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Grisnik M, Walker DM. Bat Cutaneous Microbial Assemblage Functional Redundancy Across a Host-Mediated Disturbance. MICROBIAL ECOLOGY 2024; 87:161. [PMID: 39708121 DOI: 10.1007/s00248-024-02480-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Accepted: 12/13/2024] [Indexed: 12/23/2024]
Abstract
Understanding the processes and factors that influence the structure of host-associated microbial assemblages has been a major area of research as these assemblages play a role in host defense against pathogens. Previous work has found that bacterial taxa within bat cutaneous microbial assemblages have antifungal capabilities against the emerging fungal pathogen, Pseudogymnoascus destructans. However, our understanding of natural fluctuations in these cutaneous microbial assemblages over time due to shifts in host habitat is lacking. The objective of this work was to understand how the taxonomic and functional bat cutaneous microbial assemblage responds to seasonal shifts in host habitat. We hypothesized that at the community level, there will be turnover in taxonomic structure but functional redundancy across seasons. On a finer scale, we hypothesized that there will be differences in the relative abundance of functional genes that code for select pathways across seasons. Results showed that, on a broad scale, the bat cutaneous microbial assemblage is seasonally taxonomically dynamic but functionally redundant. Additionally, although there was almost complete taxonomic turnover between winter and summer bat microbial assemblages, there was no difference in assemblage structure across winters. This functional redundancy was also observed at finer scales, with no differences in the abundance of genes within pathways of hypothesized importance across seasons or winters. Taken together, results suggest species sorting mechanisms correlated with shifts in host habitat use, drive taxonomic but not functional host-associated cutaneous microbial community assembly.
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Affiliation(s)
- Matthew Grisnik
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 37132, USA.
- Department of Biology, Coastal Carolina University, Conway, SC, 29528, USA.
| | - Donald M Walker
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 37132, USA
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Romer AS, Grisnik M, Dallas JW, Sutton W, Murray CM, Hardman RH, Blanchard T, Hanscom RJ, Clark RW, Godwin C, Alexander NR, Moe KC, Cobb VA, Eaker J, Colvin R, Thames D, Ogle C, Campbell J, Frost C, Brubaker RL, Snyder SD, Rurik AJ, Cummins CE, Ludwig DW, Phillips JL, Walker DM. Effects of snake fungal disease (ophidiomycosis) on the skin microbiome across two major experimental scales. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2024:e14411. [PMID: 39530499 DOI: 10.1111/cobi.14411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 06/26/2024] [Accepted: 07/29/2024] [Indexed: 11/16/2024]
Abstract
Emerging infectious diseases are increasingly recognized as a significant threat to global biodiversity conservation. Elucidating the relationship between pathogens and the host microbiome could lead to novel approaches for mitigating disease impacts. Pathogens can alter the host microbiome by inducing dysbiosis, an ecological state characterized by a reduction in bacterial alpha diversity, an increase in pathobionts, or a shift in beta diversity. We used the snake fungal disease (SFD; ophidiomycosis), system to examine how an emerging pathogen may induce dysbiosis across two experimental scales. We used quantitative polymerase chain reaction, bacterial amplicon sequencing, and a deep learning neural network to characterize the skin microbiome of free-ranging snakes across a broad phylogenetic and spatial extent. Habitat suitability models were used to find variables associated with fungal presence on the landscape. We also conducted a laboratory study of northern watersnakes to examine temporal changes in the skin microbiome following inoculation with Ophidiomyces ophidiicola. Patterns characteristic of dysbiosis were found at both scales, as were nonlinear changes in alpha and alterations in beta diversity, although structural-level and dispersion changes differed between field and laboratory contexts. The neural network was far more accurate (99.8% positive predictive value [PPV]) in predicting disease state than other analytic techniques (36.4% PPV). The genus Pseudomonas was characteristic of disease-negative microbiomes, whereas, positive snakes were characterized by the pathobionts Chryseobacterium, Paracoccus, and Sphingobacterium. Geographic regions suitable for O. ophidiicola had high pathogen loads (>0.66 maximum sensitivity + specificity). We found that pathogen-induced dysbiosis of the microbiome followed predictable trends, that disease state could be classified with neural network analyses, and that habitat suitability models predicted habitat for the SFD pathogen.
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Affiliation(s)
- Alexander S Romer
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Matthew Grisnik
- Department of Biology, Coastal Carolina University, Conway, South Carolina, USA
| | - Jason W Dallas
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - William Sutton
- Department of Agricultural and Environmental Sciences, Tennessee State University, Nashville, Tennessee, USA
| | - Christopher M Murray
- Department of Biological Sciences, Southeastern Louisiana University, Hammond, Louisiana, USA
| | - Rebecca H Hardman
- Center for Wildlife Health, University of Tennessee, Knoxville, Tennessee, USA
| | - Tom Blanchard
- Department of Biological Sciences, University of Tennessee at Martin, Martin, Tennessee, USA
| | - Ryan J Hanscom
- Department of Biology, San Diego State University, San Diego, California, USA
| | - Rulon W Clark
- Department of Biology, San Diego State University, San Diego, California, USA
| | - Cody Godwin
- Department of Natural Sciences, Santa Fe College, Gainesville, Florida, USA
| | - N Reed Alexander
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Kylie C Moe
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Vincent A Cobb
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Jesse Eaker
- Department of Natural Sciences, Santa Fe College, Gainesville, Florida, USA
| | - Rob Colvin
- Tennessee Wildlife Resources Agency, Nashville, Tennessee, USA
| | - Dustin Thames
- Tennessee Wildlife Resources Agency, Nashville, Tennessee, USA
| | - Chris Ogle
- Tennessee Wildlife Resources Agency, Nashville, Tennessee, USA
| | - Josh Campbell
- Tennessee Wildlife Resources Agency, Nashville, Tennessee, USA
| | - Carlin Frost
- Department of Biology, Coastal Carolina University, Conway, South Carolina, USA
| | - Rachel L Brubaker
- Department of Biology, Coastal Carolina University, Conway, South Carolina, USA
| | - Shawn D Snyder
- Department of Wildlife, Fisheries and Conservation Biology, University of Maine, Orono, Maine, USA
| | - Alexander J Rurik
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Chloe E Cummins
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - David W Ludwig
- Department of Computer Science, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Joshua L Phillips
- Department of Computer Science, Middle Tennessee State University, Murfreesboro, Tennessee, USA
| | - Donald M Walker
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, USA
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Insuk C, Cheeptham N, Lausen C, Xu J. DNA metabarcoding analyses reveal fine-scale microbiome structures on Western Canadian bat wings. Microbiol Spectr 2024; 12:e0037624. [PMID: 39436130 PMCID: PMC11619579 DOI: 10.1128/spectrum.00376-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 09/25/2024] [Indexed: 10/23/2024] Open
Abstract
Healthy wings are vital for the survival and reproduction of bats, and wing microbiome is a key component of bat wing health. However, relatively little is known about the wing microbiome of bats in western Canada where the white nose syndrome has become an increasing threat. Here, we used DNA metabarcoding to investigate the bacterial and fungal communities on the wings of three bat species: the big brown bat (Eptesicus fuscus), the Yuma myotis (Myotis yumanensis), and the little brown myotis (M. lucifugus) from four field sites in Lillooet, British Columbia, Canada. The bacterial 16S rRNA metabarcoding revealed a total of 4,167 amplicon sequence variants (ASVs) belonging to 27 phyla, 639 genera, and 533 known and 2,423 unknown species. The wing bacteria were dominated by phyla Proteobacteria, Firmicutes, Bacteroides, and Actinobacteria, and the most common genera were Delftia, Bordetella, Sphingomonas, Phyllobacterium, Bradyrhizobium, Pseudomonas, and Corynebacterium. The fungal internal transcribed spacer (ITS) metabarcoding revealed a total of 11,722 ASVs belonging to 16 phyla, 806 genera, and 1,420 known and 10,302 unknown species. The wing fungi were dominated by phyla Ascomycota, Basidiomycota, and Motierellomycota, and the most common genera were Cladosporium, Aspergillus, and Mycosphaerella. Principal coordinates analysis showed that both bat species and field sites contributed variably to the diversity and distribution of bacterial and fungal communities on bat wings. Interestingly, both positive and negative correlations were found in their relative abundances among several groups of microbial taxa. We discuss the implications of our results for bat health, including the management of P. destructans infection and white-nose syndrome spread. IMPORTANCE Microbiomes play important roles in host health. White-nose syndrome (WNS), a fungal infection of bat wings and muzzles, has threatened bat populations across North America since 2006. Recent research suggest that the skin microbiome of bats may play a significant role in bat's susceptibility to WNS. However, relatively little is known about the skin microbiome composition and function in bats in Western Canada, a region with a high diversity of bats, but WNS has yet to be a major issue. Here, we revealed high bacterial and fungal diversities on the skin of three common bat species in Lillooet, British Columbia, including several highly prevalent microbial species that have been rarely reported in other regions. Our analyses showed fine-scale structures of bat wing microbiome based on local sites and bat species. The knowledge obtained from WNS-naïve bat populations in this study may help develop mitigation and management strategies against WNS.
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Affiliation(s)
- Chadabhorn Insuk
- Department of Biology, Faculty of Science, McMaster University, Hamilton, Ontario, Canada
| | - Naowarat Cheeptham
- Department of Biological Sciences, Faculty of Science, Thompson Rivers University, Kamloops, British Columbia, Canada
| | - Cori Lausen
- Wildlife Conservation Society Canada, Kaslo, British Columbia, Canada
| | - Jianping Xu
- Department of Biology, Faculty of Science, McMaster University, Hamilton, Ontario, Canada
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Osborne OG, Jiménez RR, Byrne AQ, Gratwicke B, Ellison A, Muletz-Wolz CR. Phylosymbiosis shapes skin bacterial communities and pathogen-protective function in Appalachian salamanders. THE ISME JOURNAL 2024; 18:wrae104. [PMID: 38861457 PMCID: PMC11195472 DOI: 10.1093/ismejo/wrae104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 05/09/2024] [Accepted: 06/10/2024] [Indexed: 06/13/2024]
Abstract
Phylosymbiosis is an association between host-associated microbiome composition and host phylogeny. This pattern can arise via the evolution of host traits, habitat preferences, diets, and the co-diversification of hosts and microbes. Understanding the drivers of phylosymbiosis is vital for modelling disease-microbiome interactions and manipulating microbiomes in multi-host systems. This study quantifies phylosymbiosis in Appalachian salamander skin in the context of infection by the fungal pathogen Batrachochytrium dendrobatidis (Bd), while accounting for environmental microbiome exposure. We sampled ten salamander species representing >150M years of divergence, assessed their Bd infection status, and analysed their skin and environmental microbiomes. Our results reveal a significant signal of phylosymbiosis, whereas the local environmental pool of microbes, climate, geography, and Bd infection load had a smaller impact. Host-microbe co-speciation was not evident, indicating that the effect stems from the evolution of host traits influencing microbiome assembly. Bd infection is correlated with host phylogeny and the abundance of Bd-inhibitory bacterial strains, suggesting that the long-term evolutionary dynamics between salamander hosts and their skin microbiomes affect the present-day distribution of the pathogen, along with habitat-linked exposure risk. Five Bd-inhibitory bacterial strains showed unusual generalism: occurring in most host species and habitats. These generalist strains may enhance the likelihood of probiotic manipulations colonising and persisting on hosts. Our results underscore the substantial influence of host-microbiome eco-evolutionary dynamics on environmental health and disease outcomes.
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Affiliation(s)
- Owen G Osborne
- School of Environmental and Natural Sciences, Bangor University, Deiniol Road, Bangor, Gwynedd LL57 2DG, United Kingdom
| | - Randall R Jiménez
- Center for Conservation Genomics, Smithsonian’s National Zoological Park and Conservation Biology Institute, Washington, DC 20008, United States
- International Union for Conservation of Nature, C. 39, Los Yoses, San Jose, 146-2150, Costa Rica
| | - Allison Q Byrne
- Center for Conservation Genomics, Smithsonian’s National Zoological Park and Conservation Biology Institute, Washington, DC 20008, United States
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA 94720-3114, United States
| | - Brian Gratwicke
- Center for Species Survival, Smithsonian’s National Zoological Park and Conservation Biology Institute, Front Royal, VA 22630, United States
| | - Amy Ellison
- School of Environmental and Natural Sciences, Bangor University, Deiniol Road, Bangor, Gwynedd LL57 2DG, United Kingdom
| | - Carly R Muletz-Wolz
- Center for Conservation Genomics, Smithsonian’s National Zoological Park and Conservation Biology Institute, Washington, DC 20008, United States
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Keady MM, Jimenez RR, Bragg M, Wagner JCP, Bornbusch SL, Power ML, Muletz-Wolz CR. Ecoevolutionary processes structure milk microbiomes across the mammalian tree of life. Proc Natl Acad Sci U S A 2023; 120:e2218900120. [PMID: 37399384 PMCID: PMC10334807 DOI: 10.1073/pnas.2218900120] [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: 11/04/2022] [Accepted: 05/22/2023] [Indexed: 07/05/2023] Open
Abstract
Milk production is an ancient adaptation that unites all mammals. Milk contains a microbiome that can contribute to offspring health and microbial-immunological development. We generated a comprehensive milk microbiome dataset (16S rRNA gene) for the class Mammalia, representing 47 species from all placental superorders, to determine processes structuring milk microbiomes. We show that across Mammalia, milk exposes offspring to maternal bacterial and archaeal symbionts throughout lactation. Deterministic processes of environmental selection accounted for 20% of milk microbiome assembly processes; milk microbiomes were similar from mammals with the same host superorder (Afrotheria, Laurasiathera, Euarchontoglires, and Xenarthra: 6%), environment (marine captive, marine wild, terrestrial captive, and terrestrial wild: 6%), diet (carnivore, omnivore, herbivore, and insectivore: 5%), and milk nutrient content (sugar, fat, and protein: 3%). We found that diet directly and indirectly impacted milk microbiomes, with indirect effects being mediated by milk sugar content. Stochastic processes, such as ecological drift, accounted for 80% of milk microbiome assembly processes, which was high compared to mammalian gut and mammalian skin microbiomes (69% and 45%, respectively). Even amid high stochasticity and indirect effects, our results of direct dietary effects on milk microbiomes provide support for enteromammary trafficking, representing a mechanism by which bacteria are transferred from the mother's gut to mammary gland and then to offspring postnatally. The microbial species present in milk reflect both selective pressures and stochastic processes at the host level, exemplifying various ecological and evolutionary factors acting on milk microbiomes, which, in turn, set the stage for offspring health and development.
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Affiliation(s)
- Mia M. Keady
- Center for Conservation Genomics, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
- Nelson Institute for Environmental Studies, University of Wisconsin-Madison, Madison, WI53706
| | - Randall R. Jimenez
- Center for Conservation Genomics, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
- Science Team, International Union for Conservation of Nature, 11501San José, Costa Rica
| | - Morgan Bragg
- Center for Conservation Genomics, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
- Department of Environmental Science and Policy, George Mason University, Fairfax, VA22030
| | - Jenna C. P. Wagner
- Nutrition Laboratory and Conservation Ecology Center, Smithsonian National Zoo and Conservation Biology Institute, National Zoological Park, Washington, DC20008
| | - Sally L. Bornbusch
- Center for Conservation Genomics, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
- Department of Nutrition Science, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
| | - Michael L. Power
- Nutrition Laboratory and Conservation Ecology Center, Smithsonian National Zoo and Conservation Biology Institute, National Zoological Park, Washington, DC20008
| | - Carly R. Muletz-Wolz
- Center for Conservation Genomics, Smithsonian National Zoo and Conservation Biology Institute, Washington, DC20008
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Hill AJ, Grisnik M, Walker DM. Bacterial Skin Assemblages of Sympatric Salamanders Are Primarily Shaped by Host Genus. MICROBIAL ECOLOGY 2022:10.1007/s00248-022-02127-0. [PMID: 36318280 DOI: 10.1007/s00248-022-02127-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 10/18/2022] [Indexed: 06/16/2023]
Abstract
Bacterial assemblages on the skins of amphibians are known to influence pathogen resistance and other important physiological functions in the host. Host-specific factors and the environment play significant roles in structuring skin assemblages. This study used high-throughput 16S rRNA sequencing and multivariate analyses to examine differences in skin-bacterial assemblages from 246 salamanders belonging to three genera in the lungless family Plethodontidae along multiple spatial gradients. Composition and α- and β-diversity of bacterial assemblages were defined, indicator species were identified for each host group, and the relative influences of host- versus environment-specific ecological factors were evaluated. At the broadest spatial scale, host genus, host species, and sampling site were predictive of skin assemblage structure, but host genus and species were more influential after controlling for the marginal effects of site, as well as nestedness of site. Furthermore, assemblage similarity within each host genus did not change with increasing geographic distance. At the smallest spatial scale, site-specific climate analyses revealed different relationships to climatic variables for each of the three genera, and these relationships were determined by host ecomode. Variation in bacterial assemblages of terrestrial hosts correlated with landscape-level climatic variability, and this pattern decayed with increasing water dependence of the host. Results from this study highlight host-specific considerations for researchers studying wildlife diseases in co-occurring, yet ecologically divergent, species.
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Affiliation(s)
- Aubree J Hill
- Department of Biology, Tennessee Technological University, 1100 North Dixie Avenue, Box 5063, Cookeville, TN, 38505, USA.
| | - Matthew Grisnik
- Department of Agricultural and Environmental Sciences, Tennessee State University, 3500 John Merritt Blvd, Nashville, TN, 37209, USA
| | - Donald M Walker
- Department of Biology, Middle Tennessee State University, 1672 Greenland Drive, Murfreesboro, TN, 37132, USA
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Grisnik M, Grinath JB, Munafo JP, Walker DM. Functional Redundancy in Bat Microbial Assemblage in the Presence of the White Nose Pathogen. MICROBIAL ECOLOGY 2022:10.1007/s00248-022-02098-2. [PMID: 35953677 DOI: 10.1007/s00248-022-02098-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Accepted: 08/02/2022] [Indexed: 06/15/2023]
Abstract
Understanding how host-associated microbial assemblages respond to pathogen invasion has implications for host health. Until recently, most investigations have focused on understanding the taxonomic composition of these assemblages. However, recent studies have suggested that microbial assemblage taxonomic composition is decoupled from its function, with assemblages being taxonomically varied but functionally constrained. The objective of this investigation was to understand how the Tri-colored bat, Perimyotis subflavus cutaneous microbial assemblage responds to fungal pathogen invasion within a functional context. We hypothesized that at a broad scale (e.g., KEGG pathways), there will be no difference in the functional assemblages between the white nose pathogen, Pseudogymnoascus destructans, positive and negative bats; and this pattern will be driven by the functional redundancy of bacterial taxa. At finer scales (e.g., gene models), we postulate differences in function attributed to interactions between bacteria and P. destructans, resulting in the production of antifungal metabolites. To test this, we used a combination of shotgun metagenomic and amplicon sequencing to characterize the bat cutaneous microbial assemblage in the presence/absence of P. destructans. Results showed that while there was a shift in taxonomic assemblage composition between P. destructans positive and negative bats, there was little overall difference in microbial function. Functional redundancy across bacterial taxa was clear at a broad-scale; however, both redundancy and variation in bacterial capability related to defense against pathogens was evident at finer scales. While functionality of the microbial assemblage was largely conserved in relation to P. destructans, the roles of particular functional pathways in resistance to fungal pathogens require further attention.
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Affiliation(s)
- Matthew Grisnik
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 37132, USA.
| | - Joshua B Grinath
- Department of Biological Sciences, Idaho State University, Pocatello, ID, 83209, USA
| | - John P Munafo
- Department of Food Science, University of Tennessee Knoxville, Knoxville, TN, 37996, USA
| | - Donald M Walker
- Department of Biology, Middle Tennessee State University, Murfreesboro, TN, 37132, USA
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