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      The importance of standardization for biodiversity comparisons: A case study using autonomous reef monitoring structures (ARMS) and metabarcoding to measure cryptic diversity on Mo’orea coral reefs, French Polynesia

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          Abstract

          The advancement of metabarcoding techniques, declining costs of high-throughput sequencing and development of systematic sampling devices, such as autonomous reef monitoring structures (ARMS), have provided the means to gather a vast amount of diversity data from cryptic marine communities. However, such increased capability could also lead to analytical challenges if the methods used to examine these communities across local and global scales are not standardized. Here we compare and assess the underlying biases of four ARMS field processing methods, preservation media, and current bioinformatic pipelines in evaluating diversity from cytochrome c oxidase I metabarcoding data. Illustrating the ability of ARMS-based metabarcoding to capture a wide spectrum of biodiversity, 3,372 OTUs and twenty-eight phyla, including 17 of 33 marine metazoan phyla, were detected from 3 ARMS (2.607 m 2 area) collected on coral reefs in Mo’orea, French Polynesia. Significant differences were found between processing and preservation methods, demonstrating the need to standardize methods for biodiversity comparisons. We recommend the use of a standardized protocol (NOAA method) combined with DMSO preservation of tissues for sessile macroorganisms because it gave a more accurate representation of the underlying communities, is cost effective and removes chemical restrictions associated with sample transportation. We found that sequences identified at ≥ 97% similarity increased more than 7-fold (5.1% to 38.6%) using a geographically local barcode inventory, highlighting the importance of local species inventories. Phylogenetic approaches that assign higher taxonomic ranks accrued phylum identification errors (9.7%) due to sparse taxonomic coverage of the understudied cryptic coral reef community in public databases. However, a ≥ 85% sequence identity cut-off provided more accurate results (0.7% errors) and enabled phylum level identifications of 86.3% of the sequence reads. With over 1600 ARMS deployed, standardizing methods and improving databases are imperative to provide unprecedented global baseline assessments of understudied cryptic marine species in a rapidly changing world.

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          Biodiversity as spatial insurance in heterogeneous landscapes.

          The potential consequences of biodiversity loss for ecosystem functioning and services at local scales have received considerable attention during the last decade, but little is known about how biodiversity affects ecosystem processes and stability at larger spatial scales. We propose that biodiversity provides spatial insurance for ecosystem functioning by virtue of spatial exchanges among local systems in heterogeneous landscapes. We explore this hypothesis by using a simple theoretical metacommunity model with explicit local consumer-resource dynamics and dispersal among systems. Our model shows that variation in dispersal rate affects the temporal mean and variability of ecosystem productivity strongly and nonmonotonically through two mechanisms: spatial averaging by the intermediate-type species that tends to dominate the landscape at high dispersal rates, and functional compensations between species that are made possible by the maintenance of species diversity. The spatial insurance effects of species diversity are highest at the intermediate dispersal rates that maximize local diversity. These results have profound implications for conservation and management. Knowledge of spatial processes across ecosystems is critical to predict the effects of landscape changes on both biodiversity and ecosystem functioning and services.
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            DNA barcoding and metabarcoding of standardized samples reveal patterns of marine benthic diversity.

            Documenting the diversity of marine life is challenging because many species are cryptic, small, and rare, and belong to poorly known groups. New sequencing technologies, especially when combined with standardized sampling, promise to make comprehensive biodiversity assessments and monitoring feasible on a large scale. We used this approach to characterize patterns of diversity on oyster reefs across a range of geographic scales comprising a temperate location [Virginia (VA)] and a subtropical location [Florida (FL)]. Eukaryotic organisms that colonized multilayered settlement surfaces (autonomous reef monitoring structures) over a 6-mo period were identified by cytochrome c oxidase subunit I barcoding (>2-mm mobile organisms) and metabarcoding (sessile and smaller mobile organisms). In a total area of ∼ 15.64 m(2) and volume of ∼ 0.09 m(3), 2,179 operational taxonomic units (OTUs) were recorded from 983,056 sequences. However, only 10.9% could be matched to reference barcodes in public databases, with only 8.2% matching barcodes with both genus and species names. Taxonomic coverage was broad, particularly for animals (22 phyla recorded), but 35.6% of OTUs detected via metabarcoding could not be confidently assigned to a taxonomic group. The smallest size fraction (500 to 106 μm) was the most diverse (more than two-thirds of OTUs). There was little taxonomic overlap between VA and FL, and samples separated by ∼ 2 m were significantly more similar than samples separated by ∼ 100 m. Ground-truthing with independent assessments of taxonomic composition indicated that both presence-absence information and relative abundance information are captured by metabarcoding data, suggesting considerable potential for ecological studies and environmental monitoring.
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              Investigating the Potential Use of Environmental DNA (eDNA) for Genetic Monitoring of Marine Mammals

              The exploitation of non-invasive samples has been widely used in genetic monitoring of terrestrial species. In aquatic ecosystems, non-invasive samples such as feces, shed hair or skin, are less accessible. However, the use of environmental DNA (eDNA) has recently been shown to be an effective tool for genetic monitoring of species presence in freshwater ecosystems. Detecting species in the marine environment using eDNA potentially offers a greater challenge due to the greater dilution, amount of mixing and salinity compared with most freshwater ecosystems. To determine the potential use of eDNA for genetic monitoring we used specific primers that amplify short mitochondrial DNA sequences to detect the presence of a marine mammal, the harbor porpoise, Phocoena phocoena, in a controlled environment and in natural marine locations. The reliability of the genetic detections was investigated by comparing with detections of harbor porpoise echolocation clicks by static acoustic monitoring devices. While we were able to consistently genetically detect the target species under controlled conditions, the results from natural locations were less consistent and detection by eDNA was less successful than acoustic detections. However, at one site we detected long-finned pilot whale, Globicephala melas, a species rarely sighted in the Baltic. Therefore, with optimization aimed towards processing larger volumes of seawater this method has the potential to compliment current visual and acoustic methods of species detection of marine mammals.
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                Author and article information

                Contributors
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                21 April 2017
                2017
                : 12
                : 4
                : e0175066
                Affiliations
                [1 ]Department of Invertebrate Zoology, Smithsonian National Museum of Natural History, Washington DC, United States of America
                [2 ]Moss Landing Marine Labs, Moss Landing, California, United States of America
                [3 ]Joint Institute for Marine and Atmospheric Research, University of Hawai‘i at Mānoa, Honolulu, Hawaii, United States of America
                [4 ]Ecosystem Sciences Division Pacific Islands Fisheries Science Center, National Oceanic and Atmospheric Administration, Honolulu, Hawaii, United States of America
                [5 ]Smithsonian Tropical Research Institute, Panama, Republica de Panama
                [6 ]Indonesian Biodiversity Research Center, Denpasar, Bali, Indonesia
                [7 ]Department of Environmental Sciences, Udayana University, Denpasar, Bali, Indonesia
                [8 ]National Systematics Laboratory, National Marine Fisheries Service (NMFS), Washington DC, United States of America
                Academia Sinica, TAIWAN
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                • Conceptualization: JBG CPM.

                • Data curation: ER.

                • Formal analysis: ER AGC CPM.

                • Funding acquisition: CPM AGC JBG.

                • Investigation: ER AM AS MT CPM JBG.

                • Methodology: ER JBG AGC CPM.

                • Software: ER ML.

                • Writing – original draft: ER AGC CPM.

                • Writing – review & editing: ER JBG AGC CPM MT ML AM AS.

                Author information
                http://orcid.org/0000-0003-2327-7654
                Article
                PONE-D-16-34116
                10.1371/journal.pone.0175066
                5400227
                28430780
                d9ea20e8-6377-4ba3-b6f0-3409c21ffd8a

                This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.

                History
                : 25 August 2016
                : 20 March 2017
                Page count
                Figures: 5, Tables: 1, Pages: 19
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/100000001, National Science Foundation;
                Award ID: OISE-1243541
                This work was funded by the National Science Foundation with a "Partnerships for International Research and Education" grant, http://www.nsf.gov/funding/pgm_summ.jsp?pims_id=505038 (OISE-1243541). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
                Categories
                Research Article
                Research and Analysis Methods
                Database and Informatics Methods
                Biological Databases
                Sequence Databases
                Research and Analysis Methods
                Database and Informatics Methods
                Bioinformatics
                Sequence Analysis
                Sequence Databases
                Biology and Life Sciences
                Marine Biology
                Coral Reefs
                Earth Sciences
                Marine and Aquatic Sciences
                Marine Biology
                Coral Reefs
                Earth Sciences
                Marine and Aquatic Sciences
                Reefs
                Coral Reefs
                Biology and Life Sciences
                Ecology
                Biodiversity
                Ecology and Environmental Sciences
                Ecology
                Biodiversity
                Research and analysis methods
                Extraction techniques
                RNA extraction
                Biology and Life Sciences
                Taxonomy
                Computer and Information Sciences
                Data Management
                Taxonomy
                Biology and Life Sciences
                Evolutionary Biology
                Evolutionary Processes
                Speciation
                Cryptic Speciation
                Research and analysis methods
                Extraction techniques
                DNA extraction
                Computer and Information Sciences
                Information Technology
                Data Processing
                Custom metadata
                Detailed methodology, DNA concentrations and quality of extracts, and relevant statistics can be found in the Supporting Information. The Moorea Biocode Project FASTA data can be accessed via: Merritt: Collection: Moorea Biocode Collection ark:/13030/m5478zfg. California Digital Library Version 1: 2016–05-14 doi: 107286/V13X84K1. All of the data presented in this manuscript, including OTU tables, FASTA files and OTU identifications can be accessed from the Dryad Digital Repository: http://dx.doi.org/10.5061/dryad.d47fm.

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