101
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Littlefair JE, Hleap JS, Palace V, Rennie MD, Paterson MJ, Cristescu ME. Freshwater connectivity transforms spatially integrated signals of biodiversity. Proc Biol Sci 2023; 290:20230841. [PMID: 37700653 PMCID: PMC10498028 DOI: 10.1098/rspb.2023.0841] [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: 04/09/2023] [Accepted: 08/08/2023] [Indexed: 09/14/2023] Open
Abstract
Aquatic ecosystems offer a continuum of water flow from headwater streams to inland lakes and coastal marine systems. This spatial connectivity influences the structure, function and dynamics of aquatic communities, which are among the most threatened and degraded on the Earth. Here, we determine the spatial resolution of environmental DNA (eDNA) in dendritic freshwater networks, which we use as a model for connected metacommunities. Our intensive sampling campaign comprised over 420 eDNA samples across 21 connected lakes, allowing us to analyse detections at a variety of scales, from different habitats within a lake to entire lake networks. We found strong signals of within-lake variation in eDNA distribution reflective of typical habitat use by both fish and zooplankton. Most importantly, we also found that connecting channels between lakes resulted in an accumulation of downstream eDNA detections in lakes with a higher number of inflows, and as networks increased in length. Environmental DNA achieves biodiversity surveys in these habitats in a high-throughput, spatially integrated way. These findings have profound implications for the interpretation of eDNA detections in aquatic ecosystems in global-scale biodiversity monitoring observations.
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Affiliation(s)
- Joanne E. Littlefair
- Department of Biology, McGill University, 1205 Docteur Penfield, Stewart Biology Building, Montreal, Quebec, Canada
- School of Biological and Behavioural Sciences, Queen Mary University of London, Fogg Building, Mile End Road, London, UK
| | - José S. Hleap
- Department of Biology, McGill University, 1205 Docteur Penfield, Stewart Biology Building, Montreal, Quebec, Canada
- SHARCNET, University of Guelph, Guelph, Ontario, Canada
| | - Vince Palace
- IISD-Experimental Lakes Area, 111 Lombard Avenue Suite 325, Winnipeg, Manitoba, Canada
| | - Michael D. Rennie
- IISD-Experimental Lakes Area, 111 Lombard Avenue Suite 325, Winnipeg, Manitoba, Canada
- Department of Biology, Lakehead University, 955 Oliver Road, Thunder Bay, Ontario, Canada
| | - Michael J. Paterson
- IISD-Experimental Lakes Area, 111 Lombard Avenue Suite 325, Winnipeg, Manitoba, Canada
| | - Melania E. Cristescu
- Department of Biology, McGill University, 1205 Docteur Penfield, Stewart Biology Building, Montreal, Quebec, Canada
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102
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Ushio M, Saito H, Tojo M, Nagano AJ. An ecological network approach for detecting and validating influential organisms for rice growth. eLife 2023; 12:RP87202. [PMID: 37702717 PMCID: PMC10499375 DOI: 10.7554/elife.87202] [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] [Indexed: 09/14/2023] Open
Abstract
How to achieve sustainable food production while reducing environmental impacts is a major concern in agricultural science, and advanced breeding techniques are promising for achieving such goals. However, rice is usually grown under field conditions and influenced by surrounding ecological community members. How ecological communities influence the rice performance in the field has been underexplored despite the potential of ecological communities to establish an environment-friendly agricultural system. In the present study, we demonstrate an ecological-network-based approach to detect potentially influential, previously overlooked organisms for rice (Oryza sativa). First, we established small experimental rice plots, and measured rice growth and monitored ecological community dynamics intensively and extensively using quantitative environmental DNA metabarcoding in 2017 in Japan. We detected more than 1000 species (including microbes and macrobes such as insects) in the rice plots, and nonlinear time series analysis detected 52 potentially influential organisms with lower-level taxonomic information. The results of the time series analysis were validated under field conditions in 2019 by field manipulation experiments. In 2019, we focused on two species, Globisporangium nunn and Chironomus kiiensis, whose abundance was manipulated in artificial rice plots. The responses of rice, namely, the growth rate and gene expression patterns, were measured before and after the manipulation. We confirmed that, especially in the G. nunn-added treatment, rice growth rate and gene expression pattern were changed. In the present study, we demonstrated that intensive monitoring of an agricultural system and the application of nonlinear time series analysis were helpful to identify influential organisms under field conditions. Although the effects of the manipulations were relatively small, the research framework presented here has future potential to harness the ecological complexity and utilize it in agriculture. Our proof-of-concept study would be an important basis for the further development of field-basis system management.
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Affiliation(s)
- Masayuki Ushio
- Hakubi Center, Kyoto UniversityKyotoJapan
- Center for Ecological Research, Kyoto UniversityOtsuJapan
- Department of Ocean Science, The Hong Kong University of Science and Technology, Clear Water Bay, KowloonHong Kong SARChina
| | - Hiroki Saito
- Tropical Agriculture Research Front, Japan International Research Center for Agricultural SciencesOkinawaJapan
| | - Motoaki Tojo
- Graduate School of Agriculture, Osaka Metropolitan UniversityOsakaJapan
| | - Atsushi J Nagano
- Faculty of Agriculture, Ryukoku UniversityOtsuJapan
- Institute for Advanced Biosciences, Keio UniversityTsuruokaJapan
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103
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Dick C, Larson WA, Karpan K, Baetscher DS, Shi Y, Sethi S, Fangue NA, Henderson MJ. Prey ration, temperature, and predator species influence digestion rates of prey DNA inferred from qPCR and metabarcoding. Mol Ecol Resour 2023. [PMID: 37555692 DOI: 10.1111/1755-0998.13849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 07/07/2023] [Accepted: 07/17/2023] [Indexed: 08/10/2023]
Abstract
Diet analysis is a vital tool for understanding trophic interactions and is frequently used to inform conservation and management. Molecular approaches can identify diet items that are impossible to distinguish using more traditional visual-based methods. Yet, our understanding of how different variables, such as predator species or prey ration size, influence molecular diet analysis is still incomplete. Here, we conducted a large feeding trial to assess the impact that ration size, predator species, and temperature had on digestion rates estimated with visual identification, qPCR, and metabarcoding. Our trial was conducted by feeding two rations of Chinook salmon (Oncorhynchus tshawytscha) to two piscivorous fish species (largemouth bass [Micropterus salmoides] and channel catfish [Ictalurus punctatus]) held at two different temperatures (15.5 and 18.5°C) and sacrificed at regular intervals up to 120 h from the time of ingestion to quantify the prey contents remaining in the digestive tract. We found that ration size, temperature, and predator species all influenced digestion rate, with some indication that ration size had the largest influence. DNA-based analyses were able to identify salmon smolt prey in predator gut samples for much longer than visual analysis (~12 h for visual analysis vs. ~72 h for molecular analyses). Our study provides evidence that modelling the persistence of prey DNA in predator guts for molecular diet analyses may be feasible using a small set of controlling variables for many fish systems.
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Affiliation(s)
- Cory Dick
- California Cooperative Fish and Wildlife Research Unit, Department of Fisheries Biology, Humboldt State University, Arcata, California, USA
| | - Wesley A Larson
- Alaska Fisheries Science Center, Auke Bay Laboratories, National Oceanographic and Atmospheric Administration, National Marine Fisheries Service, Juneau, Alaska, USA
| | - Kirby Karpan
- Alaska Fisheries Science Center, Auke Bay Laboratories, National Oceanographic and Atmospheric Administration, National Marine Fisheries Service, Juneau, Alaska, USA
| | - Diana S Baetscher
- Alaska Fisheries Science Center, Auke Bay Laboratories, National Oceanographic and Atmospheric Administration, National Marine Fisheries Service, Juneau, Alaska, USA
| | - Yue Shi
- Wisconsin Cooperative Fishery Research Unit, College of Natural Resources, University of Wisconsin-Stevens Point, Stevens Point, Wisconsin, USA
| | - Suresh Sethi
- U.S. Geological Survey, New York Cooperative Fish and Wildlife Research Unit, Department of Natural Resources and the Environment, Cornell University, Ithaca, New York, USA
| | - Nann A Fangue
- Department of Wildlife, Fish and Conservation Biology, University of California Davis, Davis, California, USA
| | - Mark J Henderson
- U.S. Geological Survey, California Cooperative Fish and Wildlife Research Unit, Department of Fisheries Biology, Humboldt State University, Arcata, California, USA
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104
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Gold Z, Koch MQ, Schooler NK, Emery KA, Dugan JE, Miller RJ, Page HM, Schroeder DM, Hubbard DM, Madden JR, Whitaker SG, Barber PH. A comparison of biomonitoring methodologies for surf zone fish communities. PLoS One 2023; 18:e0260903. [PMID: 37314989 DOI: 10.1371/journal.pone.0260903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 04/25/2023] [Indexed: 06/16/2023] Open
Abstract
Surf zones are highly dynamic marine ecosystems that are subject to increasing anthropogenic and climatic pressures, posing multiple challenges for biomonitoring. Traditional methods such as seines and hook and line surveys are often labor intensive, taxonomically biased, and can be physically hazardous. Emerging techniques, such as baited remote underwater video (BRUV) and environmental DNA (eDNA) are promising nondestructive tools for assessing marine biodiversity in surf zones of sandy beaches. Here we compare the relative performance of beach seines, BRUV, and eDNA in characterizing community composition of bony (teleost) and cartilaginous (elasmobranch) fishes of surf zones at 18 open coast sandy beaches in southern California. Seine and BRUV surveys captured overlapping, but distinct fish communities with 50% (18/36) of detected species shared. BRUV surveys more frequently detected larger species (e.g. sharks and rays) while seines more frequently detected one of the most abundant species, barred surfperch (Amphistichus argenteus). In contrast, eDNA metabarcoding captured 88.9% (32/36) of all fishes observed in seine and BRUV surveys plus 57 additional species, including 15 that frequent surf zone habitats. On average, eDNA detected over 5 times more species than BRUVs and 8 times more species than seine surveys at a given site. eDNA approaches also showed significantly higher sensitivity than seine and BRUV methods and more consistently detected 31 of the 32 (96.9%) jointly observed species across beaches. The four species detected by BRUV/seines, but not eDNA were only resolved at higher taxonomic ranks (e.g. Embiotocidae surfperches and Sygnathidae pipefishes). In frequent co-detection of species between methods limited comparisons of richness and abundance estimates, highlighting the challenge of comparing biomonitoring approaches. Despite potential for improvement, results overall demonstrate that eDNA can provide a cost-effective tool for long-term surf zone monitoring that complements data from seine and BRUV surveys, allowing more comprehensive surveys of vertebrate diversity in surf zone habitats.
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Affiliation(s)
- Zachary Gold
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
| | - McKenzie Q Koch
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
| | - Nicholas K Schooler
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Kyle A Emery
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Jenifer E Dugan
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Robert J Miller
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Henry M Page
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Donna M Schroeder
- Bureau of Ocean Energy Management, Camarillo, CA, United States of America
| | - David M Hubbard
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Jessica R Madden
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
| | - Stephen G Whitaker
- Marine Science Institute, University of California, Santa Barbara, Santa Barbara, CA, United States of America
- Channel Islands National Park, Ventura, CA, United States of America
| | - Paul H Barber
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
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105
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Curd EE, Gal L, Gallego R, Nielsen S, Gold Z. rCRUX: A Rapid and Versatile Tool for Generating Metabarcoding Reference libraries in R. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.31.543005. [PMID: 37397980 PMCID: PMC10312559 DOI: 10.1101/2023.05.31.543005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Key to making accurate taxonomic assignments are curated, comprehensive reference barcode databases. However, the generation and curation of such databases has remained challenging given the large and continuously growing volumes of DNA sequence data and novel reference barcode targets. Monitoring and research applications require a greater diversity of specialized gene regions and targeted taxa to meet taxonomic classification goals then are currently curated by professional staff. Thus, there is a growing need for an easy to implement tool that can generate comprehensive metabarcoding reference libraries for any bespoke locus. We address this need by reimagining CRUX from the Anacapa Toolkit and present the rCRUX package in R. The typical workflow involves searching for plausible seed amplicons (get_seeds_local() or get_seeds_remote()) by simulating in silico PCR to acquire seed sequences containing a user-defined primer set. Next these seeds are used to iteratively blast search seed sequences against a local NCBI formatted database using a taxonomic rank based stratified random sampling approach (blast_seeds()) that results in a comprehensive set of sequence matches. This database is dereplicated and cleaned (derep_and_clean_db()) by identifying identical reference sequences and collapsing the taxonomic path to the lowest taxonomic agreement across all matching reads. This results in a curated, comprehensive database of primer specific reference barcode sequences from NCBI. We demonstrate that rCRUX provides more comprehensive reference databases for the MiFish Universal Teleost 12S, Taberlet trnl, and fungal ITS locus than CRABS, METACURATOR, RESCRIPt, and ECOPCR reference databases. We then further demonstrate the utility of rCRUX by generating 16 reference databases for metabarcoding loci that lack dedicated reference database curation efforts. The rCRUX package provides a simple to use tool for the generation of curated, comprehensive reference databases for user-defined loci, facilitating accurate and effective taxonomic classification of metabarcoding and DNA sequence efforts broadly.
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Affiliation(s)
- Emily E. Curd
- Vermont Biomedical Research Network, University of Vermont, VT, USA
| | - Luna Gal
- Landmark College, VT, USA
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
| | - Ramon Gallego
- Universidad Autónoma de Madrid - Unidad de Genética, Spain
| | | | - Zachary Gold
- California Cooperative Oceanic Fisheries Investigations (CalCOFI), Scripps Institution of Oceanography, University of California San Diego (UCSD), La Jolla, CA, USA
- NOAA Pacific Marine Environmental Laboratory, Seattle, WA, USA
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106
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Rijal DP, Hanebrekke T, Arneberg P, Johansen T, Sint D, Traugott M, Skern‐Mauritzen M, Westgaard J. Contaminants reach everywhere: Fish dietary samples should be surface decontaminated prior to molecular diet analysis. Ecol Evol 2023; 13:e10187. [PMID: 37342457 PMCID: PMC10277604 DOI: 10.1002/ece3.10187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 05/12/2023] [Accepted: 05/16/2023] [Indexed: 06/23/2023] Open
Abstract
Knowledge of trophic interaction is necessary to understand the dynamics of ecosystems and develop ecosystem-based management. The key data to measure these interactions should come from large-scale diet analyses with good taxonomic resolution. To that end, molecular methods that analyze prey DNA from guts and feces provide high-resolution dietary taxonomic data. However, molecular diet analysis may also produce unreliable results if the samples are contaminated by external sources of DNA. Employing the freshwater European whitefish (Coregonus lavaretus) as a tracer for sample contamination, we studied the possible route of whitefish in beaked redfish (Sebastes mentella) guts sampled in the Barents Sea. We used whitefish-specific COI primers for diagnostic analysis, and fish-specific 12S and metazoa-specific COI primers for metabarcoding analyses of intestine and stomach contents of fish samples that were either not cleaned, water cleaned, or bleach cleaned after being in contact with whitefish. Both the diagnostic and COI metabarcoding revealed clear positive effects of cleaning samples as whitefish were detected in significantly higher numbers of uncleaned samples compared to water or bleach-cleaned samples. Stomachs were more susceptible to contamination than intestines and bleach cleaning reduced the frequency of whitefish contamination. Also, the metabarcoding approach detected significantly more reads of whitefish in the stomach than in intestine samples. The diagnostic analysis and COI metabarcoding detected contaminants in a higher and comparable number of gut samples than the 12S-based approach. Our study underlines thus the importance of surface decontamination of aquatic samples to obtain reliable diet information from molecular data.
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Affiliation(s)
| | | | | | | | - Daniela Sint
- Applied Animal Ecology, Department of ZoologyUniversity of InnsbruckInnsbruckAustria
| | - Michael Traugott
- Applied Animal Ecology, Department of ZoologyUniversity of InnsbruckInnsbruckAustria
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107
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Qiu S, Ooi JLS, Chen W, Poong SW, Zhang H, He W, Su S, Luo H, Hu W, Affendi YA, Du J, Loh KH. Heterogeneity of Fish Taxonomic and Functional Diversity Evaluated by eDNA and Gillnet along a Mangrove-Seagrass-Coral Reef Continuum. Animals (Basel) 2023; 13:1777. [PMID: 37889697 PMCID: PMC10251956 DOI: 10.3390/ani13111777] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 05/18/2023] [Accepted: 05/23/2023] [Indexed: 10/07/2023] Open
Abstract
The effective and reliable monitoring of fish communities is important for the management and protection of marine ecosystems. Environmental DNA (eDNA) metabarcoding is a relatively new method that has been widely used in recent years, while traditional sampling via fish catching (i.e., gillnets) is one of the most common and reliable fish monitoring methods used to date. We compared the taxonomic and functional diversity of fish detected within a mangrove-seagrass-coral reef continuum using both survey methods. One liter seawater and gillnet samples were collected in August 2021 from mangrove forests, seagrass meadows and coral reef habitats (n = 3 each) in Hainan, China. Surveys using eDNA and gillnets identified 139 genera belonging to 66 families and 58 genera belonging to 42 families, respectively. Regardless of the survey method, fish detected in mangrove, seagrass and coral reef habitats were heterogeneous in their communities; however, the shared species between habitats suggest some degree of connectivity. There were no significant differences between habitats in terms of taxonomic and functional diversity, but a higher taxonomic diversity was detected using eDNA. Both methods were able to distinguish fish assemblages between different habitats; however, gillnet surveys performed better than eDNA surveys for distinguishing mangrove from seagrass assemblages. Therefore, the concurrent use of eDNA and gillnet survey methods provides a more comprehensive approach to understanding the heterogeneity of fish taxonomic and functional diversity along mangrove-seagrass-coral reef continuums.
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Affiliation(s)
- Shuting Qiu
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
- Institute for Advanced Studies, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Jillian Lean Sim Ooi
- Department of Geography, Faculty of Arts and Social Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Weilin Chen
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Sze-Wan Poong
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Han Zhang
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Weiyi He
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Shangke Su
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Hao Luo
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Wenjia Hu
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Yang Amri Affendi
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Jianguo Du
- Key Laboratory of Marine Ecological Conservation and Restoration, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
- Faculty of Marine Biology, Xiamen Ocean Vocational College, Xiamen 361100, China
| | - Kar-Hoe Loh
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur 50603, Malaysia
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108
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Wang G, Yin X, Feng Z, Chen C, Chen D, Wu B, Liu C, Morel JL, Jiang Y, Yu H, He H, Chao Y, Tang Y, Qiu R, Wang S. Novel biological aqua crust enhances in situ metal(loid) bioremediation driven by phototrophic/diazotrophic biofilm. MICROBIOME 2023; 11:110. [PMID: 37202810 DOI: 10.1186/s40168-023-01549-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 04/13/2023] [Indexed: 05/20/2023]
Abstract
BACKGROUND Understanding the ecological and environmental functions of phototrophic biofilms in the biological crust is crucial for improving metal(loid) (e.g. Cd, As) bioremediation in mining ecosystems. In this study, in combination with metal(loid) monitoring and metagenomic analysis, we systematically evaluated the effect of biofilm in a novel biological aqua crust (biogenic aqua crust-BAC) on in situ metal(loid) bioremediation of a representative Pb/Zn tailing pond. RESULTS We observed strong accumulation of potentially bioavailable metal(loid)s and visible phototrophic biofilms in the BAC. Furthermore, dominating taxa Leptolyngbyaceae (10.2-10.4%, Cyanobacteria) and Cytophagales (12.3-22.1%, Bacteroidota) were enriched in biofilm. Along with predominant heterotrophs (e.g. Cytophagales sp.) as well as diazotrophs (e.g. Hyphomonadaceae sp.), autotrophs/diazotrophs (e.g. Leptolyngbyaceae sp.) in phototrophic biofilm enriched the genes encoding extracellular peptidase (e.g. family S9, S1), CAZymes (e.g. CBM50, GT2) and biofilm formation (e.g. OmpR, CRP and LuxS), thus enhancing the capacity of nutrient accumulation and metal(loid) bioremediation in BAC system. CONCLUSIONS Our study demonstrated that a phototrophic/diazotrophic biofilm constitutes the structured communities containing specific autotrophs (e.g. Leptolyngbyaceae sp.) and heterotrophs (e.g. Cytophagales sp.), which effectively control metal(loid) and nutrient input using solar energy in aquatic environments. Elucidation of the mechanisms of biofilm formation coupled with metal(loid) immobilization in BAC expands the fundamental understanding of the geochemical fate of metal(loid)s, which may be harnessed to enhance in situ metal(loid) bioremediation in the aquatic ecosystem of the mining area. Video Abstract.
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Affiliation(s)
- Guobao Wang
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Xiuran Yin
- Microbial Ecophysiology Group, University of Bremen, Bremen, Germany
| | - Zekai Feng
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Chiyu Chen
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Daijie Chen
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Bo Wu
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Chong Liu
- Institute of Agricultural Resources and Environment, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China
| | - Jean Louis Morel
- Laboratoire Sols Et Environnement, UMR 1120, Université de Lorraine, INRAE, 54518, Vandoeuvre-Lès-Nancy, France
| | - Yuanyuan Jiang
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Hang Yu
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
| | - Huan He
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangdong Provincial Key Laboratory of Agricultural & Rural Pollution Abatement and Environmental Safety, College of Natural Resources and Environment, South China Agricultural University, Guangzhou, 510642, China
| | - Yuanqing Chao
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Yetao Tang
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Rongliang Qiu
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China.
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China.
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangdong Provincial Key Laboratory of Agricultural & Rural Pollution Abatement and Environmental Safety, College of Natural Resources and Environment, South China Agricultural University, Guangzhou, 510642, China.
| | - Shizhong Wang
- School of Environmental Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China.
- Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology, Sun Yat-Sen University, Guangzhou, 510275, China.
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109
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Takahashi M, Saccò M, Kestel JH, Nester G, Campbell MA, van der Heyde M, Heydenrych MJ, Juszkiewicz DJ, Nevill P, Dawkins KL, Bessey C, Fernandes K, Miller H, Power M, Mousavi-Derazmahalleh M, Newton JP, White NE, Richards ZT, Allentoft ME. Aquatic environmental DNA: A review of the macro-organismal biomonitoring revolution. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 873:162322. [PMID: 36801404 DOI: 10.1016/j.scitotenv.2023.162322] [Citation(s) in RCA: 56] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 02/13/2023] [Accepted: 02/14/2023] [Indexed: 06/18/2023]
Abstract
Environmental DNA (eDNA) is the fastest growing biomonitoring tool fuelled by two key features: time efficiency and sensitivity. Technological advancements allow rapid biodiversity detection at both species and community levels with increasing accuracy. Concurrently, there has been a global demand to standardise eDNA methods, but this is only possible with an in-depth overview of the technological advancements and a discussion of the pros and cons of available methods. We therefore conducted a systematic literature review of 407 peer-reviewed papers on aquatic eDNA published between 2012 and 2021. We observed a gradual increase in the annual number of publications from four (2012) to 28 (2018), followed by a rapid growth to 124 publications in 2021. This was mirrored by a tremendous diversification of methods in all aspects of the eDNA workflow. For example, in 2012 only freezing was applied to preserve filter samples, whereas we recorded 12 different preservation methods in the 2021 literature. Despite an ongoing standardisation debate in the eDNA community, the field is seemingly moving fast in the opposite direction and we discuss the reasons and implications. Moreover, by compiling the largest PCR-primer database to date, we provide information on 522 and 141 published species-specific and metabarcoding primers targeting a wide range of aquatic organisms. This works as a user-friendly 'distillation' of primer information that was hitherto scattered across hundreds of papers, but the list also reflects which taxa are commonly studied with eDNA technology in aquatic environments such as fish and amphibians, and reveals that groups such as corals, plankton and algae are under-studied. Efforts to improve sampling and extraction methods, primer specificity and reference databases are crucial to capture these ecologically important taxa in future eDNA biomonitoring surveys. In a rapidly diversifying field, this review synthetises aquatic eDNA procedures and can guide eDNA users towards best practice.
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Affiliation(s)
- Miwa Takahashi
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia; Commonwealth Scientific and Industrial Research Organization, Indian Oceans Marine Research Centre, Environomics Future Science Platform, Crawley, Western Australia, Australia.
| | - Mattia Saccò
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia.
| | - Joshua H Kestel
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Georgia Nester
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Matthew A Campbell
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Mieke van der Heyde
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Matthew J Heydenrych
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia; Jarman Laboratory, Indian Ocean Marine Research Centre, School of Biological Sciences, University of Western Australia, Australia
| | - David J Juszkiewicz
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Paul Nevill
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Kathryn L Dawkins
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Cindy Bessey
- Commonwealth Scientific and Industrial Research Organization, Indian Oceans Marine Research Centre, Oceans and Atmosphere, Crawley, Western Australia, Australia
| | - Kristen Fernandes
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Haylea Miller
- Commonwealth Scientific and Industrial Research Organization, Indian Oceans Marine Research Centre, Environomics Future Science Platform, Crawley, Western Australia, Australia
| | - Matthew Power
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Mahsa Mousavi-Derazmahalleh
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Joshua P Newton
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Nicole E White
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Zoe T Richards
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia
| | - Morten E Allentoft
- Trace and Environmental DNA (TrEnD) Lab, School of Molecular and Life Sciences, Curtin University, Kent St, Bentley, WA 6102, Australia; Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark.
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110
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Yan H, Chen S, Liu X, Cheng Z, Schmidt BV, He W, Cheng F, Xie S. Investigations of Fish Assemblages Using Two Methods in Three Terminal Reservoirs of the East Route of South-to-North Water Transfer Project, China. Animals (Basel) 2023; 13:ani13101614. [PMID: 37238044 DOI: 10.3390/ani13101614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/07/2023] [Accepted: 05/10/2023] [Indexed: 05/28/2023] Open
Abstract
The terminal reservoirs of water transfer projects directly supply water for domestic, agricultural, and industrial applications, and the water quality of these reservoirs produce crucial effects on the achievement of project targets. Typically, fish assemblages are monitored as indicators of reservoir water quality, and can also be regulated for its improvement. In the present study, we compared traditional fish landing (TFL) and environmental DNA (eDNA) metabarcoding methods for monitoring fish assemblages in three terminal reservoirs of the East Route of the South-to-North Water Transfer Project, China. Results of TFL and eDNA showed similar assemblage structures and patterns of diversity and spatial distribution with obvious differences in fish composition across three examined reservoirs. Demersal and small fish were dominant in all reservoirs. In addition, a strong association between water transfer distance and assemblages and distribution of non-native fish was found. Our findings highlight the necessity of the fish assemblage monitoring and managing for water quality and revealed the impact of water diversion distance on the structure of fish assemblages and dispersal of alien species along the water transfer project.
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Affiliation(s)
- Huiguo Yan
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), College of Fisheries, Southwest University, Chongqing 400715, China
- Key Laboratory of Aquatic Biodiversity and Conservation of Chinese Academy of Sciences, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430071, China
| | - Sibao Chen
- Changjiang Institute of Survey Planning Design and Research, Key Laboratory of Changjiang Regulation and Protection of Ministry of Water Resources, Wuhan 430010, China
| | - Xia Liu
- Shandong Main Line Co., Ltd. of East Route of South-to-North Water Transfer Project, Jinan 250013, China
| | - Zhenhao Cheng
- Key Laboratory of Aquatic Biodiversity and Conservation of Chinese Academy of Sciences, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430071, China
| | - Bjorn Victor Schmidt
- Department of Biological and Environmental Sciences, Texas A&M University, Commerce, TX 77843, USA
| | - Wenping He
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), College of Fisheries, Southwest University, Chongqing 400715, China
| | - Fei Cheng
- Key Laboratory of Aquatic Biodiversity and Conservation of Chinese Academy of Sciences, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430071, China
| | - Songguang Xie
- State Key Laboratory of Marine Resources Utilization in South China Sea, Hainan University, Haikou 570228, China
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111
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Carreiro AR, Ramos JA, Mata VA, Almeida NM, Rodrigues I, Dos Santos I, Matos DM, Araújo PM, Militão T, González-Sólis J, Paiva VH, Lopes RJ. DNA metabarcoding to assess prey overlap between tuna and seabirds in the Eastern tropical Atlantic: Implications for an ecosystem-based management. MARINE ENVIRONMENTAL RESEARCH 2023; 187:105955. [PMID: 37003079 DOI: 10.1016/j.marenvres.2023.105955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 02/08/2023] [Accepted: 03/15/2023] [Indexed: 06/19/2023]
Abstract
Overfishing has been drastically changing food webs in marine ecosystems, and it is pivotal to quantify these changes at the ecosystem level. This is especially important for ecosystems with a high diversity of top predators such as the Eastern Atlantic marine region. In this work we used high-throughput sequencing methods to describe the diet of the two most abundant tuna species, the Skipjack tuna (Katsuwonus pelamis) and the Yellowfin tuna (Thunnus albacares), highly targeted by fisheries off west Africa. We also explored prey diversity overlap between these tuna species and the seabird species breeding in Cabo Verde that are most likely to share prey preferences and suffer from bycatch, the Brown booby (Sula leucogaster) and Cape Verde shearwater (Calonectris edwardsii). Overall, the diet of both tuna species was more diverse than that of seabirds. Skipjack tuna diet was dominated by prey from lower trophic levels, such as krill, anchovies, and siphonophores, while the Yellowfin tuna diet was mainly based on epipelagic fish such as flying and halfbeak fishes. Some of the most abundant prey families detected in the Yellowfin tuna diet were shared with both seabird species, resulting in a high prey diversity overlap between this tuna species and seabirds These results have implications for the management of tuna fisheries in the Eastern Tropical Atlantic, because a large decrease of both tuna species might have cascading effects on both primary and secondary consumer levels, and the decrease of these underwater predators may have implications on the viability of tropical seabird populations.
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Affiliation(s)
- Ana Rita Carreiro
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal; CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661, Vairão, Portugal; BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661, Vairão, Portugal.
| | - Jaime A Ramos
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal
| | - Vanessa A Mata
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661, Vairão, Portugal; BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661, Vairão, Portugal
| | | | | | - Ivo Dos Santos
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal
| | - Diana M Matos
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal
| | - Pedro M Araújo
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal; CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661, Vairão, Portugal; BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661, Vairão, Portugal
| | - Teresa Militão
- Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona (UB), 08028, Barcelona, Spain; Dept Biologia Evolutiva, Ecologia i Ciències Ambientals (BEECA), Facultat de Biología, Universitat de Barcelona (UB), 08028, Barcelona, Spain
| | - Jacob González-Sólis
- Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona (UB), 08028, Barcelona, Spain; Dept Biologia Evolutiva, Ecologia i Ciències Ambientals (BEECA), Facultat de Biología, Universitat de Barcelona (UB), 08028, Barcelona, Spain
| | - Vitor H Paiva
- University of Coimbra, MARE - Marine and Environmental Sciences Centre, ARNET - Aquatic Research Network, Department of Life Sciences, Calçada Martim de Freitas, 3000-456, Coimbra, Portugal
| | - Ricardo Jorge Lopes
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661, Vairão, Portugal; BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661, Vairão, Portugal; MHNC-UP, Natural History and Science Museum of the University of Porto, 4099-002, Porto, Portugal.
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112
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Merten Cruz M, Sauvage T, Chariton A, de Freitas TRO. The challenge of implementing environmental DNA metabarcoding to detect elasmobranchs in a resource-limited marine protected area. JOURNAL OF FISH BIOLOGY 2023. [PMID: 37060349 DOI: 10.1111/jfb.15406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 04/13/2023] [Indexed: 05/06/2023]
Abstract
Elasmobranchs are threatened and eDNA metabarcoding is a powerful tool that can help efforts to better understand and conserve them. Nevertheless, the inter-calibration between optimal methodological practices and its implementation in resource-limited situations is still an issue. Based on promising results from recent studies, the authors applied a cost-effective protocol with parameters that could be easily replicated by any conservationist. Nonetheless, the results with fewer elasmobranchs detected than expected reveal that endorsed primers and sampling strategies still require further optimization, especially for applications in resource-limited conservation programmes.
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Affiliation(s)
- Marcelo Merten Cruz
- Programa de Pós-graduação em Genética e Biologia Molecular, Departamento de Genética, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Thomas Sauvage
- Programa de Pós-graduação em Ecologia, Instituto de Biociências, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Anthony Chariton
- School of Life Sciences, Macquarie University, Sydney, Australia
| | - Thales Renato Ochotorena de Freitas
- Programa de Pós-graduação em Genética e Biologia Molecular, Departamento de Genética, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
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113
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Thompson LR, Thielen P. Decoding dissolved information: environmental DNA sequencing at global scale to monitor a changing ocean. Curr Opin Biotechnol 2023; 81:102936. [PMID: 37060640 DOI: 10.1016/j.copbio.2023.102936] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/03/2023] [Accepted: 03/13/2023] [Indexed: 04/17/2023]
Abstract
The use of environmental DNA (eDNA) technology for environmental monitoring is rapidly expanding, with applications for fisheries, coral reefs, harmful algal blooms, invasive and endangered species, and biodiversity monitoring. By enabling detection of species over space and time, eDNA fulfills a fundamental need of environmental surveys. Traditional surveys are expensive, require significant capital expenditure, and can be destructive; eDNA offers promise for cheaper, less invasive, and higher-resolution (i.e. genetic) assessments of environments and stocks. However, challenges in quantification, detection limits, biobanking capacity, reference databases, and data management and integration remain significant hurdles to efficient eDNA monitoring at global and decadal scale. Here, we consider the current state of eDNA technology and its suitability for the problems for which it is being used. We explore the current best practices, the logistical and social challenges that prevent eDNA from widespread adoption and benefit, and the emerging technologies that may address those challenges.
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Affiliation(s)
- Luke R Thompson
- Northern Gulf Institute, Mississippi State University, 2 Research Blvd, Starkville, MS 39759, USA; Ocean Chemistry and Ecosystems Division, Atlantic Oceanographic and Meteorological Laboratory, National Oceanic and Atmospheric Administration, 4301 Rickenbacker Cswy, Miami, FL 33149, USA.
| | - Peter Thielen
- Johns Hopkins University Applied Physics Laboratory, 11100 Johns Hopkins Road, Laurel, MD 20723-6099, USA
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114
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Aglieri G, Quattrocchi F, Mariani S, Baillie C, Spatafora D, Di Franco A, Turco G, Tolone M, Di Gerlando R, Milazzo M. Fish eDNA detections in ports mirror fishing fleet activities and highlight the spread of non-indigenous species in the Mediterranean Sea. MARINE POLLUTION BULLETIN 2023; 189:114792. [PMID: 36921451 DOI: 10.1016/j.marpolbul.2023.114792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 02/22/2023] [Accepted: 02/25/2023] [Indexed: 06/18/2023]
Abstract
Gathering comprehensive marine biodiversity data can be difficult, costly and time consuming, preventing adequate knowledge of diversity patterns in many areas worldwide. We propose fishing ports as "natural" sinks of biodiversity information collected by fishing vessels probing disparate habitats, depths, and environments. By combining rapid environmental DNA metabarcoding (eDNA) surveys and data from public registers and Automatic Identification Systems, we show significant positive relationships between fishing fleet activities (i.e. fishing effort and characteristics of the fishing grounds) and the taxonomic fish assemblage composition in eleven Mediterranean fishing ports. Overall, we identified 160 fish and 123 invertebrate OTUs, including at least seven non-indigenous species, in some instances well beyond their known distribution areas. Our findings suggest that eDNA assessments of fishing harbours' waters might offer a rapid way to monitor marine biodiversity in unknown or under-sampled areas, as well as to reconstruct fishing catches, often underreported in several regions.
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Affiliation(s)
- Giorgio Aglieri
- Stazione Zoologica Anton Dohrn, Department of Integrative Marine Ecology, Palermo, Italy; NBFC, National Biodiversity Future Center, Palermo, Italy.
| | - Federico Quattrocchi
- NBFC, National Biodiversity Future Center, Palermo, Italy; University of Palermo, Department of Earth and Marine Sciences (DiSTeM), Palermo, Italy; Institute for Biological Resources and Marine Biotechnologies, National Research Council (IRBIM-CNR), Mazara del Vallo, Italy
| | - Stefano Mariani
- School of Biological & Environmental Sciences, Liverpool John Moores University, Liverpool, UK
| | | | - Davide Spatafora
- University of Palermo, Department of Earth and Marine Sciences (DiSTeM), Palermo, Italy
| | - Antonio Di Franco
- Stazione Zoologica Anton Dohrn, Department of Integrative Marine Ecology, Palermo, Italy; NBFC, National Biodiversity Future Center, Palermo, Italy
| | - Gabriele Turco
- University of Palermo, Department of Earth and Marine Sciences (DiSTeM), Palermo, Italy
| | - Marco Tolone
- University of Palermo, Department of Agricultural Food and Forest Sciences, Palermo, Italy
| | - Rosalia Di Gerlando
- University of Palermo, Department of Agricultural Food and Forest Sciences, Palermo, Italy
| | - Marco Milazzo
- NBFC, National Biodiversity Future Center, Palermo, Italy; University of Palermo, Department of Earth and Marine Sciences (DiSTeM), Palermo, Italy
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115
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Jeunen GJ, Dowle E, Edgecombe J, von Ammon U, Gemmell NJ, Cross H. crabs-A software program to generate curated reference databases for metabarcoding sequencing data. Mol Ecol Resour 2023; 23:725-738. [PMID: 36437603 DOI: 10.1111/1755-0998.13741] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 10/30/2022] [Accepted: 11/15/2022] [Indexed: 11/29/2022]
Abstract
The measurement of biodiversity is an integral aspect of life science research. With the establishment of second- and third-generation sequencing technologies, an increasing amount of metabarcoding data is being generated as we seek to describe the extent and patterns of biodiversity in multiple contexts. The reliability and accuracy of taxonomically assigning metabarcoding sequencing data have been shown to be critically influenced by the quality and completeness of reference databases. Custom, curated, eukaryotic reference databases, however, are scarce, as are the software programs for generating them. Here, we present crabs (Creating Reference databases for Amplicon-Based Sequencing), a software package to create custom reference databases for metabarcoding studies. crabs includes tools to download sequences from multiple online repositories (i.e., NCBI, BOLD, EMBL, MitoFish), retrieve amplicon regions through in silico PCR analysis and pairwise global alignments, curate the database through multiple filtering parameters (e.g., dereplication, sequence length, sequence quality, unresolved taxonomy, inclusion/exclusion filter), export the reference database in multiple formats for immediate use in taxonomy assignment software, and investigate the reference database through implemented visualizations for diversity, primer efficiency, reference sequence length, database completeness and taxonomic resolution. crabs is a versatile tool for generating curated reference databases of user-specified genetic markers to aid taxonomy assignment from metabarcoding sequencing data. crabs can be installed via docker and is available for download as a conda package and via GitHub (https://github.com/gjeunen/reference_database_creator).
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Affiliation(s)
- Gert-Jan Jeunen
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Eddy Dowle
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Jonika Edgecombe
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Ulla von Ammon
- Coastal and Freshwater Group, Cawthron Institute, Nelson, New Zealand
| | - Neil J Gemmell
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Hugh Cross
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand.,National Ecological Observatory Network, Boulder, Colorado, USA
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116
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Kawakami T, Yamazaki A, Asami M, Goto Y, Yamanaka H, Hyodo S, Ueno H, Kasai A. Evaluating the sampling effort for the metabarcoding‐based detection of fish environmental DNA in the open ocean. Ecol Evol 2023; 13:e9921. [PMID: 36969932 PMCID: PMC10037434 DOI: 10.1002/ece3.9921] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 02/24/2023] [Accepted: 03/03/2023] [Indexed: 03/26/2023] Open
Abstract
Clarifying the effect of the sampling protocol on the detection of environmental DNA (eDNA) is essential for appropriately designing biodiversity research. However, technical issues influencing eDNA detection in the open ocean, which consists of water masses with varying environmental conditions, have not been thoroughly investigated. This study evaluated the sampling effort for the metabarcoding‐based detection of fish eDNA using replicate sampling with filters of different pore sizes (0.22 and 0.45 μm) in the subtropical and subarctic northwestern Pacific Ocean and Arctic Chukchi Sea. The asymptotic analysis predicted that the accumulation curves for detected taxa did not saturate in most cases, indicating that our sampling effort (7 or 8 replicates, corresponding to 10.5–40 L of filtration in total) was insufficient to fully assess the species diversity in the open ocean and that tens of replicates or a substantial filtration volume were required. The Jaccard dissimilarities between filtration replicates were comparable with those between the filter types at any site. In subtropical and subarctic sites, turnover dominated the dissimilarity, suggesting that the filter pore size had a negligible effect. In contrast, nestedness dominated the dissimilarity in the Chukchi Sea, implying that the 0.22 μm filter could collect a broader range of eDNA than the 0.45 μm filter. Therefore, the effect of filter selection on the collection of fish eDNA likely varies depending on the region. These findings highlight the highly stochastic nature of fish eDNA collection in the open ocean and the difficulty of standardizing the sampling protocol across various water masses.
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Affiliation(s)
- Tatsuya Kawakami
- Faculty of Fisheries SciencesHokkaido UniversityHakodateHokkaidoJapan
| | - Aya Yamazaki
- Research and Educational Unit for Studies on Connectivity of Hills, Humans and OceansKyoto UniversityKyotoJapan
| | - Maki Asami
- Center for Biodiversity ScienceRyukoku UniversityOtsuShigaJapan
| | - Yuko Goto
- Center for Biodiversity ScienceRyukoku UniversityOtsuShigaJapan
| | - Hiroki Yamanaka
- Center for Biodiversity ScienceRyukoku UniversityOtsuShigaJapan
- Faculty of Advanced Science and TechnologyRyukoku UniversityOtsuShigaJapan
| | - Susumu Hyodo
- Atmosphere and Ocean Research Institute, The University of TokyoKashiwaChibaJapan
| | - Hiromichi Ueno
- Faculty of Fisheries SciencesHokkaido UniversityHakodateHokkaidoJapan
| | - Akihide Kasai
- Faculty of Fisheries SciencesHokkaido UniversityHakodateHokkaidoJapan
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117
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Yoshitake K, Yanagisawa K, Sugimoto Y, Nakamura H, Mizusawa N, Miya M, Hamasaki K, Kobayashi T, Watabe S, Nishikiori K, Asakawa S. Pilot study of a comprehensive resource estimation method from environmental DNA using universal D-loop amplification primers. Funct Integr Genomics 2023; 23:96. [PMID: 36947319 PMCID: PMC10033627 DOI: 10.1007/s10142-023-01013-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 03/03/2023] [Accepted: 03/06/2023] [Indexed: 03/23/2023]
Abstract
Many studies have investigated the ability of environmental DNA (eDNA) to identify the species. However, when individual species are to be identified, accurate estimation of their abundance using traditional eDNA analyses is still difficult. We previously developed a novel analytical method called HaCeD-Seq (haplotype count from eDNA by sequencing), which focuses on the mitochondrial D-loop sequence for eels and tuna. In this study, universal D-loop primers were designed to enable the comprehensive detection of multiple fish species by a single sequence. To sequence the full-length D-loop with high accuracy, we performed nanopore sequencing with unique molecular identifiers (UMI). In addition, to determine the D-loop reference sequence, whole genome sequencing was performed with thin coverage, and complete mitochondrial genomes were determined. We developed a UMI-based Nanopore D-loop sequencing analysis pipeline and released it as open-source software. We detected 5 out of 15 species (33%) and 10 haplotypes out of 35 individuals (29%) among the detected species. This study demonstrates the possibility of comprehensively obtaining information related to population size from eDNA. In the future, this method can be used to improve the accuracy of fish resource estimation, which is currently highly dependent on fishing catches.
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Affiliation(s)
- Kazutoshi Yoshitake
- Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, 113-8657, Tokyo, Japan
| | - Kyohei Yanagisawa
- Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, 113-8657, Tokyo, Japan
| | - Yuma Sugimoto
- Tokyo Sea Life Park, 6-2-3 Rinkai-cho, Edogawa-ku, 134-8587, Tokyo, Japan
| | - Hiroshi Nakamura
- Tokyo Sea Life Park, 6-2-3 Rinkai-cho, Edogawa-ku, 134-8587, Tokyo, Japan
| | - Nanami Mizusawa
- School of Marine Biosciences, Kitasato University, 1-15-1 Kitasato, Minami-ku, Kanagawa, 252-0373, Sagamihara, Japan
| | - Masaki Miya
- Department of Collection Management, Natural History Museum and Institute, Chiba, 260-8682, Japan
| | - Koji Hamasaki
- Department of Marine Ecosystem Science, Atmosphere and Ocean Research Institute, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8564, Japan
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8564, Japan
- Collaborative Research Institute for Innovative Microbiology, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo, 113-8657, Japan
| | - Takanori Kobayashi
- School of Marine Biosciences, Kitasato University, 1-15-1 Kitasato, Minami-ku, Kanagawa, 252-0373, Sagamihara, Japan
| | - Shugo Watabe
- School of Marine Biosciences, Kitasato University, 1-15-1 Kitasato, Minami-ku, Kanagawa, 252-0373, Sagamihara, Japan
| | - Kazuomi Nishikiori
- Tokyo Sea Life Park, 6-2-3 Rinkai-cho, Edogawa-ku, 134-8587, Tokyo, Japan
| | - Shuichi Asakawa
- Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, 113-8657, Tokyo, Japan.
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118
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Kasmi Y, Eschbach E, Hanel R. Mare-MAGE curated reference database of fish mitochondrial genes. BMC Genom Data 2023; 24:18. [PMID: 36932341 PMCID: PMC10024356 DOI: 10.1186/s12863-023-01119-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 03/09/2023] [Indexed: 03/19/2023] Open
Abstract
Biodiversity assessment approaches based on molecular biology techniques such as metabarcoding, RAD-seq, or SnaPshot sequencing are increasingly applied in assessing marine and aquatic ecosystems. Here we present a new reference database for fish meta-barcoding based on mitochondrial genes. The Mare-MAGE database contains quality-checked sequences of the mitochondrial 12S ribosomal RNA and Cytochrome c Oxidase I gene. All sequences were obtained from the National Center for Biotechnology Information- GenBank (NBCI-GenBank), the European Nucleotide Archive (ENA), AquaGene Database and BOLD database, and have undergone intensive processing. They were checked for false annotations and non-target anomalies, according to the Integrated Taxonomic Information System (ITIS) and FishBase. The dataset is compiled in ARB-Home, FASTA and Qiime2 formats, and is publicly available from the Mare-MAGE database website ( http://mare-mage.weebly.com/ ). It includes altogether 231,333 COI and 12S rRNA gene sequences of fish, covering 19,506 species of 4,058 genera and 586 families.
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Affiliation(s)
- Yassine Kasmi
- Thünen Institute of Fisheries Ecology, Herwigstraße 31, 27572, Bremerhaven, Germany.
| | - Erik Eschbach
- Thünen Institute of Fisheries Ecology, Herwigstraße 31, 27572, Bremerhaven, Germany
| | - Reinhold Hanel
- Thünen Institute of Fisheries Ecology, Herwigstraße 31, 27572, Bremerhaven, Germany
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119
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Reidy R, Gauthier S, Doniol-Valcroze T, Lemay MA, Clemente-Carvalho RBG, Cowen LLE, Juanes F. Integrating technologies provides insight into the subsurface foraging behaviour of a humpback whale (Megaptera novaeangliae) feeding on walleye pollock (Gadus chalcogrammus) in Juan de Fuca Strait, Canada. PLoS One 2023; 18:e0282651. [PMID: 36877706 PMCID: PMC9987809 DOI: 10.1371/journal.pone.0282651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 02/19/2023] [Indexed: 03/07/2023] Open
Abstract
Subsurface foraging is an important proportion of the activity budget of rorqual whales, yet information on their behaviour underwater remains challenging to obtain. Rorquals are assumed to feed throughout the water column and to select prey as a function of depth, availability and density, but there remain limitations in the precise identification of targeted prey. Current data on rorqual foraging in western Canadian waters have thus been limited to observations of prey species amenable to surface feeding, such as euphausiids and Pacific herring (Clupea pallasii), with no information on deeper alternative prey sources. We measured the foraging behaviour of a humpback whale (Megaptera novaeangliae) in Juan de Fuca Strait, British Columbia, using three complimentary methods: whale-borne tag data, acoustic prey mapping, and fecal sub-sampling. Acoustically detected prey layers were near the seafloor and consistent with dense schools of walleye pollock (Gadus chalcogrammus) distributed above more diffuse aggregations of pollock. Analysis of a fecal sample from the tagged whale confirmed that it had been feeding on pollock. Integrating the dive profile with the prey data revealed that the whale's foraging effort followed the general pattern of areal prey density, wherein the whale had a higher lunge-feeding rate at the highest prey abundance and stopped feeding when prey became limited. Our findings of a humpback whale feeding on seasonally energy-dense fish like walleye pollock, which are potentially abundant in British Columbia, suggests that pollock may be an important prey source for this rapidly growing whale population. This result is informative when assessing regional fishing activities for semi-pelagic species as well as the whales' vulnerability to fishing gear entanglements and feeding disturbances during a narrow window of prey acquisition.
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Affiliation(s)
- Rhonda Reidy
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
| | - Stéphane Gauthier
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
- Institute of Ocean Sciences, Fisheries and Oceans Canada, Sidney, British Columbia, Canada
| | - Thomas Doniol-Valcroze
- Pacific Biological Station, Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | - Matthew A. Lemay
- Hakai Institute Genomics Laboratory, Quadra Island, British Columbia, Canada
| | | | - Laura L. E. Cowen
- Department of Mathematics and Statistics, University of Victoria, Victoria, British Columbia, Canada
| | - Francis Juanes
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
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120
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Zhu T, Sato Y, Sado T, Miya M, Iwasaki W. MitoFish, MitoAnnotator, and MiFish Pipeline: Updates in 10 Years. Mol Biol Evol 2023; 40:7037602. [PMID: 36857197 PMCID: PMC9989731 DOI: 10.1093/molbev/msad035] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 01/24/2023] [Accepted: 02/07/2023] [Indexed: 03/02/2023] Open
Abstract
MitoFish, MitoAnnotator, and MiFish Pipeline are comprehensive databases of fish mitochondrial genomes (mitogenomes), accurate annotation software of fish mitogenomes, and a web platform for metabarcoding analysis of fish mitochondrial environmental DNA (eDNA), respectively. The MitoFish Suite currently receives over 48,000 visits worldwide every year; however, the performance and usefulness of the online platforms can still be improved. Here, we present essential updates on these platforms, including an enrichment of the reference data sets, an enhanced searching function, substantially faster genome annotation and eDNA analysis with the denoising of sequencing errors, and a multisample comparative analysis function. These updates have made our platform more intuitive, effective, and reliable. These updated platforms are freely available at http://mitofish.aori.u-tokyo.ac.jp/.
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Affiliation(s)
- Tao Zhu
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan
| | - Yukuto Sato
- Research Laboratory Center, Faculty of Medicine, The University of the Ryukyus, Nishihara, Okinawa, Japan
| | - Tetsuya Sado
- Department of Collection Management, Natural History Museum and Institute, Chiba, Chiba, Japan
| | - Masaki Miya
- Department of Collection Management, Natural History Museum and Institute, Chiba, Chiba, Japan
| | - Wataru Iwasaki
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan.,Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Bunkyo-ku, Tokyo, Japan.,Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan.,Atmosphere and Ocean Research Institute, The University of Tokyo, Kashiwa, Chiba, Japan.,Institute for Quantitative Biosciences, The University of Tokyo, Bunkyo-ku, Tokyo, Japan.,Collaborative Research Institute for Innovative Microbiology, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
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121
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Carreiro AR, Ramos JA, Mata V, Almeida NM, Paiva VH, Lopes RJ. DNA sequencing shows that tropical tuna species misidentification can be an underestimated issue in fish landings. Food Control 2023. [DOI: 10.1016/j.foodcont.2022.109473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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122
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Ito G, Yamauchi H, Shigeyoshi M, Ashino K, Yonashiro C, Asami M, Goto Y, Duda JJ, Yamanaka H. Using eDNA metabarcoding to establish targets for freshwater fish composition following river restoration. Glob Ecol Conserv 2023. [DOI: 10.1016/j.gecco.2023.e02448] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/03/2023] Open
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123
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Couëdel M, Dettai A, Guillaume MMM, Bruggemann F, Bureau S, Frattini B, Verde Ferreira A, Azie J, Bruggemann JH. New insights into the diversity of cryptobenthic Cirripectes blennies in the Mascarene Archipelago sampled using Autonomous Reef Monitoring Structures (ARMS). Ecol Evol 2023; 13:e9850. [PMID: 36937067 PMCID: PMC10019914 DOI: 10.1002/ece3.9850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 01/25/2023] [Accepted: 01/30/2023] [Indexed: 03/18/2023] Open
Abstract
Autonomous Reef Monitoring Structures (ARMS) are artificial mini-reefs designed for standardized sampling of sessile and small motile cryptobenthic organisms. ARMS are also effective for collecting small cryptobenthic fishes, such as the combtooth blennies of the genus Cirripectes. Recent studies discovered several Cirripectes species endemic to islands or archipelagos, in spite of the generally broad distributions of tropical and subtropical blennies. Thus, to evaluate the diversity and distribution of Cirripectes species in the Mascarene Archipelago, a little-studied region but an important biodiversity hotspot, complete mitochondrial genomes, and nuclear rhodopsin genes were sequenced for 39 specimens collected with ARMS deployed on outer reef slopes at Reunion and Rodrigues islands. Mitochondrial COI sequences were analyzed to integrate these specimens within the largest dataset of publicly available sequences. Three species were found in the Mascarene Archipelago, Cirripectes castaneus, Cirripectes randalli, and Cirripectes stigmaticus. C. castaneus and C. stigmaticus both have an Indo-Pacific distribution with several haplotypes shared among distant localities. In agreement with the literature, C. randalli shows a small-range endemism restricted to the Mascarenes. We confirmed the presence of C. castaneus, C. randalli, and C. stigmaticus in Rodrigues, and the presence of C. stigmaticus in Reunion. This study contributes to filling the gaps in taxonomic and molecular knowledge of the reef cryptobiome in the South-West Indian Ocean, and provides the first complete mitogenomes for the genus, a crucial step for future molecular-based inventories (e.g., eDNA).
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Affiliation(s)
- Marion Couëdel
- Université de La Réunion, UMR 9220 ENTROPIE (Université de La Réunion, IRD, IFREMER, Université de Nouvelle‐Calédonie, CNRS)La RéunionSaint‐DenisFrance
| | - Agnes Dettai
- Muséum national d'Histoire naturelle (MNHN), UMR 7205 ISYEB (MNHN, CNRS, Sorbonne Université, EPHE, Université des Antilles)ParisFrance
| | - Mireille M. M. Guillaume
- Muséum national d'Histoire naturelle (MNHN)UMR 8067 BOrEA (MNHN, CNRS 2030, Sorbonne Université, IRD 207, Uni Caen‐Normandie, Université des Antilles)ParisFrance
- LabEx CORAILUniversité de PerpignanPerpignanFrance
| | - Fleur Bruggemann
- Université de La Réunion, UMR 9220 ENTROPIE (Université de La Réunion, IRD, IFREMER, Université de Nouvelle‐Calédonie, CNRS)La RéunionSaint‐DenisFrance
| | - Sophie Bureau
- Université de La Réunion, UMR 9220 ENTROPIE (Université de La Réunion, IRD, IFREMER, Université de Nouvelle‐Calédonie, CNRS)La RéunionSaint‐DenisFrance
| | - Baptiste Frattini
- Université de La Réunion, UMR 9220 ENTROPIE (Université de La Réunion, IRD, IFREMER, Université de Nouvelle‐Calédonie, CNRS)La RéunionSaint‐DenisFrance
- Muséum national d'Histoire naturelle (MNHN)UMR 8067 BOrEA (MNHN, CNRS 2030, Sorbonne Université, IRD 207, Uni Caen‐Normandie, Université des Antilles)ParisFrance
| | - Amélie Verde Ferreira
- Muséum national d'Histoire naturelle (MNHN), UMR 7205 ISYEB (MNHN, CNRS, Sorbonne Université, EPHE, Université des Antilles)ParisFrance
| | | | - J. Henrich Bruggemann
- Université de La Réunion, UMR 9220 ENTROPIE (Université de La Réunion, IRD, IFREMER, Université de Nouvelle‐Calédonie, CNRS)La RéunionSaint‐DenisFrance
- LabEx CORAILUniversité de PerpignanPerpignanFrance
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124
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Bae S, Kim P, Yi CH. Biodiversity and spatial distribution of ascidian using environmental DNA metabarcoding. MARINE ENVIRONMENTAL RESEARCH 2023; 185:105893. [PMID: 36689844 DOI: 10.1016/j.marenvres.2023.105893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 01/16/2023] [Accepted: 01/17/2023] [Indexed: 06/17/2023]
Abstract
Monitoring studies are necessary to understand the biodiversity of marine ecosystems and are useful for identifying and managing rare or invasive species. Because monitoring has traditionally relied only on visual surveys (e.g., trapping, netting, electrofishing, and SCUBA diving) with limited time and physical resources, environmental DNA (eDNA) analysis is being applied as an efficient monitoring method. This study compared whether the eDNA metabarcoding technique can replace the traditional visual survey in an ascidian fauna study. We designed ascidian-specific primers and identified a clear gap (3.75%) by barcoding gap analysis. Then, we collected seawater samples for eDNA analysis during the summer (August-September) of 2021 at three sites (Mokpo, Yeosu, and Uljin) in South Korea. In the survey sites of this study, 25 species were observed through literature and visual survey, among which 9 species were detected by metabarcoding and 16 species were not detected. On the other hand, 10 species were detected only by metabarcoding, and one of them was identified as Pyura mirabilis, an unrecorded species in South Korea. This study succeeded in detecting cryptic or rare species with one seawater collection, which can be used to determine their unexplored habitat. Therefore, we conclude that monitoring using eDNA is more efficient than visual surveys for detecting rare or cryptic ascidian species. We also suggest that, when combined with traditional monitoring methods, it could be a tool to complement ascidian fauna studies.
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Affiliation(s)
- Seongjun Bae
- Department of Ecology and Conservation, National Marine Biodiversity Institute of Korea, Seocheon, 33662, Republic of Korea; Department of Ocean Environmental Sciences, College of Natural Science, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Philjae Kim
- Department of Biodiversity, National Marine Biodiversity Institute of Korea, Seocheon, 33662, Republic of Korea; Department of Marine Biotechnology, Kunsan National University, Kunsan, 54150, Republic of Korea
| | - Chang-Ho Yi
- Department of Ecology and Conservation, National Marine Biodiversity Institute of Korea, Seocheon, 33662, Republic of Korea.
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125
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Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T. Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). METABARCODING AND METAGENOMICS 2023. [DOI: 10.3897/mbmg.7.94298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023] Open
Abstract
Brittle stars (class Ophiuroidea) are marine invertebrates comprising approximately 2,100 extant species, and are considered to constitute the most diverse taxon of the phylum Echinodermata. As a non-invasive method for monitoring biodiversity, we developed two new sets of PCR primers for metabarcoding environmental DNA (eDNA) from brittle stars. The new primer sets were designed to amplify 2 short regions of the mitochondrial 16S rRNA gene, comprising a conserved region (111–115 bp, 112 bp on average; named “16SOph1”) and a hyper-variable region (180–195 bp, 185 bp on average; named “16SOph2”) displaying interspecific variation. The performance of the primers was tested using eDNA obtained from two sources: a) rearing water of an 2.5 or 170 L aquarium tanks containing 15 brittle star species and b) from natural seawater collected around Misaki, the Pacific coast of central Japan, at depths ranging from shallow (2 m) to deep (> 200 m) sea. To build a reference library, we obtained 16S rRNA sequences of brittle star specimens collected from around Misaki and from similar depths in Japan, and sequences registered in International Nucleotide Sequence Database Collaboration. As a result of comparison of the obtained eDNA sequences with the reference library 37 (including cryptic species) and 26 brittle star species were detected with certain identities by 16SOph1 and 16SOph2 analyses, respectively. In shallow water, the number of species and reads other than the brittle stars detected with 16SOph1 was less than 10% of the total number. On the other hand, the number of brittle star species and reads detected with 16SOph2 was less than half of the total number, and the number of detected non-brittle star metazoan species ranged from 20 to 46 species across 6 to 8 phyla (only the reads at the “Tank” were less than 0.001%). The number of non-brittle star species and reads at 80 m was less than 10% with both of the primer sets. These findings suggest that 16SOph1 is specific to the brittle star and 16SOph2 is suitable for a variety of marine metazoans. It appears, however, that further optimization of primer sequences would still be necessary to avoid possible PCR dropouts from eDNA extracts. Moreover, a detailed elucidation of the brittle star fauna in the examined area, and the accurate identification of brittle star species in the current DNA databank is required.
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126
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Dominant barriers and the solutions to the social application of environmental DNA. LANDSCAPE AND ECOLOGICAL ENGINEERING 2023. [DOI: 10.1007/s11355-023-00549-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
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127
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Dou H, Wang M, Yin X, Feng L, Yang H. Can the Eurasian otter (Lutra lutra) be used as an effective sampler of fish diversity? Using molecular assessment of otter diet to survey fish communities. METABARCODING AND METAGENOMICS 2023. [DOI: 10.3897/mbmg.7.96733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023] Open
Abstract
The Eurasian otter Lutra lutra is a generalist carnivore that is widely distributed in many aquatic ecosystems. Based on its inherent attributes of opportunistic foraging behaviour and broad dietary range, it is naturally considered a potential sampler of the diversity of aquatic vertebrates. To test the ability and efficiency of otters as a diversity sampler, we used DNA metabarcoding to investigate the composition in vertebrates of the diet of otters that inhabit a forest stream area in northeast China. Twenty vertebrate prey taxa were detected in 98 otter spraints. Otter diet mainly comprised aquatic fishes (59.4%) and amphibians (39.0%). We also used traditional approaches to investigate fish communities at 60 sampling sites in the same area to determine the relationship between fish population composition in the environment and otter diet. The comparison revealed that 28 species of fish were distributed in this area, of which five are simultaneously detected in otter spraints. This indicates that molecular analysis of the diet of otters is not an ideal approach for investigating fish diversity, at least when using the 12SV5 primer pair. Based on a review of the available molecular research on otter diet, we conclude that the low species resolution may be due to the presence of many closely-related prey species in native habitats and lack of suitable barcodes. Considering the remarkable power of diet metabarcoding analysis in capturing elusive and rare species, it represents an approach that can compensate for the defects associated with fishing methods and we suggest that it can be used as an auxiliary means of measuring traditional fish diversity.
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128
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Pragmatic applications of DNA barcoding markers in identification of fish species – a review. ANNALS OF ANIMAL SCIENCE 2023. [DOI: 10.2478/aoas-2022-0073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
Abstract
DNA barcoding and mini barcoding involve Cytochrome Oxidase Subunit I (COI) gene in mitochondrial genome and is used for accurate identification of species and biodiversity. The basic goal of the current study is to develop a complete reference database of fishes. It also evaluates the applicability of COI gene to identify fish at the species level with other aspects i.e., as Kimura 2 parameter (K2P) distance. The mean observed length of the sequence was ranging between 500 to 700 base pairs for fish species in DNA barcoding and 80 to 650 base pairs for DNA mini barcoding. This method describes the status of known to unknown samples but it also facilitates the detection of previously un-sampled species at distinct level. So, mini-barcoding is a method focuses on the analysis of short-length DNA markers has been demonstrated to be effective for species identification of processed food containing degraded DNA. While DNA meta-barcoding refers to the automated identification of multiple species from a single bulk sample. The may contain entire organisms or a single environmental sample containing degraded DNA. Despite DNA barcoding, mini barcoding and meta-barcoding are efficient methods for species identification which are helpful in conservation and proper management of biodiversity. It aids researchers to take an account of genetic as well as evolutionary relationships by collecting their morphological, distributional and molecular data. Overall, this paper discusses DNA barcoding technology and how it has been used to various fish species, as well as its universality, adaptability, and novel approach to DNA-based species identification.
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129
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Detection of the Endangered Siamese Bat Catfish ( Oreoglanis siamensis Smith, 1933) in Doi Inthanon National Park Using Environmental DNA. Animals (Basel) 2023; 13:ani13030538. [PMID: 36766427 PMCID: PMC9913137 DOI: 10.3390/ani13030538] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 01/04/2023] [Accepted: 01/16/2023] [Indexed: 02/05/2023] Open
Abstract
Siamese bat catfish (Oreoglanis siamensis Smith, 1993) has been listed as an endangered species, and its abundance has been severely declining due to habitat degradation and overfishing. To establish an appropriate management strategy, it is crucial to gain information about the distribution of this endangered species. As O. siamensis live under rocks in streams, detecting their presence is difficult. Recently, environmental DNA (eDNA)-based detection has been demonstrated to be a valid tool for monitoring rare species, such as O. siamensis. Therefore, this study developed an eDNA assay targeting a 160 bp fragment of the COI region to detect the presence of this species in its natural habitat. An amount of 300 mL of water samples (0.7 μm filtered) were collected from 15 sites in the Mae Klang sub-basin, where this fish species was visually detected at two locations. O. siamensis eDNA was detected at 12 of the 15 sites sampled with varying concentrations (0.71-20.27 copies/mL), including at the sites where this species was visually detected previously. The developed O. siamensis eDNA assay was shown to be effective for detecting the presence of this endangered species in the Klang Phat and Klang Rivers within the Doi Inthanon National Park.
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130
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Gonzalez Colmenares GM, Gonzalez Montes AJ, Harms-Tuohy CA, Schizas NV. Using eDNA sampling for species-specific fish detection in tropical oceanic samples: limitations and recommendations for future use. PeerJ 2023; 11:e14810. [PMID: 36751629 PMCID: PMC9899429 DOI: 10.7717/peerj.14810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 01/06/2023] [Indexed: 02/05/2023] Open
Abstract
Background Over the past decade, environmental DNA (eDNA) has become a resourceful tool in conservation and biomonitoring. Environmental DNA has been applied in a variety of environments, but the application to studies of marine fish, particularly at tropical latitudes, are limited. Since many commercially important Caribbean fishes are overexploited, these species are optimal candidates to explore the use of this method as a biomonitoring tool. Specifically, for many of these species, the formation of fish spawning aggregations (FSAs) marks a critical life history event where fishes will gather in large numbers for reproduction. These FSAs are ephemeral in nature, lasting only a few days, but are predictable in time and space which makes them susceptible to overfishing. Methods In this study, we test the feasibility of using an eDNA sampling approach (water and sediment collection) to detect the presence of known FSAs off the west coast of Puerto Rico, with cytochrome c oxidase subunit 1 (CO1) and 12S rRNA (12S) primers designed to target specific species. A total of 290 eDNA samples were collected and, of those, 206 eDNA samples were processed. All eDNA samples varied in DNA concentration, both between replicates and collection methods. A total of 12 primer sets were developed and tested using traditional PCR and qPCR. Results Despite validation of primer accuracy and sample collection during known peak spawning times, the use of traditional PCR and qPCR with both molecular markers failed to produce species-specific amplification. Thus, a trial test was conducted using the CO1 primers in which target fish DNA was 'spiked' at various concentrations into the respective eDNA samples to determine the target species DNA concentration limit of detection. Upon successful amplification of the trial, results indicated that eDNA samples were below the detection threshold of our methods, suggesting that the number of fish present at the spawning aggregations was inadequate for single-species detection methods. In addition, elements such as the unavoidable presence of non-target DNA, oceanic environmental conditions, shedding rates of target fish, among other biotic and abiotic factors could have affected DNA persistence and degradation rates at the sites. Conclusion We provide recommendations for species-specific fish detection in lower latitudes, and suggestions for studies aiming to monitor or detect fish spawning aggregations using eDNA sampling.
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Affiliation(s)
| | | | | | - Nikolaos V. Schizas
- Department of Marine Sciences, Universidad de Puerto Rico, Recinto de Mayagüez, Mayagüez, Puerto Rico
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131
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Shelton AO, Gold ZJ, Jensen AJ, D Agnese E, Andruszkiewicz Allan E, Van Cise A, Gallego R, Ramón-Laca A, Garber-Yonts M, Parsons K, Kelly RP. Toward quantitative metabarcoding. Ecology 2023; 104:e3906. [PMID: 36320096 DOI: 10.1002/ecy.3906] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 07/07/2022] [Accepted: 08/23/2022] [Indexed: 12/24/2022]
Abstract
Amplicon-sequence data from environmental DNA (eDNA) and microbiome studies provide important information for ecology, conservation, management, and health. At present, amplicon-sequencing studies-known also as metabarcoding studies, in which the primary data consist of targeted, amplified fragments of DNA sequenced from many taxa in a mixture-struggle to link genetic observations to the underlying biology in a quantitative way, but many applications require quantitative information about the taxa or systems under scrutiny. As metabarcoding studies proliferate in ecology, it becomes more important to develop ways to make them quantitative to ensure that their conclusions are adequately supported. Here we link previously disparate sets of techniques for making such data quantitative, showing that the underlying polymerase chain reaction mechanism explains the observed patterns of amplicon data in a general way. By modeling the process through which amplicon-sequence data arise, rather than transforming the data post hoc, we show how to estimate the starting DNA proportions from a mixture of many taxa. We illustrate how to calibrate the model using mock communities and apply the approach to simulated data and a series of empirical examples. Our approach opens the door to improve the use of metabarcoding data in a wide range of applications in ecology, public health, and related fields.
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Affiliation(s)
- Andrew Olaf Shelton
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
| | - Zachary J Gold
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA.,CICOES, University of Washington and Northwest Fisheries Science Center, National Marine Fisheries Service, Seattle, Washington, USA
| | - Alexander J Jensen
- CICOES, University of Washington and Northwest Fisheries Science Center, National Marine Fisheries Service, Seattle, Washington, USA.,School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA
| | - Erin D Agnese
- School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA
| | | | - Amy Van Cise
- North Gulf Oceanic Society, Visiting Scientist at Northwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
| | - Ramón Gallego
- School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA.,Departamento de Biologia, Universidad Autonoma de Madrid, Unidad de Genetica, Madrid, Spain
| | - Ana Ramón-Laca
- CICOES, University of Washington and Northwest Fisheries Science Center, National Marine Fisheries Service, Seattle, Washington, USA.,School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA
| | - Maya Garber-Yonts
- School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA
| | - Kim Parsons
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
| | - Ryan P Kelly
- School of Marine and Environmental Affairs, University of Washington, Seattle, Washington, USA
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132
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Pont D, Meulenbroek P, Bammer V, Dejean T, Erős T, Jean P, Lenhardt M, Nagel C, Pekarik L, Schabuss M, Stoeckle BC, Stoica E, Zornig H, Weigand A, Valentini A. Quantitative monitoring of diverse fish communities on a large scale combining eDNA metabarcoding and qPCR. Mol Ecol Resour 2023; 23:396-409. [PMID: 36151931 DOI: 10.1111/1755-0998.13715] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 07/21/2022] [Accepted: 09/15/2022] [Indexed: 01/04/2023]
Abstract
Environmental DNA (eDNA) metabarcoding is an effective method for studying fish communities but allows only an estimation of relative species abundance (density/biomass). Here, we combine metabarcoding with an estimation of the total abundance of eDNA amplified by our universal marker (teleo) using a quantitative (q)PCR approach to infer the absolute abundance of fish species. We carried out a 2850-km eDNA survey within the Danube catchment using a spatial integrative sampling protocol coupled with traditional electrofishing for fish biomass and density estimation. Total fish eDNA concentrations and total fish abundance were highly correlated. The correlation between eDNA concentrations per taxon and absolute specific abundance was of comparable strength when all sites were pooled and remained significant when the sites were considered separately. Furthermore, a nonlinear mixed model showed that species richness was underestimated when the amount of teleo-DNA extracted from a sample was below a threshold of 0.65 × 106 copies of eDNA. This result, combined with the decrease in teleo-DNA concentration by several orders of magnitude with river size, highlights the need to increase sampling effort in large rivers. Our results provide a comprehensive description of longitudinal changes in fish communities and underline our combined metabarcoding/qPCR approach for biomonitoring and bioassessment surveys when a rough estimate of absolute species abundance is sufficient.
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Affiliation(s)
- Didier Pont
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Paul Meulenbroek
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Vienna, Austria
- WasserCluster Lunz -Biologische Station GmbH, Lunz am See, Austria
| | - Vincenz Bammer
- Bundesamt für Wasserwirtschaft, Institut für Gewässerökologie und Fischereiwirtschaft, Abteilung Gewässerökologie, Mondsee, Austria
| | | | - Tibor Erős
- Balaton Limnological Research Institute, Eötvös Lor'and Research Network (ELKH), Tihany, Hungary
| | | | - Mirjana Lenhardt
- Institute for Multidisciplinary Research, Institute for Biological Research "Siniša Stanković," National Institute of Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Christoffer Nagel
- Technical University of Munich, Chair of Aquatic Systems Biology, Freising-Weihenstephan, Germany
| | - Ladislav Pekarik
- Plant Science and Biodiversity Center, Slovak Academy of Sciences, Bratislava, Slovakia
| | | | - Bernhard C Stoeckle
- Technical University of Munich, Chair of Aquatic Systems Biology, Freising-Weihenstephan, Germany
| | - Elena Stoica
- National Institute for Marine Research and Development "Grigore Antipa,", Constanţa, Romania
| | - Horst Zornig
- PRO FISCH OG Ecological Consultants, Vienna, Austria
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Jeunen GJ, Cane JS, Ferreira S, Strano F, von Ammon U, Cross H, Day R, Hesseltine S, Ellis K, Urban L, Pearson N, Olmedo-Rojas P, Kardailsky A, Gemmell NJ, Lamare M. Assessing the utility of marine filter feeders for environmental DNA (eDNA) biodiversity monitoring. Mol Ecol Resour 2023; 23:771-786. [PMID: 36598115 DOI: 10.1111/1755-0998.13754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 11/06/2022] [Accepted: 12/22/2022] [Indexed: 01/05/2023]
Abstract
Aquatic environmental DNA (eDNA) surveys are transforming how marine ecosystems are monitored. The time-consuming preprocessing step of active filtration, however, remains a bottleneck. Hence, new approaches that eliminate the need for active filtration are required. Filter-feeding invertebrates have been proven to collect eDNA, but side-by-side comparative studies to investigate the similarity between aquatic and filter-feeder eDNA signals are essential. Here, we investigated the differences among four eDNA sources (water; bivalve gill-tissue; sponges; and ethanol in which filter-feeding organisms were stored) along a vertically stratified transect in Doubtful Sound, New Zealand using three metabarcoding primer sets targeting fish and vertebrates. Combined, eDNA sources detected 59 vertebrates, while concurrent diver surveys observed eight fish species. There were no significant differences in alpha and beta diversity between water and sponge eDNA and both sources were highly correlated. Vertebrate eDNA was successfully extracted from the ethanol in which sponges were stored, although a reduced number of species were detected. Bivalve gill-tissue dissections, on the other hand, failed to reliably detect eDNA. Overall, our results show that vertebrate eDNA signals obtained from water samples and marine sponges are highly concordant. The strong similarity in eDNA signals demonstrates the potential of marine sponges as an additional tool for eDNA-based marine biodiversity surveys, by enabling the incorporation of larger sample numbers in eDNA surveys, reducing plastic waste, simplifying sample collection, and as a cost-efficient alternative. However, we note the importance to not detrimentally impact marine communities by, for example, nonlethal subsampling, specimen cloning, or using bycatch specimens.
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Affiliation(s)
- Gert-Jan Jeunen
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Jasmine S Cane
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand.,ARC CoE for Coral Reef Studies, James Cook University, Townsville, Australia
| | - Sara Ferreira
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Francesca Strano
- School of Biological Sciences, Victoria University of Wellington, Kelburn, New Zealand
| | | | - Hugh Cross
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Robert Day
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Sean Hesseltine
- Department of Marine Sciences, University of Otago, Dunedin, New Zealand
| | - Kaleb Ellis
- Department of Marine Sciences, University of Otago, Dunedin, New Zealand
| | - Lara Urban
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Niall Pearson
- Department of Marine Sciences, University of Otago, Dunedin, New Zealand
| | | | - Anya Kardailsky
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Neil J Gemmell
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Miles Lamare
- Department of Marine Sciences, University of Otago, Dunedin, New Zealand
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Gold Z, Shelton AO, Casendino HR, Duprey J, Gallego R, Van Cise A, Fisher M, Jensen AJ, D'Agnese E, Andruszkiewicz Allan E, Ramón-Laca A, Garber-Yonts M, Labare M, Parsons KM, Kelly RP. Signal and noise in metabarcoding data. PLoS One 2023; 18:e0285674. [PMID: 37167310 PMCID: PMC10174484 DOI: 10.1371/journal.pone.0285674] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 04/27/2023] [Indexed: 05/13/2023] Open
Abstract
Metabarcoding is a powerful molecular tool for simultaneously surveying hundreds to thousands of species from a single sample, underpinning microbiome and environmental DNA (eDNA) methods. Deriving quantitative estimates of underlying biological communities from metabarcoding is critical for enhancing the utility of such approaches for health and conservation. Recent work has demonstrated that correcting for amplification biases in genetic metabarcoding data can yield quantitative estimates of template DNA concentrations. However, a major source of uncertainty in metabarcoding data stems from non-detections across technical PCR replicates where one replicate fails to detect a species observed in other replicates. Such non-detections are a special case of variability among technical replicates in metabarcoding data. While many sampling and amplification processes underlie observed variation in metabarcoding data, understanding the causes of non-detections is an important step in distinguishing signal from noise in metabarcoding studies. Here, we use both simulated and empirical data to 1) suggest how non-detections may arise in metabarcoding data, 2) outline steps to recognize uninformative data in practice, and 3) identify the conditions under which amplicon sequence data can reliably detect underlying biological signals. We show with both simulations and empirical data that, for a given species, the rate of non-detections among technical replicates is a function of both the template DNA concentration and species-specific amplification efficiency. Consequently, we conclude metabarcoding datasets are strongly affected by (1) deterministic amplification biases during PCR and (2) stochastic sampling of amplicons during sequencing-both of which we can model-but also by (3) stochastic sampling of rare molecules prior to PCR, which remains a frontier for quantitative metabarcoding. Our results highlight the importance of estimating species-specific amplification efficiencies and critically evaluating patterns of non-detection in metabarcoding datasets to better distinguish environmental signal from the noise inherent in molecular detections of rare targets.
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Affiliation(s)
- Zachary Gold
- Cooperative Institute for Climate, Ocean, & Ecosystem Studies, UW, Seattle, Washington, United States of America
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Andrew Olaf Shelton
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Helen R Casendino
- School of Marine and Environmental Affairs, UW, Seattle, Washington, United States of America
| | - Joe Duprey
- School of Marine and Environmental Affairs, UW, Seattle, Washington, United States of America
| | - Ramón Gallego
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Amy Van Cise
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Mary Fisher
- School of Aquatic Fisheries Science, UW, Seattle, Washington, United States of America
| | - Alexander J Jensen
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Erin D'Agnese
- School of Marine and Environmental Affairs, UW, Seattle, Washington, United States of America
| | | | - Ana Ramón-Laca
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Maya Garber-Yonts
- School of Marine and Environmental Affairs, UW, Seattle, Washington, United States of America
| | - Michaela Labare
- Scripps Institution of Oceanography, UCSD, La Jolla, California, United States of America
| | - Kim M Parsons
- Northwest Fisheries Science Center, NMFS/NOAA, Seattle, Washington, United States of America
| | - Ryan P Kelly
- School of Marine and Environmental Affairs, UW, Seattle, Washington, United States of America
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135
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Duhamet A, Albouy C, Marques V, Manel S, Mouillot D. The global depth range of marine fishes and their genetic coverage for environmental DNA metabarcoding. Ecol Evol 2023; 13:e9672. [PMID: 36699576 PMCID: PMC9846838 DOI: 10.1002/ece3.9672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 11/25/2022] [Accepted: 12/06/2022] [Indexed: 01/19/2023] Open
Abstract
The bathymetric and geographical distribution of marine species represent a key information in biodiversity conservation. Yet, deep-sea ecosystems are among the least explored on Earth and are increasingly impacted by human activities. Environmental DNA (eDNA) metabarcoding has emerged as a promising method to study fish biodiversity but applications to the deep-sea are still scarce. A major limitation in the application of eDNA metabarcoding is the incompleteness of species sequences available in public genetic databases which reduces the extent of detected species. This incompleteness by depth is still unknown. Here, we built the global bathymetric and geographical distribution of 10,826 actinopterygian and 960 chondrichthyan fish species. We assessed their genetic coverage by depth and by ocean for three main metabarcoding markers used in the literature: teleo and MiFish-U/E. We also estimated the number of primer mismatches per species amplified by in silico polymerase chain reaction which influence the probability of species detection. Actinopterygians show a stronger decrease in species richness with depth than Chondrichthyans. These richness gradients are accompanied by a continuous species turnover between depths. Fish species coverage with the MiFish-U/E markers is higher than with teleo while threatened species are more sequenced than the others. "Deep-endemic" species, those not ascending to the shallow depth layer, are less sequenced than not threatened species. The number of primer mismatches is not higher for deep-sea species than for shallower ones. eDNA metabarcoding is promising for species detection in the deep-sea to better account for the 3-dimensional structure of the ocean in marine biodiversity monitoring and conservation. However, we argue that sequencing efforts on "deep-endemic" species are needed.
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Affiliation(s)
- Agnès Duhamet
- MARBECUniv Montpellier, CNRS, IRD, IfremerMontpellierFrance
- CEFEUniv Montpellier, CNRS, EPHE‐PSL University, IRDMontpellierFrance
| | - Camille Albouy
- Ecosystem and Landscape Evolution, Institute of Terrestrial Ecosystems, Department of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | - Virginie Marques
- Ecosystem and Landscape Evolution, Institute of Terrestrial Ecosystems, Department of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | - Stephanie Manel
- CEFEUniv Montpellier, CNRS, EPHE‐PSL University, IRDMontpellierFrance
| | - David Mouillot
- MARBECUniv Montpellier, CNRS, IRD, IfremerMontpellierFrance
- Institut Universitaire de FranceParisFrance
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136
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Doi H, Nakamura K. Special issue: Environmental DNA as a practical tool for aquatic conservation and restoration. LANDSCAPE AND ECOLOGICAL ENGINEERING 2022. [DOI: 10.1007/s11355-022-00534-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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137
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Jensen MR, Høgslund S, Knudsen SW, Nielsen J, Møller PR, Rysgaard S, Thomsen PF. Distinct latitudinal community patterns of Arctic marine vertebrates along the East Greenlandic coast detected by environmental
DNA. DIVERS DISTRIB 2022. [DOI: 10.1111/ddi.13665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Affiliation(s)
| | - Signe Høgslund
- Department of Ecoscience Aarhus University Silkeborg Denmark
| | - Steen Wilhelm Knudsen
- NIVA Denmark Water Research Copenhagen Denmark
- Natural History Museum of Denmark University of Copenhagen Copenhagen Denmark
| | - Julius Nielsen
- Department of Fish and Shellfish Greenland Institute of Natural Resources Nuuk Greenland
| | - Peter Rask Møller
- Natural History Museum of Denmark University of Copenhagen Copenhagen Denmark
- Norwegian College of Fishery Science UiT – The Arctic University of Norway Tromsø Norway
| | - Søren Rysgaard
- Department of Biology, Arctic Research Centre Aarhus University Aarhus Denmark
- Centre for Earth Observation Science, CHR Faculty of Environment Earth and Resources University of Manitoba Winnipeg Manitoba Canada
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138
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High-Throughput DNA Metabarcoding as an Approach for Ichthyoplankton Survey in Oujiang River Estuary, China. DIVERSITY 2022. [DOI: 10.3390/d14121111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
High-throughput DNA metabarcoding of mitochondrial 12S rRNA and Cyt b gene sequences was coupled with a morphology-based identification tool to assess ichthyoplankton community structure in Oujiang River Estuary, China. The performances of 12S and Cyt b barcoding markers were compared in terms of taxonomic resolution, detection and coverage, and their suitability was established for use as a quick and powerful ichthyoplankton assessment tool. A total of 30,138 ichthyoplankton (2462 eggs and 27,676 larvae) samples were collected from April to August 2015 and identified to 145 taxa belonging to 57 families and 105 genera. June and July were the main spawning months. Ichthyoplankton were more abundant around Lingkun and Qidu Islands and the upper parts of Oujiang River Estuary. The 12S gene marker presented higher species coverage and detection rate than Cyt b. DNA metabarcoding exhibited more representative species identification power than morphology. The findings reported in this study provided a key attempt towards the development of time-efficient and cost-effective ichthyoplankton identification and assessment tool.
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139
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Tsuji S, Inui R, Nakao R, Miyazono S, Saito M, Kono T, Akamatsu Y. Quantitative environmental DNA metabarcoding shows high potential as a novel approach to quantitatively assess fish community. Sci Rep 2022; 12:21524. [PMID: 36513686 PMCID: PMC9747787 DOI: 10.1038/s41598-022-25274-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 11/28/2022] [Indexed: 12/15/2022] Open
Abstract
The simultaneous conservation of species richness and evenness is important to effectively reduce biodiversity loss and keep ecosystem health. Environmental DNA (eDNA) metabarcoding has been used as a powerful tool for identifying community composition, but it does not necessarily provide quantitative information due to several methodological limitations. Thus, the quantification of eDNA through metabarcoding is an important frontier of eDNA-based biomonitoring. Particularly, the qMiSeq approach has recently been developed as a quantitative metabarcoding method and has attracted much attention due to its usefulness. The aim here was to evaluate the performance of the qMiSeq approach as a quantitative monitoring tool for fish communities by comparing the quantified eDNA concentrations with the results of fish capture surveys. The eDNA water sampling and the capture surveys using the electrical shocker were conducted at a total of 21 sites in four rivers in Japan. As a result, we found significant positive relationships between the eDNA concentrations of each species quantified by qMiSeq and both the abundance and biomass of each captured taxon at each site. Furthermore, for seven out of eleven taxa, a significant positive relationship was observed between quantified DNA concentrations by sample and the abundance and/or biomass. In total, our results demonstrated that eDNA metabarcoding with the qMiSeq approach is a suitable and useful tool for quantitative monitoring of fish communities. Due to the simplicity of the eDNA analysis, the eDNA metabarcoding with qMiSeq approach would promote further growth of quantitative monitoring of biodiversity.
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Affiliation(s)
- Satsuki Tsuji
- grid.258799.80000 0004 0372 2033Graduate School of Science, Kyoto University, Kitashirakawa-Oiwakecho, Sakyo-Ku, Kyoto, 606–8502 Japan ,grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan
| | - Ryutei Inui
- grid.418051.90000 0000 8774 3245Faculty of Socio-Environmental Studies, Fukuoka Institute of Technology, Wajiro-Higashi, Higashi-Ku, Fukuoka, 811–0295 Japan
| | - Ryohei Nakao
- grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan
| | - Seiji Miyazono
- grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan
| | - Minoru Saito
- grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan ,grid.452611.50000 0001 2107 8171Fisheries Division, Japan International Research Center for Agricultural Sciences, 1-1, Ohwashi, Tsukuba, Ibaraki 305–8686 Japan
| | - Takanori Kono
- grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan ,grid.472015.50000 0000 9513 8387Aqua Restoration Research Center, Public Works Research Institute, National Research and Development Agency, Kawashima, Kasada-Machi, Kakamigahara, Gifu, 501–6021 Japan
| | - Yoshihisa Akamatsu
- grid.268397.10000 0001 0660 7960Graduate School of Science and Technology for Innovation, Yamaguchi University, 2-16-1 Tokiwadai, Ube, Yamaguchi, 755–8611 Japan
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140
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Huang S, Yoshitake K, Watabe S, Asakawa S. Environmental DNA study on aquatic ecosystem monitoring and management: Recent advances and prospects. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 323:116310. [PMID: 36261997 DOI: 10.1016/j.jenvman.2022.116310] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 09/13/2022] [Accepted: 09/15/2022] [Indexed: 06/16/2023]
Abstract
Environmental DNA (eDNA) is organismal DNA that can be detected in the environment and is derived from cellular material of organisms shed into aquatic or terrestrial environments. It can be sampled and monitored using molecular methods, which is important for the early detection of invasive and native species as well as the discovery of rare and cryptic species. While few reviews have summarized the latest findings on eDNA for most aquatic animal categories in the aquatic ecosystem, especially for aquatic eDNA processing and application. In the present review, we first performed a bibliometric network analysis of eDNA studies on aquatic animals. Subsequently, we summarized the abiotic and biotic factors affecting aquatic eDNA occurrence. We also systematically discussed the relevant experiments and analyses of aquatic eDNA from various aquatic organisms, including fish, molluscans, crustaceans, amphibians, and reptiles. Subsequently, we discussed the major achievements of eDNA application in studies on the aquatic ecosystem and environment. The application of eDNA will provide an entirely new paradigm for biodiversity conservation, environment monitoring, and aquatic species management at a global scale.
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Affiliation(s)
- Songqian Huang
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, College of Fisheries and Life Sciences, Shanghai Ocean University, Shanghai, 201306, China; Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, College of Fisheries and Life Sciences, Shanghai Ocean University, Shanghai, 201306, China; Shanghai Collaborative Innovation for Aquatic Animal Genetics and Breeding, Shanghai Ocean University, Shanghai, 200120, China; Department of Aquatic Bioscience, Graduate School of Agricultural and Life Science, The University of Tokyo, Tokyo, 113-8657, Japan.
| | - Kazutoshi Yoshitake
- Department of Aquatic Bioscience, Graduate School of Agricultural and Life Science, The University of Tokyo, Tokyo, 113-8657, Japan
| | - Shugo Watabe
- School of Marine Biosciences, Kitasato University, Minami-ku, Sagamihara, Kanagawa, 252-0313, Japan
| | - Shuichi Asakawa
- Department of Aquatic Bioscience, Graduate School of Agricultural and Life Science, The University of Tokyo, Tokyo, 113-8657, Japan.
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Reidy RD, Lemay MA, Innes KG, Clemente‐Carvalho RBG, Janusson C, Dower JF, Cowen LLE, Juanes F. Fine-scale diversity of prey detected in humpback whale feces. Ecol Evol 2022; 12:e9680. [PMID: 36619710 PMCID: PMC9797768 DOI: 10.1002/ece3.9680] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 12/09/2022] [Accepted: 12/10/2022] [Indexed: 12/30/2022] Open
Abstract
Predator diets are largely influenced by prey availability and abundance. Yet, in heterogenous marine environments, identifying the prey species consumed by diving mammals remains a fundamental challenge. For rorqual whales, the energetic constraints of prey engulfment require that the whales seek areas of high prey abundance and execute discrete lunge feeding events on patches of high-density prey. Prey occurrences in feces should therefore provide meaningful insight into the dominant taxa in food patches selected by the animal. We investigated the prey consumed by humpback whales in three regions in southern British Columbia (BC), Canada, using opportunistic fecal sampling, microscopy, and DNA metabarcoding of 14 fecal samples. Fish including Pacific herring (Clupea pallasii), hake (Merluccius productus), and eulachon (Thaleichthys pacificus) were the most common fish species potentially targeted by humpback whales in two regions. The krill Euphausia pacifica was the most prevalent invertebrate DNA detected in all three regions, while sergestid and mysid shrimp may also be important. High DNA read abundances from walleye pollock (Gadus chalcogrammus) and sablefish (Anoplopoma fimbria) were also recovered in one sample each, suggesting that juveniles of these semi-pelagic species may occasionally be targeted. In general, we observed heavily digested fecal material that drove substantial dissimilarities in taxonomic resolution between polymerase chain reaction-based and morphological analyses of the feces. Pacific herring and walleye pollock were the only prey species confirmed by both methods. Our results highlight that molecular and visual analyses of fecal samples provide a complementary approach to diet analysis, with each method providing unique insight into prey diversity.
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Affiliation(s)
- Rhonda D. Reidy
- Department of BiologyUniversity of VictoriaVictoriaBritish ColumbiaCanada
| | - Matthew A. Lemay
- Hakai Institute Genomics LaboratoryQuadra IslandBritish ColumbiaCanada
| | - Katie G. Innes
- Department of BiologyUniversity of VictoriaVictoriaBritish ColumbiaCanada
| | | | - Carly Janusson
- Hakai Institute Genomics LaboratoryQuadra IslandBritish ColumbiaCanada
| | - John F. Dower
- Department of BiologyUniversity of VictoriaVictoriaBritish ColumbiaCanada
| | - Laura L. E. Cowen
- Department of Mathematics and StatisticsUniversity of VictoriaVictoriaBritish ColumbiaCanada
| | - Francis Juanes
- Department of BiologyUniversity of VictoriaVictoriaBritish ColumbiaCanada
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Ye L, Wang X, Wei S, Zhu Q, He S, Zhou L. Dynamic analysis of the microbial communities and metabolome of healthy banana rhizosphere soil during one growth cycle. PeerJ 2022; 10:e14404. [PMID: 36420134 PMCID: PMC9677880 DOI: 10.7717/peerj.14404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 10/26/2022] [Indexed: 11/21/2022] Open
Abstract
Background The banana-growing rhizosphere soil ecosystem is very complex and consists of an entangled network of interactions between banana plants, microbes and soil, so identifying key components in banana production is difficult. Most of the previous studies on these interactions ignore the role of the banana plant. At present, there is no research on the the micro-ecological environment of the banana planting growth cycle. Methods Based on high-throughput sequencing technology and metabolomics technology, this study analyzed the rhizosphere soil microbial community and metabolic dynamics of healthy banana plants during one growth cycle. Results Assessing the microbial community composition of healthy banana rhizosphere soil, we found that the bacteria with the highest levels were Proteobacteria, Chloroflexi, and Acidobacteria, and the dominant fungi were Ascomycota, Basidiomycota, and Mortierellomycota. The metabolite profile of healthy banana rhizosphere soil showed that sugars, lipids and organic acids were the most abundant, accounting for about 50% of the total metabolites. The correlation network between fungi and metabolites was more complex than that of bacteria and metabolites. In a soil environment with acidic pH, bacterial genera showed a significant negative correlation with pH value, while fungal genera showed no significant negative correlation with pH value. The network interactions between bacteria, between fungi, and between bacteria and fungi were all positively correlated. Conclusions Healthy banana rhizosphere soil not only has a stable micro-ecology, but also has stable metabolic characteristics. The microorganisms in healthy banana rhizosphere soil have mutually beneficial rather than competitive relationships.
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Affiliation(s)
- Liujian Ye
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
| | - Xiaohu Wang
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
| | - Shengbo Wei
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
| | - Qixia Zhu
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
| | - Shuang He
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
| | - Liqin Zhou
- Guangxi Biological Science and Technology Research Center, Guangxi Academy of Sciences, Nanning, China,State Key Laboratory of Non-Food Biomass and Enzyme Technology, Guangxi Academy of Sciences, Nanning, China,National Engineering Research Center for Non-Food Biorefinery, Guangxi Academy of Sciences, Nanning, China
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143
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Gold Z, Wall AR, Schweizer TM, Pentcheff ND, Curd EE, Barber PH, Meyer RS, Wayne R, Stolzenbach K, Prickett K, Luedy J, Wetzer R. A manager's guide to using eDNA metabarcoding in marine ecosystems. PeerJ 2022; 10:e14071. [PMID: 36405018 PMCID: PMC9673773 DOI: 10.7717/peerj.14071] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 08/27/2022] [Indexed: 11/16/2022] Open
Abstract
Environmental DNA (eDNA) metabarcoding is a powerful tool that can enhance marine ecosystem/biodiversity monitoring programs. Here we outline five important steps managers and researchers should consider when developing eDNA monitoring program: (1) select genes and primers to target taxa; (2) assemble or develop comprehensive barcode reference databases; (3) apply rigorous site occupancy based decontamination pipelines; (4) conduct pilot studies to define spatial and temporal variance of eDNA; and (5) archive samples, extracts, and raw sequence data. We demonstrate the importance of each of these considerations using a case study of eDNA metabarcoding in the Ports of Los Angeles and Long Beach. eDNA metabarcoding approaches detected 94.1% (16/17) of species observed in paired trawl surveys while identifying an additional 55 native fishes, providing more comprehensive biodiversity inventories. Rigorous benchmarking of eDNA metabarcoding results improved ecological interpretation and confidence in species detections while providing archived genetic resources for future analyses. Well designed and validated eDNA metabarcoding approaches are ideally suited for biomonitoring applications that rely on the detection of species, including mapping invasive species fronts and endangered species habitats as well as tracking range shifts in response to climate change. Incorporating these considerations will enhance the utility and efficacy of eDNA metabarcoding for routine biomonitoring applications.
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Affiliation(s)
- Zachary Gold
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
| | - Adam R. Wall
- Diversity Initiative for the Southern California Ocean (DISCO), Natural History Museum of Los Angeles County, Los Angeles, CA, United States of America
| | - Teia M. Schweizer
- Department of Fish and Wildlife Conservation Biology, Colorado State University, Fort Collins, CO, United States of America
| | - N. Dean Pentcheff
- Diversity Initiative for the Southern California Ocean (DISCO), Natural History Museum of Los Angeles County, Los Angeles, CA, United States of America
| | - Emily E. Curd
- Department of Natural Sciences, Landmark College, Putney, VT, United States of America
| | - Paul H. Barber
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
| | - Rachel S. Meyer
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America,Department of Ecology and Evolutionary Biology, University of California, Santa Cruz, Santa Cruz, CA, United States of America
| | - Robert Wayne
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, CA, United States of America
| | - Kevin Stolzenbach
- Wood Environment and Infrastructure, Inc., San Diego, CA, United States of America
| | - Kat Prickett
- Port of Los Angeles, Los Angeles, CA, United States of America
| | - Justin Luedy
- Port of Long Beach, Long Beach, CA, United States of America
| | - Regina Wetzer
- Diversity Initiative for the Southern California Ocean (DISCO), Natural History Museum of Los Angeles County, Los Angeles, CA, United States of America
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144
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Littlefair JE, Rennie MD, Cristescu ME. Environmental nucleic acids: A field-based comparison for monitoring freshwater habitats using eDNA and eRNA. Mol Ecol Resour 2022; 22:2928-2940. [PMID: 35730338 PMCID: PMC9796649 DOI: 10.1111/1755-0998.13671] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 05/03/2022] [Accepted: 06/01/2022] [Indexed: 01/01/2023]
Abstract
Nucleic acids released by organisms and isolated from environmental substrates are increasingly being used for molecular biomonitoring. While environmental DNA (eDNA) has received much attention, the potential of environmental RNA as a biomonitoring tool remains under-explored. Several recent studies using paired DNA and RNA metabarcoding of bulk samples suggest that RNA might better reflect "metabolically active" parts of the community. However, such studies mainly capture organismal eDNA and eRNA. For larger eukaryotes, isolation of extra-organismal RNA will be important, but viability needs to be examined in a field-based setting. In this study we evaluate (a) whether extra-organismal eRNA release from macroeukaryotes can be detected given its supposedly rapid degradation, and (b) if the same field collection methods for eDNA can be applied to eRNA. We collected eDNA and eRNA from water in lakes where fish community composition is well documented, enabling a comparison between the two nucleic acids in two different seasons with monitoring using conventional methods. We found that eRNA is released from macroeukaryotes and can be filtered from water and metabarcoded in a similar manner as eDNA to reliably provide species composition information. eRNA had a small but significantly greater true positive rate than eDNA, indicating that it correctly detects more species known to exist in the lakes. Given relatively small differences between the two molecules in describing fish community composition, we conclude that if eRNA provides significant advantages in terms of lability, it is a strong candidate to add to the suite of molecular monitoring tools.
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Affiliation(s)
- Joanne E. Littlefair
- Department of BiologyMcGill UniversityMontréalQuebecCanada,Queen Mary University of LondonLondonUK
| | - Michael D. Rennie
- IISD Experimental Lakes AreaWinnipegManitobaCanada,Department of BiologyLakehead UniversityThunder BayOntarioCanada
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145
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Alter SE, Arroyave J. Environmental DNA metabarcoding is a promising method for assaying fish diversity in cenotes of the Yucatán Peninsula, Mexico. METABARCODING AND METAGENOMICS 2022. [DOI: 10.3897/mbmg.6.89857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The karst aquifer of the Yucatán Peninsula (YP) in southeastern Mexico is a unique ecosystem in which water-filled sinkholes, locally known as cenotes, connect subterranean waters with the surface. This system is home to around 20 species of freshwater fishes, including several that are endemic and/or threatened. Studies on this unique ichthyofauna have been partially hampered by the technical difficulties associated with sampling these habitats, particularly submerged caves. In this proof-of-concept study, we use environmental DNA (eDNA) metabarcoding to survey the diversity of freshwater fishes associated with the YP karst aquifer by sampling six cenotes from across the Ring of Cenotes region in northwestern Yucatán, a 180-km-diameter semicircular band of abundant karst sinkholes. Through a combination of conventional sampling (direct observation, fishing) and eDNA metabarcoding, we detected eight species of freshwater fishes across the six sampled cenotes. Overall, our eDNA metabarcoding approach was effective at detecting the presence of fishes from cenote water samples, including one of the two endemic cave-dwelling fish species restricted to the subterranean section of the aquifer. Although our study was focused on detecting fishes via eDNA, we also recovered DNA from several other vertebrate groups, particularly bats. These results suggest that the eDNA metabarcoding approach represents a promising and largely noninvasive method to assay aquatic biodiversity in these vulnerable habitats, allowing more effective, frequent, and wide-ranging surveys. Our detection of DNA from aerial and terrestrial vertebrate fauna implies that eDNA from cenotes, besides being a means to survey aquatic fauna, may also offer an effective way to quickly survey non-aquatic biodiversity associated with these persistent water bodies.
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146
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Shiozuka N, Katano I, Doi H, Nakamura M, Shirako T, Ichiyanagi H. Diurnal detection of environmental DNA of the semi-aquatic water shrew Chimarrogale platycephala using 25-h water sampling in streams. LANDSCAPE AND ECOLOGICAL ENGINEERING 2022. [DOI: 10.1007/s11355-022-00526-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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147
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Cruz MM, Hoffmann LS, de Freitas TRO. Saint Peter and Saint Paul Archipelago barcoded: Fish diversity in the remoteness and DNA barcodes reference library for metabarcoding monitoring. Genet Mol Biol 2022; 45:e20210349. [PMID: 36205729 PMCID: PMC9540803 DOI: 10.1590/1678-4685-gmb-2021-0349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 08/04/2022] [Indexed: 11/04/2022] Open
Abstract
In order to monitor the effects of anthropogenic pressures in ecosystems,
molecular techniques can be used to characterize species composition. Among
molecular markers capable of identifying species, the cytochrome c oxidase I
(COI) is the most used. However, new possibilities of
biodiversity profiling have become possible, in which molecular fragments of
medium and short-length can now be analyzed in metabarcoding studies. Here, a
survey of fishes from the Saint Peter and Saint Paul Archipelago was barcoded
using the COI marker, which allowed the identification of 21
species. This paved the way to further investigate the fish biodiversity of the
archipelago, transitioning from barcoding to metabarcoding analysis. As
preparatory steps for future metabarcoding studies, the first extensive
COI library of fishes listed for these islands was
constructed and includes new data generated in this survey as well as previously
available data, resulting in a final database with 9,183 sequences from 169
species and 63 families of fish. A new primer specifically designed for those
fishes was tested in silico to amplify a region of 262 bp. The
new approach should guarantee a reliable surveillance of the archipelago and can
be used to generate policies that will enhance the archipelago’s protection.
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Affiliation(s)
- Marcelo Merten Cruz
- Universidade Federal do Rio Grande do Sul, Programa de
Pós-Graduação em Genética e Biologia Molecular, Departamento de Genética, Porto
Alegre, RS, Brazil
| | - Lilian Sander Hoffmann
- Universidade Federal do Rio Grande do Sul, Programa de
Pós-Graduação em Genética e Biologia Molecular, Departamento de Genética, Porto
Alegre, RS, Brazil
| | - Thales R. O. de Freitas
- Universidade Federal do Rio Grande do Sul, Programa de
Pós-Graduação em Genética e Biologia Molecular, Departamento de Genética, Porto
Alegre, RS, Brazil
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148
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Carreiro AR, Ramos JA, Mata VA, Matos DM, dos Santos I, Araújo PM, Rodrigues I, Almeida NM, Militão T, Saldanha S, Paiva VH, Lopes RJ. High-throughput sequencing reveals prey diversity overlap between sympatric Sulids in the tropical Atlantic. FOOD WEBS 2022. [DOI: 10.1016/j.fooweb.2022.e00258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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149
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Zainal Abidin DH, Mohd Nor SA, Lavoué S, A Rahim M, Mohammed Akib NA. Assessing a megadiverse but poorly known community of fishes in a tropical mangrove estuary through environmental DNA (eDNA) metabarcoding. Sci Rep 2022; 12:16346. [PMID: 36175455 PMCID: PMC9523059 DOI: 10.1038/s41598-022-19954-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 09/07/2022] [Indexed: 11/18/2022] Open
Abstract
Biodiversity surveys are crucial for monitoring the status of threatened aquatic ecosystems, such as tropical estuaries and mangroves. Conventional monitoring methods are intrusive, time-consuming, substantially expensive, and often provide only rough estimates in complex habitats. An advanced monitoring approach, environmental DNA (eDNA) metabarcoding, is promising, although only few applications in tropical mangrove estuaries have been reported. In this study, we explore the advantages and limitations of an eDNA metabarcoding survey on the fish community of the Merbok Estuary (Peninsular Malaysia). COI and 12S eDNA metabarcoding assays collectively detected 178 species from 127 genera, 68 families, and 25 orders. Using this approach, significantly more species have been detected in the Merbok Estuary over the past decade (2010–2019) than in conventional surveys, including several species of conservation importance. However, we highlight three limitations: (1) in the absence of a comprehensive reference database the identities of several species are unresolved; (2) some of the previously documented specimen-based diversity was not captured by the current method, perhaps as a consequence of PCR primer specificity, and (3) the detection of non-resident species—stenohaline freshwater taxa (e.g., cyprinids, channids, osphronemids) and marine coral reef taxa (e.g., holocentrids, some syngnathids and sharks), not known to frequent estuaries, leading to the supposition that their DNA have drifted into the estuary through water movements. The community analysis revealed that fish diversity along the Merbok Estuary is not homogenous, with the upstream more diverse than further downstream. This could be due to the different landscapes or degree of anthropogenic influences along the estuary. In summary, we demonstrated the practicality of eDNA metabarcoding in assessing fish community and structure within a complex and rich tropical environment within a short sampling period. However, some limitations need to be considered and addressed to fully exploit the efficacy of this approach.
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Affiliation(s)
- Danial Hariz Zainal Abidin
- Centre for Global Sustainability Studies (CGSS), Level 5, Hamzah Sendut Library, Universiti Sains Malaysia, 11800, Penang, Malaysia
| | - Siti Azizah Mohd Nor
- Institute of Marine Biotechnology, Universiti Malaysia Terengganu, 21030, Kuala Terengganu, Terengganu, Malaysia.
| | - Sébastien Lavoué
- School of Biological Sciences, Universiti Sains Malaysia, 11800, Penang, Malaysia
| | | | - Noor Adelyna Mohammed Akib
- Centre for Global Sustainability Studies (CGSS), Level 5, Hamzah Sendut Library, Universiti Sains Malaysia, 11800, Penang, Malaysia. .,School of Biological Sciences, Universiti Sains Malaysia, 11800, Penang, Malaysia.
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150
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Inoue N, Sato M, Furuichi N, Imaizumi T, Ushio M. The relationship between eDNA density distribution and current fields around an artificial reef in the waters of Tateyama Bay, Japan. METABARCODING AND METAGENOMICS 2022. [DOI: 10.3897/mbmg.6.87415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Monitoring of artificial reefs (ARs) has been conducted through such methods as visual censuses, surveys using fishing gear, and echo sounder. These methods have disadvantages: visual census is not possible at ARs in deeper waters, fishing gear surveys are invasive to fish individuals, and echo sounders have difficulty in species identification. A new AR monitoring method is required to compensate for these disadvantages. While eDNA has become a valid monitoring tool for marine biodiversities, it is influenced by degradation and transport of the molecules that affect information about the spatio-temporal distribution of fish. An understanding of the relationship between current fields and eDNA distribution, particularly in open waters, is critical when using eDNA as an index for fish aggregation at ARs. We investigated the relationship between eDNA distribution and current fields around an AR for four dominant species (Engraulis japonicus, Parapristipoma trilineatum, Scomber spp and Trachurus japonicus) in Tateyama Bay, Japan. The highest density of fish schools is formed directly above or at the upstream side of ARs. If we assume that the center of eDNA originates at these locations at an AR and eDNA is simply transported by currents, a higher density of eDNA would distribute downstream from the AR. However, our results indicate that eDNA distribution is in accord with actual fish distribution, namely eDNA densities are more abundant in the upstream side of ARs. We thus consider that eDNA distribution is more influenced by actual distribution patterns than by the transport processes.
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