- Azrieli Faculty of Medicine, Bar-Ilan University, Safed, Israel
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6
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Bartlow AW, Moser SK, Ellis JE, Hathcock CD, Fair JM. Comparing western (Megascops kennicottii) and whiskered (M. trichopsis) screech-owl microbiomes in southern Arizona using a novel 16S rRNA sequencing method. Anim Microbiome 2022; 4:45. [PMID: 35908068 PMCID: PMC9338619 DOI: 10.1186/s42523-022-00196-7] [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: 02/23/2022] [Accepted: 07/13/2022] [Indexed: 11/10/2022] Open
Abstract
Microbiomes are essential to a host’s physiology and health. Despite the overall importance of microbiomes to animal health, they remain understudied in wildlife. Microbiomes function as physical barriers to invading pathogens, and changes in the diversity or composition of microbes within a host may disrupt this barrier. In order to use microbiomes in wildlife ecology, knowledge of the natural variation within and among species is essential. We compare the diversity and composition of two avian species that share the same habitat and niche in our study area, the western screech-owl (Megascops kennicottii) and the whiskered screech-owl (M. trichopsis). We used a targeted 16S sequencing method to improve the taxonomic resolution of microbiomes. We found similar measures of alpha diversity between species and sample types (cloacal samples vs. fecal samples). However, there were significant differences in bacterial species richness among nestlings from different nest boxes, and the composition differed between the two bird species and among nestlings from different nest boxes. Western screech-owls had more variation in alpha diversity and composition and had fewer bacterial species in their core microbiome than whiskered screech-owls. Siblings are likely to yield similar findings for microbiomes; thus, sampling nestlings from different nests may be most informative for monitoring population-level changes.
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7
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Thie N, Corl A, Turjeman S, Efrat R, Kamath PL, Getz WM, Bowie RCK, Nathan R. Linking migration and microbiota at a major stopover site in a long-distance avian migrant. MOVEMENT ECOLOGY 2022; 10:46. [PMID: 36345043 PMCID: PMC9641824 DOI: 10.1186/s40462-022-00347-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 10/19/2022] [Indexed: 06/16/2023]
Abstract
Migration is one of the most physical and energetically demanding periods in an individual bird's life. The composition of the bird's gut or cloacal microbiota can temporarily change during migration, likely due to differences in diets, habitats and other environmental conditions experienced en route. However, how physiological condition, migratory patterns, and other drivers interact to affect microbiota composition of migratory birds is still unclear. We sampled the cloacal bacterial microbiota of a long-distance migrant, the steppe buzzard (Buteo buteo vulpinus), at an important spring stopover bottleneck in Eilat, Israel, after crossing the ca. 1800 km Sahara Desert. We examined whether diversity and composition of the cloacal microbiota varied with body condition, sex, movement patterns (i.e., arrival time and migration distance), and survival. Early arrival to Eilat was associated with better body condition, longer post-Eilat spring migration distance, higher microbial α-diversity, and differences in microbiota composition. Specifically, early arrivals had higher abundance of the phylum Synergistota and five genera, including Jonquetella and Peptococcus, whereas the phylum Proteobacteria and genus Escherichia-Shigella (as well as three other genera) were more abundant in later arrivals. While the differences in α-diversity and Escherichia-Shigella seem to be mainly driven by body condition, other compositional differences associated with arrival date could be indicators of longer migratory journeys (e.g., pre-fueling at wintering grounds or stopover habitats along the way) or migratory performance. No significant differences were found between the microbiota of surviving and non-surviving individuals. Overall, our results indicate that variation in steppe buzzard microbiota is linked to variation in migratory patterns (i.e., capture/arrival date) and body condition, highlighting the importance of sampling the microbiota of GPS-tracked individuals on multiple occasions along their migration routes to gain a more detailed understanding of the links between migration, microbiota, and health in birds.
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Affiliation(s)
- Nikki Thie
- Movement Ecology Lab, The Hebrew University of Jerusalem, Jerusalem, Israel.
| | - Ammon Corl
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, CA, USA
| | - Sondra Turjeman
- Movement Ecology Lab, The Hebrew University of Jerusalem, Jerusalem, Israel
- Azrieli Faculty of Medicine, Bar-Ilan University, Safed, Israel
| | - Ron Efrat
- Movement Ecology Lab, The Hebrew University of Jerusalem, Jerusalem, Israel
- Mitrani Department of Desert Ecology, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Midreshet Ben-Gurion, Israel
| | - Pauline L Kamath
- School of Food and Agriculture, University of Maine, Orono, ME, USA
| | - Wayne M Getz
- Department of Environmental Science Policy and Management, University of California, Berkeley, Berkeley, CA, USA
- School of Mathematical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Rauri C K Bowie
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, CA, USA
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Ran Nathan
- Movement Ecology Lab, The Hebrew University of Jerusalem, Jerusalem, Israel.
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8
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The Importance of Nest Box Placement for Barn Owls (Tyto alba). Animals (Basel) 2022; 12:ani12202815. [PMID: 36290200 PMCID: PMC9597710 DOI: 10.3390/ani12202815] [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: 09/02/2022] [Revised: 10/03/2022] [Accepted: 10/14/2022] [Indexed: 11/17/2022] Open
Abstract
Nest boxes have been used for years to increase breeding bird numbers for conservation and also in biological pest control projects. Barn owls (Tyto alba) have been used as biological pest control agents for rodents for years, and since nest boxes are costly for growers there is a need to determine whether nest box placement can increase the occupation of nest boxes and breeding success. We studied whether barn owl breeding in agricultural areas varied in nest boxes located on trees, poles located in the shade, and poles in the sun. The occupation of nest boxes was highest in nest boxes located on trees, followed by poles in the shade, and finally poles in the sun. In comparison, the number of fledglings was highest for nest boxes on poles in the sun followed by poles in the shade in the first half of the breeding season, whereas more nestlings were fledged in nest boxes on trees in the second part of the breeding season, which is most likely due to the higher internal temperatures in the nest boxes located in the sun. Interestingly, all the nest boxes’ internal temperatures were lower than the ambient temperatures but were much lower on trees than those on poles, most likely due to the trees providing better protection from the heat. It is therefore important to not only consider the placement of nest boxes, but how occupation and breeding success may vary seasonally.
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Costanzo A, Ambrosini R, Franzetti A, Romano A, Cecere JG, Morganti M, Rubolini D, Gandolfi I. The cloacal microbiome of a cavity-nesting raptor, the lesser kestrel ( Falco naumanni). PeerJ 2022; 10:e13927. [PMID: 36221261 PMCID: PMC9548316 DOI: 10.7717/peerj.13927] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 07/30/2022] [Indexed: 01/19/2023] Open
Abstract
Background Microbial communities are found on any part of animal bodies exposed to the environment, and are particularly prominent in the gut, where they play such a major role in the host metabolism and physiology to be considered a "second genome". These communities, collectively known as "microbiome", are well studied in humans and model species, while studies on wild animals have lagged behind. This is unfortunate, as different studies suggested the central role of the gut microbiome in shaping the evolutionary trajectories of species and their population dynamics. Among bird species, only few descriptions of raptor gut microbiomes are available, and mainly carried out on captive individuals. Objectives In this study, we aimed at improving the knowledge of raptor microbiomes by providing the first description of the gut microbiome of the lesser kestrel (Falco naumanni), a cavity-nesting raptor. Results The gut microbiome of the lesser kestrel was dominated by Actinobacteria (83.9%), Proteobacteria (8.6%) and Firmicutes (4.3%). We detected no differences in microbiome composition between males and females. Furthermore, the general composition of the microbiome appears similar to that of phylogenetically distant cavity-nesting species. Conclusions Our results broaden the knowledge of raptor gut microbial communities and let us hypothesize that the distinct nest environment in terms of microclimate and presence of organic material from previous breeding attempts, to which cavity-nesting species that reuse the nest are exposed, might be an important driver shaping microbiomes.
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Affiliation(s)
- Alessandra Costanzo
- Department of Environmental Sciences and Policy, University of Milan, Milan, Italy
| | - Roberto Ambrosini
- Department of Environmental Sciences and Policy, University of Milan, Milan, Italy
| | - Andrea Franzetti
- Department of Earth and Environmental Sciences, University of Milan—Bicocca, Milan, Italy
| | - Andrea Romano
- Department of Environmental Sciences and Policy, University of Milan, Milan, Italy
| | - Jacopo G. Cecere
- Area Avifauna Migratrice, Istituto Superiore per La Protezione e La Ricerca Ambientale (ISPRA), Ozzano Emilia, (BO), Italy
| | - Michelangelo Morganti
- IRSA-CNR, Water Research Institute-National Research Council of Italy, Brugherio, Italy
| | - Diego Rubolini
- Department of Environmental Sciences and Policy, University of Milan, Milan, Italy
- IRSA-CNR, Water Research Institute-National Research Council of Italy, Brugherio, Italy
| | - Isabella Gandolfi
- Department of Earth and Environmental Sciences, University of Milan—Bicocca, Milan, Italy
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10
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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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11
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Beardsworth CE, Gobbens E, van Maarseveen F, Denissen B, Dekinga A, Nathan R, Toledo S, Bijleveld AI. Validating
ATLAS
: a regional‐scale high‐throughput tracking system. Methods Ecol Evol 2022. [DOI: 10.1111/2041-210x.13913] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Christine E. Beardsworth
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
| | - Evy Gobbens
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
| | - Frank van Maarseveen
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
| | - Bas Denissen
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
| | - Anne Dekinga
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
| | - Ran Nathan
- Movement Ecology Laboratory, The Alexander Silberman Institute of Life Sciences The Hebrew University of Jerusalem Jerusalem 91904 Israel
| | - Sivan Toledo
- Blavatnik School of Computer Science Tel‐Aviv University, Tel Aviv 67798 Israel
| | - Allert I. Bijleveld
- Department of Coastal Systems NIOZ Royal Netherlands Institute for Sea Research NL‐1790 AB, Den Burg Texel the Netherlands
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12
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Kelly TR, Vinson AE, King GM, Lattin CR. No guts about it: captivity, but not neophobia phenotype, influences the cloacal microbiome of house sparrows ( Passer domesticus). Integr Org Biol 2022; 4:obac010. [PMID: 35505795 PMCID: PMC9053947 DOI: 10.1093/iob/obac010] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 02/11/2022] [Accepted: 03/08/2022] [Indexed: 11/24/2022] Open
Abstract
Behavioral traits such as anxiety and depression have been linked to diversity of the gut microbiome in humans, domesticated animals, and lab-bred model species, but the extent to which this link exists in wild animals, and thus its ecological relevance, is poorly understood. We examined the relationship between a behavioral trait (neophobia) and the cloacal microbiome in wild house sparrows (Passer domesticus,n = 22) to determine whether gut microbial diversity is related to personality in a wild animal. We swabbed the cloaca immediately upon capture, assessed neophobia phenotypes in the lab, and then swabbed the cloaca again after several weeks in captivity to additionally test whether the microbiome of different personality types is affected disparately by captivity, and characterized gut microbiomes using 16S rRNA gene amplicon sequencing. We did not detect differences in cloacal alpha or beta microbial diversity between neophobic and non-neophobic house sparrows, and diversity for both phenotypes was negatively impacted by captivity. Although our results suggest that the adult cloacal microbiome and neophobia are not strongly linked in wild sparrows, we did detect specific OTUs that appeared more frequently and at higher abundances in neophobic sparrows, suggesting that links between the gut microbiome and behavior may occur at the level of specific taxa. Further investigations of personality and the gut microbiome are needed in more wild species to reveal how the microbiome-gut-brain axis and behavior interact in an ecological context.
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Affiliation(s)
- T R Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
| | - A E Vinson
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
| | - G M King
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
| | - C R Lattin
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
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13
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Weinhold A. Bowel Movement: Integrating Host Mobility and Microbial Transmission Across Host Taxa. Front Microbiol 2022; 13:826364. [PMID: 35242121 PMCID: PMC8886138 DOI: 10.3389/fmicb.2022.826364] [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: 11/30/2021] [Accepted: 01/25/2022] [Indexed: 11/22/2022] Open
Abstract
The gut microbiota of animals displays a high degree of plasticity with respect to environmental or dietary adaptations and is shaped by factors like social interactions, diet diversity or the local environment. But the contribution of these drivers varies across host taxa and our ability to explain microbiome variability within wild populations remains limited. Terrestrial animals have divergent mobility ranges and can either crawl, walk or fly, from a couple of centimeters toward thousands of kilometers. Animal movement has been little regarded in host microbiota frameworks, though it can directly influence major drivers of the host microbiota: (1) Aggregation movement can enhance social transmissions, (2) foraging movement can extend range of diet diversity, and (3) dispersal movement determines the local environment of a host. Here, I would like to outline how movement behaviors of different host taxa matter for microbial acquisition across mammals, birds as well as insects. Host movement can have contrasting effects and either reduce or enlarge spatial scale. Increased dispersal movement could dissolve local effects of sampling location, while aggregation could enhance inter-host transmissions and uniformity among social groups. Host movement can also extend the boundaries of microbial dispersal limitations and connect habitat patches across plant-pollinator networks, while the microbiota of wild populations could converge toward a uniform pattern when mobility is interrupted in captivity or laboratory settings. Hence, the implementation of host movement would be a valuable addition to the metacommunity concept, to comprehend microbial dispersal within and across trophic levels.
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Affiliation(s)
- Arne Weinhold
- Faculty of Biology, Cellular and Organismic Networks, Ludwig-Maximilians-Universität München, Munich, Germany
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14
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Leclaire S, Pineaux M, Blanchard P, White J, Hatch SA. Microbiota composition and diversity of multiple body sites vary according to reproductive performance in a seabird. Mol Ecol 2022; 32:2115-2133. [PMID: 35152516 DOI: 10.1111/mec.16398] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 01/03/2022] [Accepted: 02/07/2022] [Indexed: 11/30/2022]
Abstract
The microbiota is suggested to be a fundamental contributor to host reproduction and survival, but associations between microbiota and fitness are rare, especially for wild animals. Here, we tested the association between microbiota and two proxies of breeding performance in multiple body sites of the black-legged kittiwake, a seabird species. First we found that, in females, nonbreeders (i.e., birds that did not lay eggs) hosted different microbiota composition to that of breeders in neck and flank feathers, in the choanae, in the outer-bill and in the cloacae, but not in preen feathers and tracheae. These differences in microbiota might reflect variations in age or individual quality between breeders and nonbreeders. Second, we found that better female breeders (i.e., with higher body condition, earlier laying date, heavier eggs, larger clutch, and higher hatching success) had lower abundance of several Corynebacteriaceae in cloaca than poorer female breeders, suggesting that these bacteria might be pathogenic. Third, in females, better breeders had different microbiota composition and lower microbiota diversity in feathers, especially in preen feathers. They had also reduced dispersion in microbiota composition across body sites. These results might suggest that good breeding females are able to control their feather microbiota-potentially through preen secretions-more tightly than poor breeding females. We did not find strong evidence for an association between reproductive outcome and microbiota in males. Our results are consistent with the hypothesis that natural variation in the microbiota is associated with differences in host fitness in wild animals, but the causal relationships remain to be investigated.
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Affiliation(s)
- Sarah Leclaire
- Laboratoire Evolution et Diversité Biologique (EDB) UMR5174 Université Toulouse 3 Paul Sabatier CNRS, IRD Toulouse France
| | - Maxime Pineaux
- Laboratoire Evolution et Diversité Biologique (EDB) UMR5174 Université Toulouse 3 Paul Sabatier CNRS, IRD Toulouse France
| | - Pierrick Blanchard
- Laboratoire Evolution et Diversité Biologique (EDB) UMR5174 Université Toulouse 3 Paul Sabatier CNRS, IRD Toulouse France
| | - Joël White
- Laboratoire Evolution et Diversité Biologique (EDB) UMR5174 Université Toulouse 3 Paul Sabatier CNRS, IRD Toulouse France
- ENSFEA Castanet‐Tolosan France
| | - Scott A Hatch
- Institute for Seabird Research and Conservation Anchorage AK 99516 USA
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15
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Pannoni SB, Proffitt KM, Holben WE. Non-invasive monitoring of multiple wildlife health factors by fecal microbiome analysis. Ecol Evol 2022; 12:e8564. [PMID: 35154651 PMCID: PMC8826075 DOI: 10.1002/ece3.8564] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Revised: 12/16/2021] [Accepted: 12/23/2021] [Indexed: 01/04/2023] Open
Abstract
Fecal microbial biomarkers represent a less invasive alternative for acquiring information on wildlife populations than many traditional sampling methodologies. Our goal was to evaluate linkages between fecal microbiome communities in Rocky Mountain elk (Cervus canadensis) and four host factors including sex, age, population, and physical condition (body-fat). We paired a feature-selection algorithm with an LDA-classifier trained on elk differential bacterial abundance (16S-rRNA amplicon survey) to predict host health factors from 104 elk microbiomes across four elk populations. We validated the accuracy of the various classifier predictions with leave-one-out cross-validation using known measurements. We demonstrate that the elk fecal microbiome can predict the four host factors tested. Our results show that elk microbiomes respond to both the strong extrinsic factor of biogeography and simultaneously occurring, but more subtle, intrinsic forces of individual body-fat, sex, and age-class. Thus, we have developed and described herein a generalizable approach to disentangle microbiome responses attributed to multiple host factors of varying strength from the same bacterial sequence data set. Wildlife conservation and management presents many challenges, but we demonstrate that non-invasive microbiome surveys from scat samples can provide alternative options for wildlife population monitoring. We believe that, with further validation, this method could be broadly applicable in other species and potentially predict other measurements. Our study can help guide the future development of microbiome-based monitoring of wildlife populations and supports hypothetical expectations found in host-microbiome theory.
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Affiliation(s)
- Samuel B. Pannoni
- Franke College of Forestry and ConservationUniversity of MontanaMissoulaMontanaUSA
| | | | - William E. Holben
- Cellular, Molecular and Microbial Biology ProgramUniversity of MontanaMissoulaMontanaUSA
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16
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Gupte PR, Beardsworth CE, Spiegel O, Lourie E, Toledo S, Nathan R, Bijleveld AI. A guide to pre-processing high-throughput animal tracking data. J Anim Ecol 2022; 91:287-307. [PMID: 34657296 PMCID: PMC9299236 DOI: 10.1111/1365-2656.13610] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 10/14/2021] [Indexed: 11/29/2022]
Abstract
Modern, high-throughput animal tracking increasingly yields 'big data' at very fine temporal scales. At these scales, location error can exceed the animal's step size, leading to mis-estimation of behaviours inferred from movement. 'Cleaning' the data to reduce location errors is one of the main ways to deal with position uncertainty. Although data cleaning is widely recommended, inclusive, uniform guidance on this crucial step, and on how to organise the cleaning of massive datasets, is relatively scarce. A pipeline for cleaning massive high-throughput datasets must balance ease of use and computationally efficiency, in which location errors are rejected while preserving valid animal movements. Another useful feature of a pre-processing pipeline is efficiently segmenting and clustering location data for statistical methods while also being scalable to large datasets and robust to imperfect sampling. Manual methods being prohibitively time-consuming, and to boost reproducibility, pre-processing pipelines must be automated. We provide guidance on building pipelines for pre-processing high-throughput animal tracking data to prepare it for subsequent analyses. We apply our proposed pipeline to simulated movement data with location errors, and also show how large volumes of cleaned data can be transformed into biologically meaningful 'residence patches', for exploratory inference on animal space use. We use tracking data from the Wadden Sea ATLAS system (WATLAS) to show how pre-processing improves its quality, and to verify the usefulness of the residence patch method. Finally, with tracks from Egyptian fruit bats Rousettus aegyptiacus, we demonstrate the pre-processing pipeline and residence patch method in a fully worked out example. To help with fast implementation of standardised methods, we developed the R package atlastools, which we also introduce here. Our pre-processing pipeline and atlastools can be used with any high-throughput animal movement data in which the high data-volume combined with knowledge of the tracked individuals' movement capacity can be used to reduce location errors. atlastools is easy to use for beginners while providing a template for further development. The common use of simple yet robust pre-processing steps promotes standardised methods in the field of movement ecology and leads to better inferences from data.
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Affiliation(s)
- Pratik Rajan Gupte
- Groningen Institute for Evolutionary Life SciencesUniversity of GroningenGroningenThe Netherlands
- Department of Coastal SystemsNIOZ Royal Netherlands Institute for Sea ResearchDen BurgThe Netherlands
| | - Christine E. Beardsworth
- Department of Coastal SystemsNIOZ Royal Netherlands Institute for Sea ResearchDen BurgThe Netherlands
| | - Orr Spiegel
- School of ZoologyFaculty of Life SciencesTel Aviv UniversityTel AvivIsrael
- Minerva Center for Movement EcologyThe Hebrew University of JerusalemJerusalemIsrael
| | - Emmanuel Lourie
- Minerva Center for Movement EcologyThe Hebrew University of JerusalemJerusalemIsrael
- Movement Ecology LabDepartment of Ecology, Evolution, and BehaviorAlexander Silberman Institute of Life SciencesThe Hebrew University of JerusalemJerusalemIsrael
| | - Sivan Toledo
- Minerva Center for Movement EcologyThe Hebrew University of JerusalemJerusalemIsrael
- Blavatnik School of Computer ScienceTel Aviv UniversityTel AvivIsrael
| | - Ran Nathan
- Minerva Center for Movement EcologyThe Hebrew University of JerusalemJerusalemIsrael
- Movement Ecology LabDepartment of Ecology, Evolution, and BehaviorAlexander Silberman Institute of Life SciencesThe Hebrew University of JerusalemJerusalemIsrael
| | - Allert I. Bijleveld
- Department of Coastal SystemsNIOZ Royal Netherlands Institute for Sea ResearchDen BurgThe Netherlands
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17
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Choi ON, Corl A, Wolfenden A, Lublin A, Ishaq SL, Turjeman S, Getz WM, Nathan R, Bowie RCK, Kamath PL. High-Throughput Sequencing for Examining Salmonella Prevalence and Pathogen—Microbiota Relationships in Barn Swallows. Front Ecol Evol 2021. [DOI: 10.3389/fevo.2021.683183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Studies in both humans and model organisms suggest that the microbiome may play a significant role in host health, including digestion and immune function. Microbiota can offer protection from exogenous pathogens through colonization resistance, but microbial dysbiosis in the gastrointestinal tract can decrease resistance and is associated with pathogenesis. Little is known about the effects of potential pathogens, such as Salmonella, on the microbiome in wildlife, which are known to play an important role in disease transmission to humans. Culturing techniques have traditionally been used to detect pathogens, but recent studies have utilized high throughput sequencing of the 16S rRNA gene to characterize host-associated microbial communities (i.e., the microbiome) and to detect specific bacteria. Building upon this work, we evaluated the utility of high throughput 16S rRNA gene sequencing for potential bacterial pathogen detection in barn swallows (Hirundo rustica) and used these data to explore relationships between potential pathogens and microbiota. To accomplish this, we first compared the detection of Salmonella spp. in swallows using 16S rRNA data with standard culture techniques. Second, we examined the prevalence of Salmonella using 16S rRNA data and examined the relationship between Salmonella-presence or -absence and individual host factors. Lastly, we evaluated host-associated bacterial diversity and community composition in Salmonella-present vs. -absent birds. Out of 108 samples, we detected Salmonella in six (5.6%) samples based on culture, 25 (23.1%) samples with unrarefied 16S rRNA gene sequencing data, and three (2.8%) samples with both techniques. We found that sex, migratory status, and weight were correlated with Salmonella presence in swallows. In addition, bacterial community composition and diversity differed between birds based on Salmonella status. This study highlights the value of 16S rRNA gene sequencing data for monitoring pathogens in wild birds and investigating the ecology of host microbe-pathogen relationships, data which are important for prediction and mitigation of disease spillover into domestic animals and humans.
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18
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Skeen HR, Cooper NW, Hackett SJ, Bates JM, Marra PP. Repeated sampling of individuals reveals impact of tropical and temperate habitats on microbiota of a migratory bird. Mol Ecol 2021; 30:5900-5916. [PMID: 34580952 DOI: 10.1111/mec.16170] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 08/26/2021] [Accepted: 09/02/2021] [Indexed: 01/04/2023]
Abstract
Migratory animals experiencing substantial change in diet and habitat across the annual cycle may have corresponding shifts in host-associated microbial diversity. Using automated telemetry and radio tags to recapture birds, we examined gut microbiota structure in the same population and often same individual of Kirtland's Warblers (Setophaga kirtlandii) initially sampled on their wintering grounds in The Bahamas and subsequently resampled within their breeding territories in Michigan, USA. Initial sampling occurred in March and April and resampling occurred in May, June and early July. The composition of the most abundant phyla and classes of the warblers' microbiota is similar to that of other migratory birds. However, we detected notable variation in abundance and diversity of numerous bacterial taxa, including a decrease in microbial richness and significant differences in microbial communities when comparing the microbiota of birds first captured in The Bahamas to that of birds recaptured in Michigan. This is observed at the individual and population level. Furthermore, we found that 22 bacterial genera exhibit heightened abundance within specific sampling periods and are probably associated with diet and environmental change. Finally, we described a small, species-specific shared microbial profile that spans multiple time periods and environments within the migratory cycle. Our research highlights that the avian gut microbiota is dynamic over time, most significantly impacted by changing environments associated with migration. These results support the need for full annual cycle monitoring of migratory bird microbiota to improve understanding of seasonal host movement ecologies and response to recurrent physiological stressors.
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Affiliation(s)
- Heather R Skeen
- Committee on Evolutionary Biology, University of Chicago, Chicago, Illinois, USA.,Negaunee Integrative Research Center, Field Museum of Natural History, Chicago, Illinois, USA
| | - Nathan W Cooper
- Migratory Bird Center, Smithsonian Conservation Biology Institute, National Zoological Park, Washington, District of Columbia, USA.,Department of Biology and McCourt School of Public Policy, Georgetown University, Washington, District of Columbia, USA
| | - Shannon J Hackett
- Negaunee Integrative Research Center, Field Museum of Natural History, Chicago, Illinois, USA
| | - John M Bates
- Negaunee Integrative Research Center, Field Museum of Natural History, Chicago, Illinois, USA
| | - Peter P Marra
- Department of Biology and McCourt School of Public Policy, Georgetown University, Washington, District of Columbia, USA
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19
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Bodawatta KH, Hird SM, Grond K, Poulsen M, Jønsson KA. Avian gut microbiomes taking flight. Trends Microbiol 2021; 30:268-280. [PMID: 34393028 DOI: 10.1016/j.tim.2021.07.003] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 07/18/2021] [Accepted: 07/20/2021] [Indexed: 02/07/2023]
Abstract
Birds harbor complex gut bacterial communities that may sustain their ecologies and facilitate their biological roles, distribution, and diversity. Research on gut microbiomes in wild birds is surging and it is clear that they are diverse and important - but strongly influenced by a series of environmental factors. To continue expanding our understanding of how the internal ecosystems of birds work in their natural settings, we believe the most pressing needs involve studies on the functional and evolutionary aspects of these symbioses. Here we summarize the state of the field and provide a roadmap for future studies on aspects that are pivotal to understanding the biology of avian gut microbiomes, emphasizing prospects for integrating gut microbiome work in avian conservation and host health monitoring.
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Affiliation(s)
- Kasun H Bodawatta
- Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark.
| | - Sarah M Hird
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT, USA; Institute for Systems Genomics, University of Connecticut, Storrs, CT, USA
| | - Kirsten Grond
- Department of Biological Sciences, University of Alaska, Anchorage, AK, USA
| | - Michael Poulsen
- Section for Ecology and Evolution, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Knud A Jønsson
- Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark
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20
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Pekarsky S, Corl A, Turjeman S, Kamath PL, Getz WM, Bowie RCK, Markin Y, Nathan R. Drivers of change and stability in the gut microbiota of an omnivorous avian migrant exposed to artificial food supplementation. Mol Ecol 2021; 30:4723-4739. [PMID: 34260783 DOI: 10.1111/mec.16079] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/14/2021] [Accepted: 07/01/2021] [Indexed: 12/21/2022]
Abstract
Human activities shape resources available to wild animals, impacting diet and probably altering their microbiota and overall health. We examined drivers shaping microbiota profiles of common cranes (Grus grus) in agricultural habitats by comparing gut microbiota and crane movement patterns (GPS-tracking) over three periods of their migratory cycle, and by analysing the effect of artificially supplemented food provided as part of a crane-agriculture management programme. We sampled faecal droppings in Russia (nonsupplemented, premigration) and in Israel in late autumn (nonsupplemented, postmigration) and winter (supplemented and nonsupplemented, wintering). As supplemented food is typically homogenous, we predicted lower microbiota diversity and different composition in birds relying on supplementary feeding. We did not observe changes in microbial diversity with food supplementation, as diversity differed only in samples from nonsupplemented wintering sites. However, both food supplementation and season affected bacterial community composition and led to increased abundance of specific genera (mostly Firmicutes). Cranes from the nonsupplemented groups spent most of their time in agricultural fields, probably feeding on residual grain when available, while food-supplemented cranes spent most of their time at the feeding station. Thus, nonsupplemented and food-supplemented diets probably diverge only in winter, when crop rotation and depletion of anthropogenic resources may lead to a more variable diet in nonsupplemented sites. Our results support the role of diet in structuring bacterial communities and show that they undergo both seasonal and human-induced shifts. Movement analyses provide important clues regarding host diet and behaviour towards understanding how human-induced changes shape the gut microbiota in wild animals.
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Affiliation(s)
- Sasha Pekarsky
- Movement Ecology Laboratory, Department of Ecology, Evolution & Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Ammon Corl
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, California, USA
| | - Sondra Turjeman
- Movement Ecology Laboratory, Department of Ecology, Evolution & Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Pauline L Kamath
- School of Food and Agriculture, University of Maine, Orono, Maine, USA
| | - Wayne M Getz
- Department of Environmental Science, Policy & Management, University of California, Berkeley, California, USA.,School Mathematical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Rauri C K Bowie
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, California, USA.,Department of Integrative Biology, University of California, Berkeley, California, USA
| | - Yuri Markin
- Oksky State Reserve, pos. Brykin Bor, Spassky raion, Ryazanskaya oblast, Russia
| | - Ran Nathan
- Movement Ecology Laboratory, Department of Ecology, Evolution & Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
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21
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Cusick JA, Wellman CL, Demas GE. The call of the wild: using non-model systems to investigate microbiome-behaviour relationships. J Exp Biol 2021; 224:jeb224485. [PMID: 33988717 PMCID: PMC8180253 DOI: 10.1242/jeb.224485] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
On and within most sites across an animal's body live complex communities of microorganisms. These microorganisms perform a variety of important functions for their hosts, including communicating with the brain, immune system and endocrine axes to mediate physiological processes and affect individual behaviour. Microbiome research has primarily focused on the functions of the microbiome within the gastrointestinal tract (gut microbiome) using biomedically relevant laboratory species (i.e. model organisms). These studies have identified important connections between the gut microbiome and host immune, neuroendocrine and nervous systems, as well as how these connections, in turn, influence host behaviour and health. Recently, the field has expanded beyond traditional model systems as it has become apparent that the microbiome can drive differences in behaviour and diet, play a fundamental role in host fitness and influence community-scale dynamics in wild populations. In this Review, we highlight the value of conducting hypothesis-driven research in non-model organisms and the benefits of a comparative approach that assesses patterns across different species or taxa. Using social behaviour as an intellectual framework, we review the bidirectional relationship between the gut microbiome and host behaviour, and identify understudied mechanisms by which these effects may be mediated.
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Affiliation(s)
- Jessica A. Cusick
- Department of Biology, Indiana University, Biology Building 142, 1001 East Third Street, Bloomington, IN 47405, USA
- Animal Behavior Program, Indiana University, 409 N. Park Avenue, Bloomington, IN 47405, USA
| | - Cara L. Wellman
- Animal Behavior Program, Indiana University, 409 N. Park Avenue, Bloomington, IN 47405, USA
- Department of Psychological and Brain Sciences, Indiana University, 1101 E. 10th Street, Bloomington, IN 47405-7007, USA
- Program in Neuroscience, Indiana University, Psychology Building, 1101 E 10th Street Bloomington, IN 47405-2204, USA
| | - Gregory E. Demas
- Department of Biology, Indiana University, Biology Building 142, 1001 East Third Street, Bloomington, IN 47405, USA
- Animal Behavior Program, Indiana University, 409 N. Park Avenue, Bloomington, IN 47405, USA
- Program in Neuroscience, Indiana University, Psychology Building, 1101 E 10th Street Bloomington, IN 47405-2204, USA
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22
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Turjeman S, Corl A, Wolfenden A, Tsalyuk M, Lublin A, Choi O, Kamath PL, Getz WM, Bowie RCK, Nathan R. Migration, pathogens and the avian microbiome: A comparative study in sympatric migrants and residents. Mol Ecol 2020; 29:4706-4720. [PMID: 33001530 DOI: 10.1111/mec.15660] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 09/17/2020] [Accepted: 09/18/2020] [Indexed: 12/15/2022]
Abstract
Animals generally benefit from their gastrointestinal microbiome, but the factors that influence the composition and dynamics of their microbiota remain poorly understood. Studies of nonmodel host species can illuminate how microbiota and their hosts interact in natural environments. We investigated the role of migratory behaviour in shaping the gut microbiota of free-ranging barn swallows (Hirundo rustica) by studying co-occurring migrant and resident subspecies sampled during the autumn migration at a migratory bottleneck. We found that within-host microbial richness (α-diversity) was similar between migrant and resident microbial communities. In contrast, we found that microbial communities (β-diversity) were significantly different between groups regarding both microbes present and their relative abundances. Compositional differences were found for 36 bacterial genera, with 27 exhibiting greater abundance in migrants and nine exhibiting greater abundance in residents. There was heightened abundance of Mycoplasma spp. and Corynebacterium spp. in migrants, a pattern shared by other studies of migratory species. Screens for key regional pathogens revealed that neither residents nor migrants carried avian influenza viruses and Newcastle disease virus, suggesting that the status of these diseases did not underlie observed differences in microbiome composition. Furthermore, the prevalence and abundance of Salmonella spp., as determined from microbiome data and cultural assays, were both low and similar across the groups. Overall, our results indicate that microbial composition differs between migratory and resident barn swallows, even when they are conspecific and sympatrically occurring. Differences in host origins (breeding sites) may result in microbial community divergence, and varied behaviours throughout the annual cycle (e.g., migration) could further differentiate compositional structure as it relates to functional needs.
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Affiliation(s)
- Sondra Turjeman
- Movement Ecology Laboratory, Department of Ecology, Evolution and Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Ammon Corl
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, CA, USA
| | - Andrew Wolfenden
- Movement Ecology Laboratory, Department of Ecology, Evolution and Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Miriam Tsalyuk
- Movement Ecology Laboratory, Department of Ecology, Evolution and Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Avishai Lublin
- Division of Avian Diseases, Kimron Veterinary Institute, Bet Dagan, Israel
| | - Olivia Choi
- School of Food and Agriculture, University of Maine, Orono, ME, USA
| | - Pauline L Kamath
- School of Food and Agriculture, University of Maine, Orono, ME, USA
| | - Wayne M Getz
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA, USA.,School Mathematical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Rauri C K Bowie
- Museum of Vertebrate Zoology, University of California, Berkeley, Berkeley, CA, USA.,Department of Integrative Biology, University of California, Berkeley, CA, USA
| | - Ran Nathan
- Movement Ecology Laboratory, Department of Ecology, Evolution and Behavior, Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
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23
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Lin D, Lacey EA, Bach BH, Bi K, Conroy CJ, Suvorov A, Bowie RCK. Gut microbial diversity across a contact zone for California voles: Implications for lineage divergence of hosts and mitonuclear mismatch in the assembly of the mammalian gut microbiome. Mol Ecol 2020; 29:1873-1889. [PMID: 32282951 DOI: 10.1111/mec.15443] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2019] [Accepted: 03/27/2020] [Indexed: 12/29/2022]
Abstract
Gut microbial diversity is thought to reflect the co-evolution of microbes and their hosts as well as current host-specific attributes such as genetic background and environmental setting. To explore interactions among these parameters, we characterized variation in gut microbiome composition of California voles (Microtus californicus) across a contact zone between two recently diverged lineages of this species. Because this contact zone contains individuals with mismatched mitochondrial-nuclear genomes (cybrids), it provides an important opportunity to explore how different components of the genotype contribute to gut microbial diversity. Analyses of bacterial 16S rRNA sequences and joint species distribution modelling revealed that host genotypes and genetic differentiation among host populations together explained more than 50% of microbial community variation across our sampling transect. The ranked importance (most to least) of factors contributing to gut microbial diversity in our study populations were: genome-wide population differentiation, local environmental conditions, and host genotypes. However, differences in microbial communities among vole populations (β-diversity) did not follow patterns of lineage divergence (i.e., phylosymbiosis). Instead, among-population variation was best explained by the spatial distribution of hosts, as expected if the environment is a primary source of gut microbial diversity (i.e., dispersal limitation hypothesis). Across the contact zone, several bacterial taxa differed in relative abundance between the two parental lineages as well as among individuals with mismatched mitochondrial and nuclear genomes. Thus, genetic divergence among host lineages and mitonuclear genomic mismatches may also contribute to microbial diversity by altering interactions between host genomes and gut microbiota (i.e., hologenome speciation hypothesis).
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Affiliation(s)
- Dana Lin
- Department of Integrative Biology, University of California, Berkeley, CA, USA.,Museum of Vertebrate Zoology, University of California, Berkeley, CA, USA
| | - Eileen A Lacey
- Department of Integrative Biology, University of California, Berkeley, CA, USA.,Museum of Vertebrate Zoology, University of California, Berkeley, CA, USA
| | - Bryan H Bach
- Museum of Vertebrate Zoology, University of California, Berkeley, CA, USA.,Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA, USA
| | - Ke Bi
- Museum of Vertebrate Zoology, University of California, Berkeley, CA, USA.,Computational Genomics Resource Laboratory, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, USA
| | | | - Anton Suvorov
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
| | - Rauri C K Bowie
- Department of Integrative Biology, University of California, Berkeley, CA, USA.,Museum of Vertebrate Zoology, University of California, Berkeley, CA, USA
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