Click here to close
Hello! We notice that you are using Internet Explorer, which is not supported by Xenbase and may cause the site to display incorrectly.
We suggest using a current version of Chrome,
FireFox, or Safari.
Microb Ecol
2023 Aug 01;862:1393-1404. doi: 10.1007/s00248-022-02130-5.
Show Gene links
Show Anatomy links
Environmental and Anthropogenic Factors Shape the Skin Bacterial Communities of a Semi-Arid Amphibian Species.
Bates KA
,
Friesen J
,
Loyau A
,
Butler H
,
Vredenburg VT
,
Laufer J
,
Chatzinotas A
,
Schmeller DS
.
???displayArticle.abstract???
The amphibian skin microbiome is important in maintaining host health, but is vulnerable to perturbation from changes in biotic and abiotic conditions. Anthropogenic habitat disturbance and emerging infectious diseases are both potential disrupters of the skin microbiome, in addition to being major drivers of amphibian decline globally. We investigated how host environment (hydrology, habitat disturbance), pathogen presence, and host biology (life stage) impact the skin microbiome of wild Dhofar toads (Duttaphrynus dhufarensis) in Oman. We detected ranavirus (but not Batrachochytrium dendrobatidis) across all sampling sites, constituting the first report of this pathogen in Oman, with reduced prevalence in disturbed sites. We show that skin microbiome beta diversity is driven by host life stage, water source, and habitat disturbance, but not ranavirus infection. Finally, although trends in bacterial diversity and differential abundance were evident in disturbed versus undisturbed sites, bacterial co-occurrence patterns determined through network analyses revealed high site specificity. Our results therefore provide support for amphibian skin microbiome diversity and taxa abundance being associated with habitat disturbance, with bacterial co-occurrence (and likely broader aspects of microbial community ecology) being largely site specific.
Fig. 1
A Map of sites. Skin bacterial beta diversity colured by B water source and C disturbance
Fig. 2
A Shared skin bacterial ASVs between life stages and environment B bacterial Shannon diversity in adults and larvae C PCA of bacterial beta diversity based on host life stage
SI Fig 1. PCA plot of ranavirus presence/absence among post-metamorphic
animals.
SI Fig 2. Boxplot of CLR transformed abundance of ASV138 Chroococcidiopsis.
SI Fig 3. ASVs common among environment and host samples for each population.
SI Fig 4. ASVs common among post-metamorphic animals from each population.
SI Fig 5. (A-F) Bacterial networks for each adult population. Hub taxa are highlighted
by yellow node perimeters. Positive and negative associations (edges) between taxa
are coloured grey and red respectively. (G) Node frequencies and taxonomic
assignments
SI Fig 6. Shared Hub taxa identified from network analysis among post-metamorphic
populations.
SI Fig 7. Shared edges identified from network analysis among post-metamorphic
populations
SI Fig 8. A) Larval and B) Adult networks for Wadi Na’ar. Hub taxa are highlighted
by yellow node perimeters. Positive and negative associations (edges) between taxa
are coloured grey and red respectively.
Allen,
Global hotspots and correlates of emerging zoonotic diseases.
2017, Pubmed
Allen,
Global hotspots and correlates of emerging zoonotic diseases.
2017,
Pubmed
Antwis,
Ex situ diet influences the bacterial community associated with the skin of red-eyed tree frogs (Agalychnis callidryas).
2014,
Pubmed
Banerjee,
Keystone taxa as drivers of microbiome structure and functioning.
2018,
Pubmed
Bates,
Captivity and Infection by the Fungal Pathogen Batrachochytrium salamandrivorans Perturb the Amphibian Skin Microbiome.
2019,
Pubmed
Bates,
Amphibian chytridiomycosis outbreak dynamics are linked with host skin bacterial community structure.
2018,
Pubmed
Bates,
Microbiome function predicts amphibian chytridiomycosis disease dynamics.
2022,
Pubmed
Becker,
Land cover and forest connectivity alter the interactions among host, pathogen and skin microbiome.
2017,
Pubmed
Becker,
Habitat split and the global decline of amphibians.
2007,
Pubmed
Becker,
Tropical amphibian populations experience higher disease risk in natural habitats.
2011,
Pubmed
Belkaid,
Dialogue between skin microbiota and immunity.
2014,
Pubmed
Bernardo-Cravo,
Environmental Factors and Host Microbiomes Shape Host-Pathogen Dynamics.
2020,
Pubmed
Berry,
Deciphering microbial interactions and detecting keystone species with co-occurrence networks.
2014,
Pubmed
Boyle,
Rapid quantitative detection of chytridiomycosis (Batrachochytrium dendrobatidis) in amphibian samples using real-time Taqman PCR assay.
2004,
Pubmed
Brown,
Amphibian metamorphosis.
2007,
Pubmed
,
Xenbase
Callahan,
DADA2: High-resolution sample inference from Illumina amplicon data.
2016,
Pubmed
Campbell,
Outbreaks of an Emerging Viral Disease Covary With Differences in the Composition of the Skin Microbiome of a Wild United Kingdom Amphibian.
2019,
Pubmed
Conway,
UpSetR: an R package for the visualization of intersecting sets and their properties.
2017,
Pubmed
Costa,
Diversity of cutaneous microbiome of Pelophylax perezi populations inhabiting different environments.
2016,
Pubmed
Cunningham,
Emerging epidemic diseases of frogs in Britain are dependent on the source of ranavirus agent and the route of exposure.
2007,
Pubmed
Davis,
Simple statistical identification and removal of contaminant sequences in marker-gene and metagenomics data.
2018,
Pubmed
Docherty,
Diagnostic and molecular evaluation of three iridovirus-associated salamander mortality events.
2003,
Pubmed
Ewers,
Fragmentation impairs the microclimate buffering effect of tropical forests.
2013,
Pubmed
Gloor,
Microbiome Datasets Are Compositional: And This Is Not Optional.
2017,
Pubmed
Green,
Epizootiology of sixty-four amphibian morbidity and mortality events in the USA, 1996-2001.
2002,
Pubmed
Griffiths,
Genetic variability and ontogeny predict microbiome structure in a disease-challenged montane amphibian.
2018,
Pubmed
Hirano,
Difficulty in inferring microbial community structure based on co-occurrence network approaches.
2019,
Pubmed
Hughey,
Skin bacterial microbiome of a generalist Puerto Rican frog varies along elevation and land use gradients.
2017,
Pubmed
Jancovich,
Evidence for emergence of an amphibian iridoviral disease because of human-enhanced spread.
2005,
Pubmed
Jani,
The pathogen Batrachochytrium dendrobatidis disturbs the frog skin microbiome during a natural epidemic and experimental infection.
2014,
Pubmed
Jani,
Epidemic and endemic pathogen dynamics correspond to distinct host population microbiomes at a landscape scale.
2017,
Pubmed
Jani,
The amphibian microbiome exhibits poor resilience following pathogen-induced disturbance.
2021,
Pubmed
Jani,
Host and Aquatic Environment Shape the Amphibian Skin Microbiome but Effects on Downstream Resistance to the Pathogen Batrachochytrium dendrobatidis Are Variable.
2018,
Pubmed
Jervis,
Post-epizootic microbiome associations across communities of neotropical amphibians.
2021,
Pubmed
Ji,
High biodiversity and distinct assembly patterns of microbial communities in groundwater compared with surface water.
2022,
Pubmed
Jiménez,
Habitat disturbance influences the skin microbiome of a rediscovered neotropical-montane frog.
2020,
Pubmed
Jiménez,
Moving Beyond the Host: Unraveling the Skin Microbiome of Endangered Costa Rican Amphibians.
2019,
Pubmed
Jones,
Global trends in emerging infectious diseases.
2008,
Pubmed
Karesh,
Ecology of zoonoses: natural and unnatural histories.
2012,
Pubmed
Kerby,
Combined effects of virus, pesticide, and predator cue on the larval tiger salamander (Ambystoma tigrinum).
2011,
Pubmed
Krotman,
Dissecting the factors shaping fish skin microbiomes in a heterogeneous inland water system.
2020,
Pubmed
Kueneman,
Community richness of amphibian skin bacteria correlates with bioclimate at the global scale.
2019,
Pubmed
Kueneman,
Inhibitory bacteria reduce fungi on early life stages of endangered Colorado boreal toads (Anaxyrus boreas).
2016,
Pubmed
Kueneman,
The amphibian skin-associated microbiome across species, space and life history stages.
2014,
Pubmed
Leung,
A quantitative-PCR based method to estimate ranavirus viral load following normalisation by reference to an ultraconserved vertebrate target.
2017,
Pubmed
Longo,
Environmental fluctuations and host skin bacteria shift survival advantage between frogs and their fungal pathogen.
2017,
Pubmed
Louca,
The rates of global bacterial and archaeal dispersal.
2022,
Pubmed
Loudon,
Interactions between amphibians' symbiotic bacteria cause the production of emergent anti-fungal metabolites.
2014,
Pubmed
Luke,
Evaluating significance in linear mixed-effects models in R.
2017,
Pubmed
Ma,
Earth microbial co-occurrence network reveals interconnection pattern across microbiomes.
2020,
Pubmed
Marcogliese,
Effects of multiple stressors on northern leopard frogs in agricultural wetlands.
2021,
Pubmed
Martel,
Wildlife disease. Recent introduction of a chytrid fungus endangers Western Palearctic salamanders.
2014,
Pubmed
Martínez-Ugalde,
The skin microbiota of the axolotl Ambystoma altamirani is highly influenced by metamorphosis and seasonality but not by pathogen infection.
2022,
Pubmed
McMurdie,
phyloseq: an R package for reproducible interactive analysis and graphics of microbiome census data.
2013,
Pubmed
Naik,
Compartmentalized control of skin immunity by resident commensals.
2012,
Pubmed
Neely,
Habitat Disturbance Linked with Host Microbiome Dispersion and Bd Dynamics in Temperate Amphibians.
2022,
Pubmed
Newbold,
Global effects of land use on local terrestrial biodiversity.
2015,
Pubmed
North,
Anthropogenic and ecological drivers of amphibian disease (ranavirosis).
2015,
Pubmed
Olson,
Mapping the global emergence of Batrachochytrium dendrobatidis, the amphibian chytrid fungus.
2013,
Pubmed
Peschel,
NetCoMi: network construction and comparison for microbiome data in R.
2021,
Pubmed
Prest,
Host-associated bacterial community succession during amphibian development.
2018,
Pubmed
Preuss,
Widespread Pig Farming Practice Linked to Shifts in Skin Microbiomes and Disease in Pond-Breeding Amphibians.
2020,
Pubmed
Price,
Collapse of amphibian communities due to an introduced Ranavirus.
2014,
Pubmed
Price,
Effects of historic and projected climate change on the range and impacts of an emerging wildlife disease.
2019,
Pubmed
Quast,
The SILVA ribosomal RNA gene database project: improved data processing and web-based tools.
2013,
Pubmed
Santos,
Characterization of the microbiome of the invasive Asian toad in Madagascar across the expansion range and comparison with a native co-occurring species.
2021,
Pubmed
Scharschmidt,
A Wave of Regulatory T Cells into Neonatal Skin Mediates Tolerance to Commensal Microbes.
2015,
Pubmed
Scheele,
Amphibian fungal panzootic causes catastrophic and ongoing loss of biodiversity.
2019,
Pubmed
Schloss,
Reducing the effects of PCR amplification and sequencing artifacts on 16S rRNA-based studies.
2011,
Pubmed
Schmeller,
Biodiversity loss, emerging pathogens and human health risks.
2020,
Pubmed
Shabarova,
Recovery of freshwater microbial communities after extreme rain events is mediated by cyclic succession.
2021,
Pubmed
St-Amour,
Anthropogenic influence on prevalence of 2 amphibian pathogens.
2008,
Pubmed
Uberoi,
Commensal microbiota regulates skin barrier function and repair via signaling through the aryl hydrocarbon receptor.
2021,
Pubmed
Yoshizato,
Death and Transformation of Larval Cells during Metamorphosis of Anura.
1992,
Pubmed