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      The Skin Microbiome of the Neotropical Frog Craugastor fitzingeri: Inferring Potential Bacterial-Host-Pathogen Interactions From Metagenomic Data

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          Abstract

          Skin symbiotic bacteria on amphibians can play a role in protecting their host against pathogens. Chytridiomycosis, the disease caused by Batrachochytrium dendrobatidis, Bd, has caused dramatic population declines and extinctions of amphibians worldwide. Anti-Bd bacteria from amphibian skin have been cultured, and skin bacterial communities have been described through 16S rRNA gene amplicon sequencing. Here, we present a shotgun metagenomic analysis of skin bacterial communities from a Neotropical frog, Craugastor fitzingeri. We sequenced the metagenome of six frogs from two different sites in Panamá: three frogs from Soberanía (Sob), a Bd-endemic site, and three frogs from Serranía del Sapo (Sapo), a Bd-naïve site. We described the taxonomic composition of skin microbiomes and found that Pseudomonas was a major component of these communities. We also identified that Sob communities were enriched in Actinobacteria while Sapo communities were enriched in Gammaproteobacteria. We described gene abundances within the main functional classes and found genes enriched either in Sapo or Sob. We then focused our study on five functional classes of genes: biosynthesis of secondary metabolites, metabolism of terpenoids and polyketides, membrane transport, cellular communication and antimicrobial drug resistance. These gene classes are potentially involved in bacterial communication, bacterial-host and bacterial-pathogen interactions among other functions. We found that C. fitzingeri metagenomes have a wide array of genes that code for secondary metabolites, including antibiotics and bacterial toxins, which may be involved in bacterial communication, but could also have a defensive role against pathogens. Several genes involved in bacterial communication and bacterial-host interactions, such as biofilm formation and bacterial secretion systems were found. We identified specific genes and pathways enriched at the different sites and determined that gene co-occurrence networks differed between sites. Our results suggest that skin microbiomes are composed of distinct bacterial taxa with a wide range of metabolic capabilities involved in bacterial defense and communication. Differences in taxonomic composition and pathway enrichments suggest that skin microbiomes from different sites have unique functional properties. This study strongly supports the need for shotgun metagenomic analyses to describe the functional capacities of skin microbiomes and to tease apart their role in host defense against pathogens.

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          Bacterial quorum sensing: its role in virulence and possibilities for its control.

          Quorum sensing is a process of cell-cell communication that allows bacteria to share information about cell density and adjust gene expression accordingly. This process enables bacteria to express energetically expensive processes as a collective only when the impact of those processes on the environment or on a host will be maximized. Among the many traits controlled by quorum sensing is the expression of virulence factors by pathogenic bacteria. Here we review the quorum-sensing circuits of Staphylococcus aureus, Bacillus cereus, Pseudomonas aeruginosa, and Vibrio cholerae. We outline these canonical quorum-sensing mechanisms and how each uniquely controls virulence factor production. Additionally, we examine recent efforts to inhibit quorum sensing in these pathogens with the goal of designing novel antimicrobial therapeutics.
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            Ray Meta: scalable de novo metagenome assembly and profiling

            Voluminous parallel sequencing datasets, especially metagenomic experiments, require distributed computing for de novo assembly and taxonomic profiling. Ray Meta is a massively distributed metagenome assembler that is coupled with Ray Communities, which profiles microbiomes based on uniquely-colored k-mers. It can accurately assemble and profile a three billion read metagenomic experiment representing 1,000 bacterial genomes of uneven proportions in 15 hours with 1,024 processor cores, using only 1.5 GB per core. The software will facilitate the processing of large and complex datasets, and will help in generating biological insights for specific environments. Ray Meta is open source and available at http://denovoassembler.sf.net.
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              Global emergence of Batrachochytrium dendrobatidis and amphibian chytridiomycosis in space, time, and host.

              Batrachochytrium dendrobatidis (Bd) is a chytrid fungus that causes chytridiomycosis in amphibians. Only named in 1999, Bd is a proximate driver of declines in global amphibian biodiversity. The pathogen infects over 350 species of amphibians and is found on all continents except Antarctica. However, the processes that have led to the global distribution of Bd and the occurrence of chytridiomycosis remain unclear. This review explores the molecular, epidemiological, and ecological evidence that Bd evolved from an endemic ancestral lineage to achieve global prominence via anthropogenically mediated spread. We then consider the major host and pathogen factors that have led to the occurrence of chytridiomycosis in amphibian species, populations, and communities.
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                Author and article information

                Contributors
                Journal
                Front Microbiol
                Front Microbiol
                Front. Microbiol.
                Frontiers in Microbiology
                Frontiers Media S.A.
                1664-302X
                20 March 2018
                2018
                : 9
                : 466
                Affiliations
                [1] 1Department of Biology, James Madison University , Harrisonburg, VA, United States
                [2] 2Unité d'Ecologie, Systématique et Evolution, Université Paris-Sud , Paris, France
                [3] 3Department of Genome Sciences, University of Washington , Seattle, WA, United States
                [4] 4Department of Biological Sciences, Virginia Tech , Blacksburg, VA, United States
                [5] 5Department of Computer Science and Engineering, University of Washington , Seattle, WA, United States
                [6] 6Santa Fe Institute , Santa Fe, NM, United States
                [7] 7Smithsonian Tropical Research Institution , Panama City, Panama
                [8] 8Amphibian Survival Alliance , London, United Kingdom
                Author notes

                Edited by: Sebastian Fraune, Christian-Albrechts-Universität zu Kiel, Germany

                Reviewed by: Diogo Neves Proença, University of Coimbra, Portugal; Lucia Pita, GEOMAR Helmholtz Centre for Ocean Research Kiel, Germany

                *Correspondence: Eria A. Rebollar ea.rebollar@ 123456gmail.com

                This article was submitted to Microbial Symbioses, a section of the journal Frontiers in Microbiology

                †Present Address: Eria A. Rebollar, Departamento de Ecología Evolutiva, Instituto de Ecología, Universidad Nacional Autónoma de México, Mexico City, Mexico

                Jenifer B. Walke, Department of Biology, Eastern Washington University, Cheney, WA, United States

                Article
                10.3389/fmicb.2018.00466
                5869913
                29615997
                06f07f51-888b-4798-acdc-d3651fad3079
                Copyright © 2018 Rebollar, Gutiérrez-Preciado, Noecker, Eng, Hughey, Medina, Walke, Borenstein, Jensen, Belden and Harris.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 02 November 2017
                : 28 February 2018
                Page count
                Figures: 4, Tables: 2, Equations: 0, References: 74, Pages: 12, Words: 8909
                Funding
                Funded by: National Science Foundation 10.13039/100000001
                Award ID: 1136602
                Award ID: 1136640
                Categories
                Microbiology
                Original Research

                Microbiology & Virology
                skin microbiome,shotgun metagenomics,host-bacteria interactions,amphibians,batrachochytrium dendrobatidis

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