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      Neutral Processes Dominate Microbial Community Assembly in Atlantic Salmon, Salmo salar

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          Abstract

          A growing number of studies have examined variation in the microbiome to determine the role in modulating host health, physiology, and ecology. However, the ecology of host microbial colonization is not fully understood and rarely tested. The continued increase in production of farmed Atlantic salmon, coupled with increased farmed-wild salmon interactions, has accentuated the need to unravel the potential adaptive function of the microbiome and to distinguish resident from transient gut microbes. Between gut compartments in a farmed system, we found a majority of operational taxonomic units (OTUs) that fit the neutral model, with Mycoplasma species among the key exceptions. In wild fish, deterministic processes account for more OTU differences across life stages than those observed across gut compartments. Unlike previous studies, our results make detailed comparisons between fish from wild and farmed environments, while also providing insight into the ecological processes underpinning microbial community assembly in this ecologically and economically important species.

          ABSTRACT

          In recent years, a wealth of studies has examined the relationships between a host and its microbiome across diverse taxa. Many studies characterize the host microbiome without considering the ecological processes that underpin microbiome assembly. In this study, the intestinal microbiota of Atlantic salmon, Salmo salar, sampled from farmed and wild environments was first characterized using 16S rRNA gene MiSeq sequencing analysis. We used neutral community models to determine the balance of stochastic and deterministic processes that underpin microbial community assembly and transfer across life cycle stage and between gut compartments. Across gut compartments in farmed fish, neutral models suggest that most microbes are transient with no evidence of adaptation to their environment. In wild fish, we found declining taxonomic and functional microbial community richness as fish mature through different life cycle stages. Alongside neutral community models applied to wild fish, we suggest that declining richness demonstrates an increasing role for the host in filtering microbial communities that is correlated with age. We found a limited subset of gut microflora adapted to the farmed and wild host environment among which Mycoplasma spp. are prominent. Our study reveals the ecological drivers underpinning community assembly in both farmed and wild Atlantic salmon and underlines the importance of understanding the role of stochastic processes, such as random drift and small migration rates in microbial community assembly, before considering any functional role of the gut microbes encountered.

          IMPORTANCE A growing number of studies have examined variation in the microbiome to determine the role in modulating host health, physiology, and ecology. However, the ecology of host microbial colonization is not fully understood and rarely tested. The continued increase in production of farmed Atlantic salmon, coupled with increased farmed-wild salmon interactions, has accentuated the need to unravel the potential adaptive function of the microbiome and to distinguish resident from transient gut microbes. Between gut compartments in a farmed system, we found a majority of operational taxonomic units (OTUs) that fit the neutral model, with Mycoplasma species among the key exceptions. In wild fish, deterministic processes account for more OTU differences across life stages than those observed across gut compartments. Unlike previous studies, our results make detailed comparisons between fish from wild and farmed environments, while also providing insight into the ecological processes underpinning microbial community assembly in this ecologically and economically important species.

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          Most cited references25

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          Stochastic and deterministic assembly processes in subsurface microbial communities.

          A major goal of microbial community ecology is to understand the forces that structure community composition. Deterministic selection by specific environmental factors is sometimes important, but in other cases stochastic or ecologically neutral processes dominate. Lacking is a unified conceptual framework aiming to understand why deterministic processes dominate in some contexts but not others. Here we work toward such a framework. By testing predictions derived from general ecological theory we aim to uncover factors that govern the relative influences of deterministic and stochastic processes. We couple spatiotemporal data on subsurface microbial communities and environmental parameters with metrics and null models of within and between community phylogenetic composition. Testing for phylogenetic signal in organismal niches showed that more closely related taxa have more similar habitat associations. Community phylogenetic analyses further showed that ecologically similar taxa coexist to a greater degree than expected by chance. Environmental filtering thus deterministically governs subsurface microbial community composition. More importantly, the influence of deterministic environmental filtering relative to stochastic factors was maximized at both ends of an environmental variation gradient. A stronger role of stochastic factors was, however, supported through analyses of phylogenetic temporal turnover. Although phylogenetic turnover was on average faster than expected, most pairwise comparisons were not themselves significantly non-random. The relative influence of deterministic environmental filtering over community dynamics was elevated, however, in the most temporally and spatially variable environments. Our results point to general rules governing the relative influences of stochastic and deterministic processes across micro- and macro-organisms.
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            The Gut Microbiota of Marine Fish

            The body of work relating to the gut microbiota of fish is dwarfed by that on humans and mammals. However, it is a field that has had historical interest and has grown significantly along with the expansion of the aquaculture industry and developments in microbiome research. Research is now moving quickly in this field. Much recent focus has been on nutritional manipulation and modification of the gut microbiota to meet the needs of fish farming, while trying to maintain host health and welfare. However, the diversity amongst fish means that baseline data from wild fish and a clear understanding of the role that specific gut microbiota play is still lacking. We review here the factors shaping marine fish gut microbiota and highlight gaps in the research.
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              Single-cell identification in microbial communities by improved fluorescence in situ hybridization techniques.

              The ribosomal-RNA (rRNA) approach to microbial evolution and ecology has become an integral part of environmental microbiology. Based on the patchy conservation of rRNA, oligonucleotide probes can be designed with specificities that range from the species level to the level of phyla or even domains. When these probes are labelled with fluorescent dyes or the enzyme horseradish peroxidase, they can be used to identify single microbial cells directly by fluorescence in situ hybridization. In this Review, we provide an update on the recent methodological improvements that have allowed more reliable quantification of microbial populations in situ in complex environmental samples, with a particular focus on the usefulness of group-specific probes in this era of ever-growing rRNA databases.
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                Author and article information

                Contributors
                Role: Editor
                Journal
                Appl Environ Microbiol
                Appl. Environ. Microbiol
                aem
                aem
                AEM
                Applied and Environmental Microbiology
                American Society for Microbiology (1752 N St., N.W., Washington, DC )
                0099-2240
                1098-5336
                7 February 2020
                1 April 2020
                April 2020
                1 April 2020
                : 86
                : 8
                : e02283-19
                Affiliations
                [a ]Institute of Behaviour, Animal Health and Comparative Medicine, University of Glasgow, Glasgow, United Kingdom
                [b ]School of Engineering, University of Glasgow, Glasgow, United Kingdom
                [c ]School of Biological, Earth & Environmental Sciences, University College Cork, Cork, Ireland
                [d ]Marine Institute, Newport, Ireland
                University of Manchester
                Author notes
                Address correspondence to C. Heys, chloe.heys@ 123456glasgow.ac.uk , or B. Cheaib, bachar.cheaib@ 123456glasgow.ac.uk .

                C. Heys and B. Cheaib are joint authors who contributed equally to this work. Author order was determined by drawing straws.

                Citation Heys C, Cheaib B, Busetti A, Kazlauskaite R, Maier L, Sloan WT, Ijaz UZ, Kaufmann J, McGinnity P, Llewellyn MS. 2020. Neutral processes dominate microbial community assembly in Atlantic salmon, Salmo salar. Appl Environ Microbiol 86:e02283-19. https://doi.org/10.1128/AEM.02283-19.

                Author information
                https://orcid.org/0000-0002-3892-4538
                Article
                02283-19
                10.1128/AEM.02283-19
                7117918
                32033945
                aae284cf-ed1d-43ea-866d-0d7ede2dbc2f
                Copyright © 2020 Heys et al.

                This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license.

                History
                : 24 October 2019
                : 18 January 2020
                Page count
                supplementary-material: 2, Figures: 9, Tables: 1, Equations: 0, References: 52, Pages: 17, Words: 7715
                Funding
                Funded by: scottish aquaculture innovation centre;
                Award ID: SFI/15/IA/3028
                Award Recipient : Award Recipient :
                Funded by: Science Foundation Ireland (SFI), https://doi.org/10.13039/501100001602;
                Award ID: SFI/15/IA/3028
                Award Recipient : Award Recipient :
                Funded by: Marine Institute (Foras Na Mara), https://doi.org/10.13039/501100001627;
                Award ID: SFI/15/IA/3028
                Award Recipient : Award Recipient :
                Funded by: UK Research and Innovation | Biotechnology and Biological Sciences Research Council (BBSRC), https://doi.org/10.13039/501100000268;
                Award ID: BB/P001203/1
                Award Recipient : Award Recipient :
                Funded by: UK Research and Innovation | Natural Environment Research Council (NERC), https://doi.org/10.13039/501100000270;
                Award ID: NERC NE/L011956/1
                Award Recipient :
                Categories
                Microbial Ecology
                Custom metadata
                April 2020

                Microbiology & Virology
                aquaculture,fish,host-microbe,microbial communities,microbial ecology,microbiome

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