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Cornett JC, Cates RJ, Ledger KJ, Pinger CW, Hart CE, Laboda KR, Larson WA, Hollarsmith JA. Assessing methods for detecting Alexandrium catenella (Dinophyceae) and paralytic shellfish toxins in Southeast Alaska. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2024; 20:2189-2202. [PMID: 38712820 DOI: 10.1002/ieam.4944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2024] [Revised: 04/22/2024] [Accepted: 04/24/2024] [Indexed: 05/08/2024]
Abstract
Blooms of Alexandrium catenella threaten to disrupt subsistence, recreational, and commercial shellfish harvest in Alaska, as the paralytic shellfish toxins (PSTs) produced pose a serious public health risk and can lead to costly shutdowns for shellfish farmers. Current methods of PST detection in the region range from monitoring programs utilizing net tows to detect A. catenella to direct shellfish tissue testing via mouse bioassay (MBA) for commercial aquaculture harvest, as well as various optional testing methods for subsistence and recreational harvesters. The efficacy and feasibility of these methods vary, and they have not been directly compared in Southeast Alaska. In this study, we sought to assess and compare A. catenella and PST early detection methods to determine which can provide the most effective and accurate warning of A. catenella blooms or PST events. We found microscope counts to be variable and prone to missing lower numbers of A. catenella, which may be indicative of bloom formation. However, quantitative polymerase chain reaction (qPCR) significantly correlated with microscope counts and was able to effectively detect even low numbers of A. catenella on all sampling days. Paralytic shellfish toxin concentrations measured by enzyme-linked immunosorbent assay and MBA significantly correlated with each other, qPCR, and some microscope counts. These results show that qPCR is an effective tool for both monitoring A. catenella and serving as a proxy for PSTs. Further work is needed to refine qPCR protocols in this system to provide bloom warnings on an actionable timescale for the aquaculture industry and other shellfish harvesters. Integr Environ Assess Manag 2024;20:2189-2202. © 2024 The Authors. Integrated Environmental Assessment and Management published by Wiley Periodicals LLC on behalf of Society of Environmental Toxicology & Chemistry (SETAC). This article has been contributed to by U.S. Government employees and their work is in the public domain in the USA.
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Affiliation(s)
- Juliana C Cornett
- NOAA Fisheries Alaska Fisheries Science Center, Juneau, Alaska, USA
- Alaska Sea Grant, Fairbanks, Alaska, USA
| | - Rebecca J Cates
- NOAA Fisheries Alaska Fisheries Science Center, Juneau, Alaska, USA
- Cooperative Institute for Climate, Ocean, & Ecosystem Studies (CICOES), University of Alaska Fairbanks, Fairbanks, Alaska, USA
| | - Kimberly J Ledger
- NOAA Fisheries Alaska Fisheries Science Center, Juneau, Alaska, USA
- College of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Juneau, Alaska, USA
| | - Cody W Pinger
- NOAA Fisheries Alaska Fisheries Science Center, Juneau, Alaska, USA
| | - Courtney E Hart
- College of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Juneau, Alaska, USA
| | | | - Wesley A Larson
- NOAA Fisheries Alaska Fisheries Science Center, Juneau, Alaska, USA
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2
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Mazur-Marzec H, Andersson AF, Błaszczyk A, Dąbek P, Górecka E, Grabski M, Jankowska K, Jurczak-Kurek A, Kaczorowska AK, Kaczorowski T, Karlson B, Kataržytė M, Kobos J, Kotlarska E, Krawczyk B, Łuczkiewicz A, Piwosz K, Rybak B, Rychert K, Sjöqvist C, Surosz W, Szymczycha B, Toruńska-Sitarz A, Węgrzyn G, Witkowski A, Węgrzyn A. Biodiversity of microorganisms in the Baltic Sea: the power of novel methods in the identification of marine microbes. FEMS Microbiol Rev 2024; 48:fuae024. [PMID: 39366767 PMCID: PMC11500664 DOI: 10.1093/femsre/fuae024] [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: 04/17/2024] [Revised: 09/21/2024] [Accepted: 10/03/2024] [Indexed: 10/06/2024] Open
Abstract
Until recently, the data on the diversity of the entire microbial community from the Baltic Sea were relatively rare and very scarce. However, modern molecular methods have provided new insights into this field with interesting results. They can be summarized as follows. (i) Although low salinity causes a reduction in the biodiversity of multicellular species relative to the populations of the North-East Atlantic, no such reduction occurs in bacterial diversity. (ii) Among cyanobacteria, the picocyanobacterial group dominates when considering gene abundance, while filamentous cyanobacteria dominate in means of biomass. (iii) The diversity of diatoms and dinoflagellates is significantly larger than described a few decades ago; however, molecular studies on these groups are still scarce. (iv) Knowledge gaps in other protistan communities are evident. (v) Salinity is the main limiting parameter of pelagic fungal community composition, while the benthic fungal diversity is shaped by water depth, salinity, and sediment C and N availability. (vi) Bacteriophages are the predominant group of viruses, while among viruses infecting eukaryotic hosts, Phycodnaviridae are the most abundant; the Baltic Sea virome is contaminated with viruses originating from urban and/or industrial habitats. These features make the Baltic Sea microbiome specific and unique among other marine environments.
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Affiliation(s)
- Hanna Mazur-Marzec
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Anders F Andersson
- Department of Gene Technology, KTH Royal Institute of Technology, Science for Life Laboratory, Tomtebodavägen 23A, SE-171 65 Solna, Stockholm, Sweden
| | - Agata Błaszczyk
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Przemysław Dąbek
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Ewa Górecka
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Michał Grabski
- International Centre for Cancer Vaccine Science, University of Gdansk, Kładki 24, 80-822 Gdansk, Poland
| | - Katarzyna Jankowska
- Department of Environmental Engineering Technology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Agata Jurczak-Kurek
- Department of Evolutionary Genetics and Biosystematics, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Anna K Kaczorowska
- Collection of Plasmids and Microorganisms, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Tadeusz Kaczorowski
- Laboratory of Extremophiles Biology, Department of Microbiology, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Bengt Karlson
- Swedish Meteorological and Hydrological Institute
, Research and Development, Oceanography, Göteborgseskaderns plats 3, Västra Frölunda SE-426 71, Sweden
| | - Marija Kataržytė
- Marine Research Institute, Klaipėda University, Universiteto ave. 17, LT-92294 Klaipeda, Lithuania
| | - Justyna Kobos
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Ewa Kotlarska
- Institute of Oceanology, Polish Academy of Sciences, Powstańców Warszawy 55, PL-81-712 Sopot, Poland
| | - Beata Krawczyk
- Department of Biotechnology and Microbiology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Aneta Łuczkiewicz
- Department of Environmental Engineering Technology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Kasia Piwosz
- National Marine Fisheries Research Institute, Kołłątaja 1, PL-81-332 Gdynia, Poland
| | - Bartosz Rybak
- Department of Environmental Toxicology, Faculty of Health Sciences with Institute of Maritime and Tropical Medicine, Medical University of Gdansk, Dębowa 23A, PL-80-204 Gdansk, Poland
| | - Krzysztof Rychert
- Pomeranian University in Słupsk, Arciszewskiego 22a, PL-76-200 Słupsk, Poland
| | - Conny Sjöqvist
- Environmental and Marine Biology, Åbo Akademi University, Henriksgatan 2, FI-20500 Åbo, Finland
| | - Waldemar Surosz
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Beata Szymczycha
- Institute of Oceanology, Polish Academy of Sciences, Powstańców Warszawy 55, PL-81-712 Sopot, Poland
| | - Anna Toruńska-Sitarz
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Grzegorz Węgrzyn
- Department of Molecular Biology, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Andrzej Witkowski
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Alicja Węgrzyn
- University Center for Applied and Interdisciplinary Research, University of Gdansk, Kładki 24, 80-822 Gdansk, Poland
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3
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Ruvindy R, Ajani PA, Ashlin S, Hallegraeff G, Klemm K, Bolch CJ, Ugalde S, Van Asten M, Woodcock S, Tesoriero M, Murray SA. An On-Farm Workflow for Predictive Management of Paralytic Shellfish Toxin-Producing Harmful Algal Blooms for the Aquaculture Industry. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:6924-6933. [PMID: 38608723 PMCID: PMC11044886 DOI: 10.1021/acs.est.3c10502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 02/27/2024] [Accepted: 02/29/2024] [Indexed: 04/14/2024]
Abstract
Paralytic shellfish toxins (PSTs) produced by marine dinoflagellates significantly impact shellfish industries worldwide. Early detection on-farm and with minimal training would allow additional time for management decisions to minimize economic losses. Here, we describe and test a standardized workflow based on the detection of sxtA4, an initial gene in the biosynthesis of PSTs. The workflow is simple and inexpensive and does not require a specialized laboratory. It consists of (1) water collection and filtration using a custom gravity sampler, (2) buffer selection for sample preservation and cell lysis for DNA, and (3) an assay based on a region of sxtA, DinoDtec lyophilized quantitative polymerase chain reaction (qPCR) assay. Water samples spiked with Alexandrium catenella showed a cell recovery of >90% when compared to light microscopy counts. The performance of the lysis method (90.3% efficient), Longmire's buffer, and the DinoDtec qPCR assay (tested across a range of Alexandrium species (90.7-106.9% efficiency; r2 > 0.99)) was found to be specific, sensitive, and efficient. We tested the application of this workflow weekly from May 2016 to 30th October 2017 to compare the relationship between sxtA4 copies L-1 in seawater and PSTs in mussel tissue (Mytilus galloprovincialis) on-farm and spatially (across multiple sites), effectively demonstrating an ∼2 week early warning of two A. catenella HABs (r = 0.95). Our tool provides an early, accurate, and efficient method for the identification of PST risk in shellfish aquaculture.
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Affiliation(s)
- Rendy Ruvindy
- School
of Life Sciences, University of Technology
Sydney, Ultimo 2007, Australia
| | - Penelope A. Ajani
- School
of Life Sciences, University of Technology
Sydney, Ultimo 2007, Australia
| | | | - Gustaaf Hallegraeff
- Institute
for Marine and Antarctic Studies, University
of Tasmania, Hobart 7004, Australia
| | - Kerstin Klemm
- Alfred
Wegener Institute for Polar and Marine Research, 27570 Bremerhaven, Germany
| | - Christopher J. Bolch
- Institute
for Marine and Antarctic Studies, University
of Tasmania, Hobart 7004, Australia
| | - Sarah Ugalde
- Institute
for Marine and Antarctic Studies, University
of Tasmania, Hobart 7004, Australia
- Centre
for Marine Socioecology, University of Tasmania, Hobart 7004, Australia
| | - Mark Van Asten
- Diagnostic
Technology, Belrose 2085, Australia
- School
of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney 2052, Australia
| | - Stephen Woodcock
- School
of Life Sciences, University of Technology
Sydney, Ultimo 2007, Australia
| | - Matthew Tesoriero
- School
of Life Sciences, University of Technology
Sydney, Ultimo 2007, Australia
| | - Shauna A. Murray
- School
of Life Sciences, University of Technology
Sydney, Ultimo 2007, Australia
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4
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Kim HS, Kim T, Park J, Park TG, Ki JS. Development of saxitoxin biosynthesis gene sxtB-targeted qPCR assay for the quantification of toxic dinoflagellates Alexandrium catenella (group I) and A. pacificum (group IV) occurring in the Korean coast. HARMFUL ALGAE 2024; 134:102603. [PMID: 38705609 DOI: 10.1016/j.hal.2024.102603] [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: 10/04/2023] [Revised: 02/07/2024] [Accepted: 02/16/2024] [Indexed: 05/07/2024]
Abstract
Toxic dinoflagellate Alexandrium can produce saxitoxins (STXs) and cause paralytic shellfish poisoning (PSP), and thus they are monitored for environmental safety management. Microscopic discrimination of dinoflagellates is difficult to distinguish between toxic and non-toxic species due to their similar morphology. Meanwhile, an alternative quantitative PCR (qPCR) assay is sensitive, rapid, and cost-effective for harmful species monitoring. Herein, we developed a novel qPCR assay to detect the STXs biosynthesis gene sxtB of Alexandrium catenella and A. pacificum, the leading cause of PSP outbreaks in Asian coasts and worldwide. The newly designed sxtB TaqMan probes target the species without any positive signal in other relative dinoflagellates. Deming regression analysis revealed that the sxtB copy number of A. catenella and A. pacificum was 3.6 and 4.1 copies per cell, respectively. During the blooming periods (April 13th-14th, 2020), only A. catenella cells were detected through the qPCR assay, ranging from 5.0 × 10 to 2.5 × 104 eq cells L-1. In addition, sxtB qPCR quantified more accurately compared to large subunit (LSU) rRNA targeting qPCR assay that overestimate cell density. Besides, the sensitivity of sxtB was higher compared to the microscope when the species were rarely present (5.0 × 102 cells L-1). These suggest that the sxtB qPCR assay can be applied to toxic Alexandrium monitoring in the Korean coast, even in the early stage of bloomings.
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Affiliation(s)
- Han-Sol Kim
- Department of Life Science, Sangmyung University, Seoul 03016, Korea
| | - Taehee Kim
- Department of Life Science, Sangmyung University, Seoul 03016, Korea
| | - Jaeyeon Park
- Environment & Resource Convergence Center, Advanced Institute of Convergence Technologies, Suwon 16229, Korea
| | - Tae Gyu Park
- National Institute of Fisheries Science (NIFS), Busan 46083, Korea
| | - Jang-Seu Ki
- Department of Life Science, Sangmyung University, Seoul 03016, Korea.
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5
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Armbrecht L, Bolch CJS, Paine B, Cooper A, McMinn A, Woodward C, Hallegraeff G. Recovering sedimentary ancient DNA of harmful dinoflagellates accumulated over the last 9000 years off Eastern Tasmania, Australia. ISME COMMUNICATIONS 2024; 4:ycae098. [PMID: 39165395 PMCID: PMC11334580 DOI: 10.1093/ismeco/ycae098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 05/31/2024] [Accepted: 07/14/2024] [Indexed: 08/22/2024]
Abstract
Harmful algal blooms (HABs) have had significant adverse impacts on the seafood industry along the Tasmanian east coast over the past 4 decades. To investigate the history of regional HABs, we performed analyses of sedimentary ancient DNA (sedaDNA) in coastal sediments up to ~9000 years old collected inshore and offshore of Maria Island, Tasmania. We used metagenomic shotgun sequencing and a hybridisation capture array ("HABbaits1") to target three harmful dinoflagellate genera, Alexandrium, Gymnodinium, and Noctiluca. Bioinformatic and DNA damage analyses verified the authenticity of the sedaDNA sequences. Our results show that dinoflagellates of Alexandrium genera have been present off eastern Tasmania during the last ~8300 years, and we sporadically detected and unambiguously verified sequences of Gymnodinium catenatum that were present offshore up to ~7600 years ago. We also recovered sedaDNA of the fragile, soft-bodied Noctiluca scintillans with increased relative abundance since 2010, consistent with plankton surveys. This study enabled us to identify challenges of sedaDNA sequence validation (in particular for G. catenatum, a microreticulate gymnodinoid species) and provided guidance for the development of tools to monitor past and present HAB species and improvement of future HAB event predictions.
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Affiliation(s)
- Linda Armbrecht
- Institute for Marine and Antarctic Studies, University of Tasmania, Battery Point, TAS 7004, Australia
- Australian Centre for Ancient DNA, School of Biological Sciences, Faculty of Sciences, The University of Adelaide, Adelaide, SA 5005, Australia
| | - Christopher J S Bolch
- Institute for Marine and Antarctic Studies, University of Tasmania, Battery Point, TAS 7004, Australia
| | - Bradley Paine
- Institute for Marine and Antarctic Studies, University of Tasmania, Battery Point, TAS 7004, Australia
| | - Alan Cooper
- Gulbali Institute, Agriculture, Water and Environment, Charles Sturt University, Albury, NSW 2640, Australia
| | - Andrew McMinn
- Institute for Marine and Antarctic Studies, University of Tasmania, Battery Point, TAS 7004, Australia
| | - Craig Woodward
- Australian Nuclear Science and Technology Organisation, Locked Bag 2001, Kirrawee DC, NSW 2232, Australia
| | - Gustaaf Hallegraeff
- Institute for Marine and Antarctic Studies, University of Tasmania, Battery Point, TAS 7004, Australia
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6
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Ajani PA, Savela H, Kahlke T, Harrison D, Jeffries T, Kohli GS, Verma A, Laczka O, Doblin MA, Seymour JR, Larsson ME, Potts J, Scanes P, Gribben PE, Harrison L, Murray SA. Response of planktonic microbial assemblages to disturbance in an urban sub-tropical estuary. WATER RESEARCH 2023; 243:120371. [PMID: 37506634 DOI: 10.1016/j.watres.2023.120371] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 06/26/2023] [Accepted: 07/15/2023] [Indexed: 07/30/2023]
Abstract
Microbes are sensitive indicators of estuarine processes because they respond rapidly to dynamic disturbance events. As most of the world's population lives in urban areas and climate change-related disturbance events are becoming more frequent, estuaries bounded by cities are experiencing increasing stressors, at the same time that their ecosystem services are required more than ever. Here, using a multidisciplinary approach, we determined the response of planktonic microbial assemblages in response to seasonality and a rainfall disturbance in an urban estuary bounded by Australia's largest city, Sydney. We used molecular barcoding (16S, 18S V4 rRNA) and microscopy-based identification to compare microbial assemblages at locations with differing characteristics and urbanisation histories. Across 142 samples, we identified 8,496 unique free-living bacterial zOTUs, 8,175 unique particle associated bacterial zOTUs, and 1,920 unique microbial eukaryotic zOTUs. Using microscopy, we identified only the top <10% abundant, larger eukaryotic taxa (>10 µm), however quantification was possible. The site with the greater history of anthropogenic impact showed a more even community of associated bacteria and eukaryotes, and a significant increase in dissolved inorganic nitrogen following rainfall, when compared to the more buffered site. This coincided with a reduced proportional abundance of Actinomarina and Synechococcus spp., a change in SAR 11 clades, and an increase in the eukaryotic microbial groups Dinophyceae, Mediophyceae and Bathyoccocaceae, including a temporary dominance of the harmful algal bloom dinoflagellate Prorocentrum cordatum (syn. P. minimum). Finally, a validated hydrodynamic model of the estuary supported these results, showing that the more highly urbanised and upstream location consistently experienced a higher magnitude of salinity reduction in response to rainfall events during the study period. The best abiotic variables to explain community dissimilarities between locations were TDP, PN, modelled temperature and salinity (r = 0.73) for the free living bacteria, TP for the associated bacteria (r = 0.43), and modelled temperature (r = 0.28) for the microbial eukaryotic communities. Overall, these results show that a minor disturbance such as a brief rainfall event can significantly shift the microbial assemblage of an anthropogenically impacted area within an urban estuary to a greater degree than a seasonal change, but may result in a lesser response to the same disturbance at a buffered, more oceanic influenced location. Fine scale research into the factors driving the response of microbial communities in urban estuaries to climate related disturbances will be necessary to understand and implement changes to maintain future estuarine ecosystem services.
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Affiliation(s)
- Penelope A Ajani
- University of Technology Sydney, School of Life Sciences, 15 Broadway, Ultimo NSW 2007, Australia; Sydney Institute of Marine Sciences, Mosman, New South Wales 2088, Australia.
| | - Henna Savela
- University of Technology Sydney, School of Life Sciences, 15 Broadway, Ultimo NSW 2007, Australia
| | - Tim Kahlke
- University of Technology Sydney, School of Life Sciences, 15 Broadway, Ultimo NSW 2007, Australia; University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Daniel Harrison
- National Marine Science Centre, Southern Cross University, 2 Bay Drive, Coffs Harbour NSW 2450, Australia
| | - Thomas Jeffries
- Western Sydney University, School of Science, Locked Bag 1797, Penrith NSW 2751, Australia
| | - Gurjeet S Kohli
- University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Arjun Verma
- University of Technology Sydney, School of Life Sciences, 15 Broadway, Ultimo NSW 2007, Australia; University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Olivier Laczka
- University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Martina A Doblin
- Sydney Institute of Marine Sciences, Mosman, New South Wales 2088, Australia; University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Justin R Seymour
- University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Michaela E Larsson
- University of Technology Sydney, Climate Change Cluster, 15 Broadway, Ultimo NSW 2007, Australia
| | - Jaimie Potts
- Science, Economics and Insights Division, NSW Department of Planning and Environment
| | - Peter Scanes
- Science, Economics and Insights Division, NSW Department of Planning and Environment
| | - Paul E Gribben
- Sydney Institute of Marine Sciences, Mosman, New South Wales 2088, Australia; University of NSW, Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, New South Wales 2052, Australia
| | - Luke Harrison
- Marine Studies Institute, School of Geosciences, University of Sydney, Australia
| | - Shauna A Murray
- University of Technology Sydney, School of Life Sciences, 15 Broadway, Ultimo NSW 2007, Australia; Sydney Institute of Marine Sciences, Mosman, New South Wales 2088, Australia
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7
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Ruvindy R, Barua A, Bolch CJS, Sarowar C, Savela H, Murray SA. Genomic copy number variability at the genus, species and population levels impacts in situ ecological analyses of dinoflagellates and harmful algal blooms. ISME COMMUNICATIONS 2023; 3:70. [PMID: 37422553 PMCID: PMC10329664 DOI: 10.1038/s43705-023-00274-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 06/18/2023] [Accepted: 06/20/2023] [Indexed: 07/10/2023]
Abstract
The application of meta-barcoding, qPCR, and metagenomics to aquatic eukaryotic microbial communities requires knowledge of genomic copy number variability (CNV). CNV may be particularly relevant to functional genes, impacting dosage and expression, yet little is known of the scale and role of CNV in microbial eukaryotes. Here, we quantify CNV of rRNA and a gene involved in Paralytic Shellfish Toxin (PST) synthesis (sxtA4), in 51 strains of 4 Alexandrium (Dinophyceae) species. Genomes varied up to threefold within species and ~7-fold amongst species, with the largest (A. pacificum, 130 ± 1.3 pg cell-1 /~127 Gbp) in the largest size category of any eukaryote. Genomic copy numbers (GCN) of rRNA varied by 6 orders of magnitude amongst Alexandrium (102- 108 copies cell-1) and were significantly related to genome size. Within the population CNV of rRNA was 2 orders of magnitude (105 - 107 cell-1) in 15 isolates from one population, demonstrating that quantitative data based on rRNA genes needs considerable caution in interpretation, even if validated against locally isolated strains. Despite up to 30 years in laboratory culture, rRNA CNV and genome size variability were not correlated with time in culture. Cell volume was only weakly associated with rRNA GCN (20-22% variance explained across dinoflagellates, 4% in Gonyaulacales). GCN of sxtA4 varied from 0-102 copies cell-1, was significantly related to PSTs (ng cell-1), displaying a gene dosage effect modulating PST production. Our data indicate that in dinoflagellates, a major marine eukaryotic group, low-copy functional genes are more reliable and informative targets for quantification of ecological processes than unstable rRNA genes.
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Affiliation(s)
- Rendy Ruvindy
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW, 2007, Australia
| | - Abanti Barua
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW, 2007, Australia
| | - Christopher J S Bolch
- Institute for Marine & Antarctic Studies, University of Tasmania, Launceston, 7248, TAS, Australia
| | - Chowdhury Sarowar
- Sydney Institute of Marine Science, Chowder Bay Rd, Mosman, NSW, Australia
| | - Henna Savela
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW, 2007, Australia
- Finnish Environment Institute, Marine Research Centre, Helsinki, Finland
| | - Shauna A Murray
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW, 2007, Australia.
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8
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Farhat A, Elleuch J, Ben Amor F, Barkallah M, Smith KF, Ben Neila I, Abdelkafi S, Fendri I. A fast and accurate method for specific detection and quantification of the bloom-forming microalgae Karlodinium veneficum in the marine environment. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:88699-88709. [PMID: 35836051 DOI: 10.1007/s11356-022-21667-z] [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: 04/06/2022] [Accepted: 06/21/2022] [Indexed: 06/15/2023]
Abstract
Karlodinium veneficum is a toxic benthic globally distributed dinoflagellate which has direct impacts on human health and the environment. Early and accurate detection of this harmful algal bloom-forming species could be useful for potential risks monitoring and management. In the present work, a real-time PCR targeting the internal transcribed spacer ribosomal DNA region for the specific detection and absolute quantification of K. veneficum was designed. Then, the assay conditions were adjusted and validated. The developed qPCR was highly specific for the target species and displayed no cross-reactivity with closely related dinoflagellates and/or other microalgal species commonly distributed along the Tunisian coast. Its lowest detection limit was 5 rDNA copies per reaction, which is often considered satisfying. qPCR assay enumeration accuracy was evaluated using artificially inoculated environmental samples. The comparison of the cell abundance estimates obtained by qPCR assay with the theoretical estimates showed no statistically significant difference across a range of concentrations. We suggest that the qPCR approach developed in the present study may be a valuable tool to investigate the distribution and seasonal dynamics of K. veneficum in marine environments.
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Affiliation(s)
- Ameny Farhat
- Laboratory of Plant Biotechnology Applied to the Improvement of Cultures, Faculty of Sciences of Sfax, University of Sfax, B.P. 1171, 3000, 3029, Sfax, Tunisia
| | - Jihen Elleuch
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe de Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
| | - Faten Ben Amor
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe de Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
| | - Mohamed Barkallah
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe de Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
| | - Kirsty F Smith
- Cawthron Institute, 98 Halifax Street East, Private Bag 2, Nelson, 7042, New Zealand
| | | | - Slim Abdelkafi
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe de Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
| | - Imen Fendri
- Laboratory of Plant Biotechnology Applied to the Improvement of Cultures, Faculty of Sciences of Sfax, University of Sfax, B.P. 1171, 3000, 3029, Sfax, Tunisia.
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9
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Klemm K, Cembella A, Clarke D, Cusack C, Arneborg L, Karlson B, Liu Y, Naustvoll L, Siano R, Gran-Stadniczeñko S, John U. Apparent biogeographical trends in Alexandrium blooms for northern Europe: identifying links to climate change and effective adaptive actions. HARMFUL ALGAE 2022; 119:102335. [PMID: 36344194 DOI: 10.1016/j.hal.2022.102335] [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: 12/31/2021] [Revised: 09/15/2022] [Accepted: 10/15/2022] [Indexed: 06/16/2023]
Abstract
The marine dinoflagellate Alexandrium Halim represents perhaps the most significant and intensively studied genus with respect to species diversity, life history strategies, toxigenicity, biogeographical distribution, and global magnitude and consequences harmful algal blooms (HABs). The socioeconomic impacts, environmental and human health risks, and mitigation strategies for toxigenic Alexandrium blooms have also been explored in recent years. Human adaptive actions based on future scenarios of bloom dynamics and shifts in biogeographical distribution under climate-change parameters remain under development and not yet implemented on a regional scale. In the CoCliME (Co-development of climate services for adaptation to changing marine ecosystems) project these issues were addressed with respect to past, current and anticipated future status of key HAB genera and expected benefits of enhanced monitoring. Data on the distribution and frequency of Alexandrium blooms related to paralytic shellfish toxin (PST) events from key CoCliME Case Study areas, comprising the North Sea and adjacent Kattegat-Skagerrak, Norwegian Sea, and Baltic Sea, and eastern North Atlantic marginal seas, were evaluated in a contemporary and historical context over the past several decades. The first evidence of possible biogeographical expansion of Alexandrium taxa into eastern Arctic gateways was provided from DNA barcoding signatures. Various key climate change indicators, such as salinity, temperature, and water-column stratification, relevant to Alexandrium bloom initiation and development were identified. The possible influence of changing variables on bloom dynamics, magnitude, frequency and spatial and temporal distribution were interpreted in the context of regional ocean climate models. These climate change impact indicators may play key roles in selecting for the occurrence and diversity of Alexandrium species within the broader microeukaryote communities. For example, shifts to higher temperature and lower salinity regimes predicted for the southern North Sea indicate the potential for increased Alexandrium blooms, currently absent from this area. Ecological and socioeconomic impacts of Alexandrium blooms and effects on fisheries and aquaculture resources and coastal ecosystem function are evaluated, and, where feasible, effective adaptation strategies are proposed herein as emerging climate services.
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Affiliation(s)
- Kerstin Klemm
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, Bremerhaven 27570, Germany; Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), Ammerländer Heerstraße 231, Oldenburg 26129, Germany
| | - Allan Cembella
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, Bremerhaven 27570, Germany
| | - Dave Clarke
- Marine Institute, Rinville, Oranmore, Co. Galway, Ireland
| | | | - Lars Arneborg
- Swedish Meteorological and Hydrological Institute, Research and development, oceanography, Sven Källfelts gata 15, Västra Frölunda, SE-426 71, Sweden
| | - Bengt Karlson
- Swedish Meteorological and Hydrological Institute, Research and development, oceanography, Sven Källfelts gata 15, Västra Frölunda, SE-426 71, Sweden
| | - Ye Liu
- Swedish Meteorological and Hydrological Institute, Research and development, oceanography, Sven Källfelts gata 15, Västra Frölunda, SE-426 71, Sweden
| | - Lars Naustvoll
- Institute of Marine Research, PO Box 1870 Nordnes, Bergen NO-5817, Norway
| | | | - Sandra Gran-Stadniczeñko
- Section for Aquatic Biology and Toxicology, Department of Biosciences, University of Oslo, P.O. Box 1066, Blindern, Oslo 0316, Norway
| | - Uwe John
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, Bremerhaven 27570, Germany; Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), Ammerländer Heerstraße 231, Oldenburg 26129, Germany.
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10
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Liu F, Zhang C, Duan Y, Ma J, Wang Y, Chen G. In vitro selection and characterization of a DNA aptamer targeted to Prorocentrum minimum-A common harmful algae. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 830:154771. [PMID: 35339548 DOI: 10.1016/j.scitotenv.2022.154771] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 03/08/2022] [Accepted: 03/19/2022] [Indexed: 06/14/2023]
Abstract
Prorocentrum minimum is a common diarrhetic shellfish toxins-producing marine microalga that may seriously endanger marine resources and cause great economic losses. The development of a novel rapid detection technique is of great importance for the prevention and control of the damage caused by P. minimum. In this study, the aptamer against P. minimum was for the first time generated from an artificially synthesized single-stranded DNA library by systematic evolution of ligand by exponential enrichment (SELEX), using P. minimum and P. minimum-related species, including Prorocentrum donghaiense, Prorocentrum lima and Prorocentrum micans as target and counter-screening species, respectively. The aptamer library was successfully obtained at the end of 18 rounds of SELEX-screening by continuously monitoring the binding ratio of the resultant ssDNA from each round. Three sequences (Apt 1, Apt 2 and Apt 3) with the highest frequency in the aptamer library resulted from high-throughput sequencing were first selected as candidate aptamers. The secondary structure of these sequences was predicted and analyzed. In addition, the specificity and affinity of these candidate aptamers were determined by flow cytometry analysis. The results indicated that these aptamers had high specificity and affinity, with a KD of (224.6 ± 8.8) nM (Apt 1), (286.6 ± 13.9) nM (Apt 2) and (388.5 ± 44.6) nM (Apt 3), respectively. Apt 1 was therefore chosen as the best aptamer against P. minimum. Finally, the fluorescence microscopic examination further confirmed that Apt 1 can well bind to P. minimum. In summary, Apt 1 may be promising for being used as a novel molecular recognition element for P. minimum.
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Affiliation(s)
- Fuguo Liu
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China; School of Environment, Harbin Institute of Technology, Harbin 150090, PR China
| | - Chunyun Zhang
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China; School of Marine Sciences, Ningbo University, Ningbo 315211, PR China
| | - Yu Duan
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China
| | - Jinju Ma
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China
| | - Yuanyuan Wang
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China
| | - Guofu Chen
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China.
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11
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Ajani PA, Henriquez-Nunez HF, Verma A, Nagai S, Uchida H, Tesoriero MJ, Farrell H, Zammit A, Brett S, Murray SA. Mapping the development of a Dinophysis bloom in a shellfish aquaculture area using a novel molecular qPCR assay. HARMFUL ALGAE 2022; 116:102253. [PMID: 35710205 DOI: 10.1016/j.hal.2022.102253] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 05/03/2022] [Accepted: 05/13/2022] [Indexed: 06/15/2023]
Abstract
Diarrhetic shellfish toxins produced by certain species of the marine dinoflagellate Dinophysis can accumulate in shellfish in high concentrations, representing a significant food safety issue worldwide. This risk is routinely managed by monitoring programs in shellfish producing areas, however the methods used to detect these harmful marine microbes are not usually automated nor conducted onsite, and are often expensive and require specialized expertise. Here we designed a quantitative real-time polymerase chain reaction (qPCR) assay based on the ITS-5.8S ribosomal region of Dinophysis spp. and evaluated its specificity, efficiency, and sensitivity to detect species belonging to this genus. We designed and tested twenty sets of primers pairs using three species of Dinophysis - D. caudata, D. fortii and D. acuminata. We optimized a qPCR assay using the primer pair that sufficiently amplified each of the target species (Dacu_11F/Dacu_11R), and tested this assay for cross-reactivity with other dinoflagellates and diatoms in the laboratory (11 species) and in silico 8 species (15 strains) of Dinophysis, 3 species of Ornithocercus and 2 species of Phalacroma. The qPCR assay returned efficiencies of 92.4% for D. caudata, 91.3% for D fortii, and 91.5% for D. acuminata, while showing no cross-reactivity with other phytoplankton taxa. Finally, we applied this assay to a D. acuminata bloom which occurred in an oyster producing estuary in south eastern Australia, and compared cell numbers inferred by qPCR to those determined by microscopy counts (max abund. ∼6.3 × 103 and 5.3 × 103 cells L-1 respectively). Novel molecular tools such as qPCR have the potential to be used on-farm, be automated, and provide an early warning for the management of harmful algal blooms.
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Affiliation(s)
- Penelope A Ajani
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 175 Pitt St, Sydney, NSW 2000, Australia.
| | - Hernan F Henriquez-Nunez
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 175 Pitt St, Sydney, NSW 2000, Australia
| | - Arjun Verma
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 175 Pitt St, Sydney, NSW 2000, Australia
| | - Satoshi Nagai
- Coastal and Inland Fisheries Ecosystems Division, Fisheries Technology Institute, Japan Fisheries Research and Education Agency. 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan
| | - Hajime Uchida
- Seafood Safety and Technology Division, Fisheries Technology Institute, Japan Fisheries Research and Education Agency, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan
| | - Matthew J Tesoriero
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 175 Pitt St, Sydney, NSW 2000, Australia
| | - Hazel Farrell
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia
| | - Anthony Zammit
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia
| | - Steve Brett
- Microalgal Services, 308 Tucker Rd, Ormond 3204, Australia
| | - Shauna A Murray
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 175 Pitt St, Sydney, NSW 2000, Australia
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12
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Zaiko A, von Ammon U, Stuart J, Smith KF, Yao R, Welsh M, Pochon X, Bowers HA. Assessing the performance and efficiency of environmental
DNA
/
RNA
capture methodologies under controlled experimental conditions. Methods Ecol Evol 2022. [DOI: 10.1111/2041-210x.13879] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Anastasija Zaiko
- Cawthron Institute Private Bag 2, Nelson 7042 New Zealand
- Institute of Marine Science University of Auckland, Private Bag 92019, Auckland 1142 New Zealand
| | - Ulla von Ammon
- Cawthron Institute Private Bag 2, Nelson 7042 New Zealand
| | - Jacqui Stuart
- Cawthron Institute Private Bag 2, Nelson 7042 New Zealand
| | - Kirsty F. Smith
- Cawthron Institute Private Bag 2, Nelson 7042 New Zealand
- School of Biological Sciences University of Auckland, Private Bag 92019, Auckland 1142 New Zealand
| | - Richard Yao
- Scion (NZ Forest Research Institute), Te Papa Tipu Innovation Park, Titokorangi Drive, Whakarewarewa Rotorua 3010 New Zealand
| | - Melissa Welsh
- Scion (NZ Forest Research Institute), P.O. Box 29237 Christchurch 8540 New Zealand
| | - Xavier Pochon
- Cawthron Institute Private Bag 2, Nelson 7042 New Zealand
- Institute of Marine Science University of Auckland, Private Bag 92019, Auckland 1142 New Zealand
| | - Holly A. Bowers
- Moss Landing Marine Laboratories San Jose State University Moss Landing, California, 95039 USA
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13
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Sildever S, Laas P, Kolesova N, Lips I, Lips U, Nagai S. Plankton biodiversity and species co-occurrence based on environmental DNA – a multiple marker study. METABARCODING AND METAGENOMICS 2021. [DOI: 10.3897/mbmg.5.72371] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Metabarcoding in combination with high-throughput sequencing (HTS) allows simultaneous detection of multiple taxa by targeting single or several taxonomically informative gene regions from environmental DNA samples. In this study, a multiple-marker HTS approach was applied to investigate the plankton diversity and seasonal succession in the Baltic Sea from winter to autumn. Four different markers targeting the 16S, 18S, and 28S ribosomal RNA genes were employed, including a marker for more efficient dinoflagellate detection. Typical seasonal changes were observed in phyto- and bacterioplankton communities. In phytoplankton, the appearance patterns of selected common, dominant, or harmful species followed the patterns also confirmed based on 20 years of phytoplankton monitoring data. In the case of zooplankton, both macro- and microzooplankton species were detected. However, no seasonal patterns were detected in their appearance. In total, 15 and 2 new zoo- and phytoplankton species were detected from the Baltic Sea. HTS approach was especially useful for detecting microzooplankton species as well as for investigating the co-occurrence and potential interactions of different taxa. The results of this study further exemplify the efficiency of metabarcoding for biodiversity monitoring and the advantage of employing multiple markers through the detection of species not identifiable based on a single marker survey and/or by traditional morphology-based methods.
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14
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Ajani PA, Verma A, Kim JH, Woodcock S, Nishimura T, Farrell H, Zammit A, Brett S, Murray SA. Using qPCR and high-resolution sensor data to model a multi-species Pseudo-nitzschia (Bacillariophyceae) bloom in southeastern Australia. HARMFUL ALGAE 2021; 108:102095. [PMID: 34588117 DOI: 10.1016/j.hal.2021.102095] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 08/04/2021] [Accepted: 08/09/2021] [Indexed: 06/13/2023]
Abstract
Harmful algal blooms, including those caused by the toxic diatom Pseudo-nitzschia, can have significant impacts on human health, ecosystem functioning and ultimately food security. In the current study we characterized a bloom of species of Pseudo-nitzschia that occurred in a south-eastern Australian oyster-growing estuary in 2019. Using light microscopy, combined with molecular (ITS/5.8S and LSU D1-D3 rDNA regions) and toxicological evidence, we observed the bloom to consist of multiple species of Pseudo-nitzschia including P. cf. cuspidata, P. hasleana, P. fraudulenta and P. multiseries, with P. cf. cuspidata being the only species that produced domoic acid (3.1 pg DA per cell). As several species of Pseudo-nitzschia co-occurred, only one of which produced DA, we developed a rapid, sensitive and efficient quantitative real-time polymerase chain reaction (qPCR) assay to detect only species belonging to the P. pseudodelicatissima complex Clade I, to which P. cf. cuspidata belongs, and this indicated that P. cuspidata or closely related strains may have dominated the Pseudo-nitzschia community at this time. Finally, using high resolution water temperature and salinity sensor data, we modeled the relationship between light microscopy determined abundance of P. delicatissima group and environmental variables (temperature, salinity, rainfall) at two sites within the estuary. A total of eight General Linear Models (GLMs) explaining between 9 and 54% of the deviance suggested that the temperature (increasing) and/or salinity (decreasing) data were generally more predictive of high cell concentrations than the rainfall data at both sites, and that overall, cell concentrations were more predictive at the more oceanic site than the more upstream site, using this method. We conclude that the combination of rapid molecular methods such as qPCR and real-time sensor data modeling, can provide a more rapid and effective early warning of harmful algal blooms of species of Pseudo-nitzschia, resulting in more beneficial regulatory and management outcomes.
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Affiliation(s)
- Penelope A Ajani
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 81 Broadway, Ulitmo, NSW 2007, Australia.
| | - Arjun Verma
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 81 Broadway, Ulitmo, NSW 2007, Australia
| | - Jin Ho Kim
- Department of Earth and Marine Science, College of Ocean Sciences, Jeju National University, Jeju 63243, Korea
| | - Stephen Woodcock
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia
| | | | - Hazel Farrell
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia
| | - Anthony Zammit
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia
| | - Steve Brett
- Microalgal Services, 308 Tucker Rd, Ormond 3204, Australia
| | - Shauna A Murray
- University of Technology Sydney, School of Life Sciences, Sydney, PO Box 123, Broadway, NSW 2007, Australia; Food Agility CRC Ltd, 81 Broadway, Ulitmo, NSW 2007, Australia
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15
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Kim H, Park H, Wang H, Yoo HY, Park J, Ki JS. Low Temperature and Cold Stress Significantly Increase Saxitoxins (STXs) and Expression of STX Biosynthesis Genes sxtA4 and sxtG in the Dinoflagellate Alexandrium catenella. Mar Drugs 2021; 19:291. [PMID: 34064031 PMCID: PMC8224010 DOI: 10.3390/md19060291] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 05/18/2021] [Accepted: 05/18/2021] [Indexed: 12/22/2022] Open
Abstract
Toxic dinoflagellate Alexandrium spp. produce saxitoxins (STXs), whose biosynthesis pathway is affected by temperature. However, the link between the regulation of the relevant genes and STXs' accumulation and temperature is insufficiently understood. In the present study, we evaluated the effects of temperature on cellular STXs and the expression of two core STX biosynthesis genes (sxtA4 and sxtG) in the toxic dinoflagellate Alexandrium catenella Alex03 isolated from Korean waters. We analyzed the growth rate, toxin profiles, and gene responses in cells exposed to different temperatures, including long-term adaptation (12, 16, and 20 °C) and cold and heat stresses. Temperature significantly affected the growth of A. catenella, with optimal growth (0.49 division/day) at 16 °C and the largest cell size (30.5 µm) at 12 °C. High concentration of STXs eq were detected in cells cultured at 16 °C (86.3 fmol/cell) and exposed to cold stress at 20→12 °C (96.6 fmol/cell) compared to those at 20 °C and exposed to heat stress. Quantitative real-time PCR (qRT-PCR) revealed significant gene expression changes of sxtA4 in cells cultured at 16 °C (1.8-fold) and cold shock at 20→16 °C (9.9-fold). In addition, sxtG was significantly induced in cells exposed to cold shocks (20→16 °C; 19.5-fold) and heat stress (12→20 °C; 25.6-fold). Principal component analysis (PCA) revealed that low temperature (12 and 16 °C) and cold stress were positively related with STXs' production and gene expression levels. These results suggest that temperature may affect the toxicity and regulation of STX biosynthesis genes in dinoflagellates.
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Affiliation(s)
- Hansol Kim
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea; (H.K.); (H.P.); (H.W.); (H.Y.Y.)
| | - Hyunjun Park
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea; (H.K.); (H.P.); (H.W.); (H.Y.Y.)
| | - Hui Wang
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea; (H.K.); (H.P.); (H.W.); (H.Y.Y.)
| | - Hah Young Yoo
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea; (H.K.); (H.P.); (H.W.); (H.Y.Y.)
| | - Jaeyeon Park
- Environment and Resource Convergence Center, Advanced Institute of Convergence Technologies, Suwon 16229, Korea
| | - Jang-Seu Ki
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea; (H.K.); (H.P.); (H.W.); (H.Y.Y.)
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16
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Jacobs-Palmer E, Gallego R, Cribari K, Keller AG, Kelly RP. Environmental DNA Metabarcoding for Simultaneous Monitoring and Ecological Assessment of Many Harmful Algae. Front Ecol Evol 2021. [DOI: 10.3389/fevo.2021.612107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Harmful algae can have profound economic, environmental, and social consequences. As the timing, frequency, and severity of harmful algal blooms (HABs) change alongside global climate, efficient tools to monitor and understand the current ecological context of these taxa are increasingly important. Here we employ environmental DNA metabarcoding to identify patterns in a wide variety of potentially harmful algae and associated ecological communities in the Hood Canal of Puget Sound in Washington State, USA. Tracking trends of occurrence in a series of water samples over a period of 19 months, we find algal sequences from genera with harmful members in a majority of samples, suggesting that these groups are routinely present in local waters. We report patterns in variants of the economically important genus Pseudo-nitzschia (of which some members produce domoic acid; family Bacillariaceae), as well as multiple potentially harmful algal taxa previously unknown or poorly documented in the region, including a cold-water variant from the genus Alexandrium (of which some members produce saxitoxin; family Gonyaulacaceae), two variants from the genus Karlodinium (of which some members produce karlotoxins; family Kareniaceae), and one variant from the parasitic genus Hematodinium (family Syndiniaceae). We then use data on environmental variables and the biological community surrounding each algal taxon to illustrate the ecological context in which they are commonly found. Environmental DNA metabarcoding thus simultaneously (1) alerts us to potential new or cryptic occurrences of algae from harmful genera, (2) expands our knowledge of the co-occurring conditions and species associated with the growth of these organisms in changing marine environments, and (3) suggests a pathway for multispecies monitoring and management moving forward.
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17
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Handy SM, Pawar RS, Ottesen AR, Ramachandran P, Sagi S, Zhang N, Hsu E, Erickson DL. HPLC-UV, Metabarcoding and Genome Skims of Botanical Dietary Supplements: A Case Study in Echinacea. PLANTA MEDICA 2021; 87:314-324. [PMID: 33445185 DOI: 10.1055/a-1336-1685] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The use of DNA-based methods to authenticate botanical dietary supplements has been vigorously debated for a variety of reasons. More comparisons of DNA-based and chemical methods are needed, and concordant evaluation of orthogonal approaches on the same products will provide data to better understand the strengths and weaknesses of both approaches. The overall application of DNA-based methods is already firmly integrated into a wide array of continually modernizing stand alone and complementary authentication protocols. Recently, the use of full-length chloroplast genome sequences provided enhanced discriminatory capacity for closely related species of Echinacea compared to traditional DNA barcoding approaches (matK and rbcL). Here, two next-generation sequencing approaches were used: (1) genome skimming and (2) PCR amplicon (metabarcoding). The two genetic approaches were then combined with HPLC-UV to evaluate 20 commercially available dietary supplements of Echinacea representing "finished" products. The trade-offs involved in different DNA approaches were discussed, with a focus on how DNA methods support existing, accepted chemical methods. In most of the products (19/20), HPLC-UV suggested the presence of Echinacea spp. While metabarcoding was not useful with this genus and instead only resolved 7 products to the family level, genome skimming was able to resolve to species (9) or genus (1) with the 10/20 products where it was successful. Additional ingredients that HPLC-UV was unable to identify were also found in four products along with the relative sequence proportion of the constituents. Additionally, genome skimming was able to identify one product that was a different Echinacea species entirely.
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Affiliation(s)
- Sara M Handy
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Rahul S Pawar
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Andrea R Ottesen
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Padmini Ramachandran
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Satyanarayanaraju Sagi
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Ning Zhang
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, U. S. Food and Drug Administration, College Park, Maryland, United States
| | - Erica Hsu
- Joint Institute of Food Safety and Applied Nutrition, University of Maryland, College Park, Maryland, United States
| | - David L Erickson
- Joint Institute of Food Safety and Applied Nutrition, University of Maryland, College Park, Maryland, United States
- DNA4 Technologies LLC, Halethorpe, Maryland, United States
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18
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Yarimizu K, Sildever S, Hamamoto Y, Tazawa S, Oikawa H, Yamaguchi H, Basti L, Mardones JI, Paredes-Mella J, Nagai S. Development of an absolute quantification method for ribosomal RNA gene copy numbers per eukaryotic single cell by digital PCR. HARMFUL ALGAE 2021; 103:102008. [PMID: 33980448 DOI: 10.1016/j.hal.2021.102008] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 03/04/2021] [Accepted: 03/04/2021] [Indexed: 06/12/2023]
Abstract
Recent increase of Harmful Algal Blooms (HAB) causes world-wide ecological, economical, and health issues, and more attention is paid to frequent coastal monitoring for the early detection of HAB species to prevent or reduce such impacts. Use of molecular tools in addition to traditional microscopy-based observation has become one of the promising methodologies for coastal monitoring. However, as ribosomal RNA (rRNA) genes are commonly targeted in molecular studies, variability in the rRNA gene copy number within and between species must be considered to provide quantitative information in quantitative PCR (qPCR), digital PCR (dPCR), and metabarcoding analyses. Currently, this information is only available for a limited number of species. The present study utilized a dPCR technology to quantify copy numbers of rRNA genes per single cell in 16 phytoplankton species, the majority of which are toxin-producers, using a newly developed universal primer set accompanied by a labeled probe with a fluorophore and a double-quencher. In silico PCR using the newly developed primers allowed the detection of taxa from 8 supergroups, demonstrating universality and broad coverage of the primer set. Chelex buffer was found to be suitable for DNA extraction to obtain DNA fragments with suitable size to avoid underestimation of the copy numbers. The study successfully demonstrated the first comparison of absolute quantification of 18S rRNA copy numbers per cell from 16 phytoplankton species by the dPCR technology.
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Affiliation(s)
- Kyoko Yarimizu
- Japan Fisheries Research and Education Agency, Fisheries Resources Institute, Fisheries Stock Assessment Center, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan; Office of Industry-Academia-Government and Community Collaboration, Hiroshima University, 1-3-2 22 Kagamiyama, Higashi-Hiroshima City, Hiroshima 739-8511, Japan
| | - Sirje Sildever
- Japan Fisheries Research and Education Agency, Fisheries Resources Institute, Fisheries Stock Assessment Center, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan; Department of Marine Systems, Tallinn University of Technology, Akadeemia tee 15A, 12618 Tallinn, Estonia
| | - Yoko Hamamoto
- Japan Fisheries Research and Education Agency, Fisheries Resources Institute, Fisheries Stock Assessment Center, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan
| | - Satoshi Tazawa
- AXIOHELIX Co. Ltd, 12-17 Kandaizumicho, Chiyoda-ku, Tokyo 101-0024, Japan
| | - Hiroshi Oikawa
- Japan Fisheries Research and Education Agency, Fisheries Resources Institute, Fisheries Stock Assessment Center, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan
| | - Haruo Yamaguchi
- Faculty of Agriculture and Marine Sciences, Kochi University, Nankoku, Kochi 783-8502, Japan
| | - Leila Basti
- Department of Ocean Sciences, Tokyo University of Marine Science and Technology, Minato, Tokyo 108-8477, Japan
| | - Jorge I Mardones
- Instituto de Fomento Pesquero, Centro de Estudios de Algas Nocivas (IFOP-CREAN), Padre Harter 574, Puerto Montt 5501679, Chile; Centro FONDAP de Investigación en Dinámica de Ecosistemas Marinos de Altas Latitudes (IDEAL), Valdivia, Chile
| | - Javier Paredes-Mella
- Instituto de Fomento Pesquero, Centro de Estudios de Algas Nocivas (IFOP-CREAN), Padre Harter 574, Puerto Montt 5501679, Chile
| | - Satoshi Nagai
- Japan Fisheries Research and Education Agency, Fisheries Resources Institute, Fisheries Stock Assessment Center, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-8648, Japan.
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Assessing the Use of Molecular Barcoding and qPCR for Investigating the Ecology of Prorocentrum minimum (Dinophyceae), a Harmful Algal Species. Microorganisms 2021; 9:microorganisms9030510. [PMID: 33670984 PMCID: PMC7997176 DOI: 10.3390/microorganisms9030510] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 02/12/2021] [Accepted: 02/19/2021] [Indexed: 01/04/2023] Open
Abstract
Prorocentrum minimum is a species of marine dinoflagellate that occurs worldwide and can be responsible for harmful algal blooms (HABs). Some studies have reported it to produce tetrodotoxin; however, results have been inconsistent. qPCR and molecular barcoding (amplicon sequencing) using high-throughput sequencing have been increasingly applied to quantify HAB species for ecological analyses and monitoring. Here, we isolated a strain of P. minimum from eastern Australian waters, where it commonly occurs, and developed and validated a qPCR assay for this species based on a region of ITS rRNA in relation to abundance estimates from the cultured strain as determined using light microscopy. We used this tool to quantify and examine ecological drivers of P. minimum in Botany Bay, an estuary in southeast Australia, for over ~14 months in 2016–2017. We compared abundance estimates using qPCR with those obtained using molecular barcoding based on an 18S rRNA amplicon. There was a significant correlation between the abundance estimates from amplicon sequencing and qPCR, but the estimates from light microscopy were not significantly correlated, likely due to the counting method applied. Using amplicon sequencing, ~600 unique actual sequence variants (ASVs) were found, much larger than the known phytoplankton diversity from this region. P. minimum abundance in Botany Bay was found to be significantly associated with lower salinities and higher dissolved CO2 levels.
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Geffroy S, Lechat MM, Le Gac M, Rovillon GA, Marie D, Bigeard E, Malo F, Amzil Z, Guillou L, Caruana AMN. From the sxtA4 Gene to Saxitoxin Production: What Controls the Variability Among Alexandrium minutum and Alexandrium pacificum Strains? Front Microbiol 2021; 12:613199. [PMID: 33717003 PMCID: PMC7944994 DOI: 10.3389/fmicb.2021.613199] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 02/03/2021] [Indexed: 12/22/2022] Open
Abstract
Paralytic shellfish poisoning (PSP) is a human foodborne syndrome caused by the consumption of shellfish that accumulate paralytic shellfish toxins (PSTs, saxitoxin group). In PST-producing dinoflagellates such as Alexandrium spp., toxin synthesis is encoded in the nuclear genome via a gene cluster (sxt). Toxin production is supposedly associated with the presence of a 4th domain in the sxtA gene (sxtA4), one of the core genes of the PST gene cluster. It is postulated that gene expression in dinoflagellates is partially constitutive, with both transcriptional and post-transcriptional processes potentially co-occurring. Therefore, gene structure and expression mode are two important features to explore in order to fully understand toxin production processes in dinoflagellates. In this study, we determined the intracellular toxin contents of twenty European Alexandrium minutum and Alexandrium pacificum strains that we compared with their genome size and sxtA4 gene copy numbers. We observed a significant correlation between the sxtA4 gene copy number and toxin content, as well as a moderate positive correlation between the sxtA4 gene copy number and genome size. The 18 toxic strains had several sxtA4 gene copies (9-187), whereas only one copy was found in the two observed non-toxin producing strains. Exploration of allelic frequencies and expression of sxtA4 mRNA in 11 A. minutum strains showed both a differential expression and specific allelic forms in the non-toxic strains compared with the toxic ones. Also, the toxic strains exhibited a polymorphic sxtA4 mRNA sequence between strains and between gene copies within strains. Finally, our study supported the hypothesis of a genetic determinism of toxin synthesis (i.e., the existence of several genetic isoforms of the sxtA4 gene and their copy numbers), and was also consistent with the hypothesis that constitutive gene expression and moderation by transcriptional and post-transcriptional regulation mechanisms are the cause of the observed variability in the production of toxins by A. minutum.
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Affiliation(s)
| | | | | | | | - Dominique Marie
- Sorbonne Université, CNRS, UMR 7144 Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, Roscoff, France
| | - Estelle Bigeard
- Sorbonne Université, CNRS, UMR 7144 Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, Roscoff, France
| | | | | | - Laure Guillou
- Sorbonne Université, CNRS, UMR 7144 Adaptation et Diversité en Milieu Marin, Station Biologique de Roscoff, Roscoff, France
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21
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Karlson B, Andersen P, Arneborg L, Cembella A, Eikrem W, John U, West JJ, Klemm K, Kobos J, Lehtinen S, Lundholm N, Mazur-Marzec H, Naustvoll L, Poelman M, Provoost P, De Rijcke M, Suikkanen S. Harmful algal blooms and their effects in coastal seas of Northern Europe. HARMFUL ALGAE 2021; 102:101989. [PMID: 33875185 DOI: 10.1016/j.hal.2021.101989] [Citation(s) in RCA: 78] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 01/22/2021] [Accepted: 01/24/2021] [Indexed: 06/12/2023]
Abstract
Harmful algal blooms (HAB) are recurrent phenomena in northern Europe along the coasts of the Baltic Sea, Kattegat-Skagerrak, eastern North Sea, Norwegian Sea and the Barents Sea. These HABs have caused occasional massive losses for the aquaculture industry and have chronically affected socioeconomic interests in several ways. This status review gives an overview of historical HAB events and summarises reports to the Harmful Algae Event Database from 1986 to the end of year 2019 and observations made in long term monitoring programmes of potentially harmful phytoplankton and of phycotoxins in bivalve shellfish. Major HAB taxa causing fish mortalities in the region include blooms of the prymnesiophyte Chrysochromulina leadbeateri in northern Norway in 1991 and 2019, resulting in huge economic losses for fish farmers. A bloom of the prymesiophyte Prymnesium polylepis (syn. Chrysochromulina polylepis) in the Kattegat-Skagerrak in 1988 was ecosystem disruptive. Blooms of the prymnesiophyte Phaeocystis spp. have caused accumulations of foam on beaches in the southwestern North Sea and Wadden Sea coasts and shellfish mortality has been linked to their occurrence. Mortality of shellfish linked to HAB events has been observed in estuarine waters associated with influx of water from the southern North Sea. The first bloom of the dictyochophyte genus Pseudochattonella was observed in 1998, and since then such blooms have been observed in high cell densities in spring causing fish mortalities some years. Dinoflagellates, primarily Dinophysis spp., intermittently yield concentrations of Diarrhetic Shellfish Toxins (DST) in blue mussels, Mytilus edulis, above regulatory limits along the coasts of Norway, Denmark and the Swedish west coast. On average, DST levels in shellfish have decreased along the Swedish and Norwegian Skagerrak coasts since approximately 2006, coinciding with a decrease in the cell abundance of D. acuta. Among dinoflagellates, Alexandrium species are the major source of Paralytic Shellfish Toxins (PST) in the region. PST concentrations above regulatory levels were rare in the Skagerrak-Kattegat during the three decadal review period, but frequent and often abundant findings of Alexandrium resting cysts in surface sediments indicate a high potential risk for blooms. PST levels often above regulatory limits along the west coast of Norway are associated with A. catenella (ribotype Group 1) as the main toxin producer. Other Alexandrium species, such as A. ostenfeldii and A. minutum, are capable of producing PST among some populations but are usually not associated with PSP events in the region. The cell abundance of A. pseudogonyaulax, a producer of the ichthyotoxin goniodomin (GD), has increased in the Skagerrak-Kattegat since 2010, and may constitute an emerging threat. The dinoflagellate Azadinium spp. have been unequivocally linked to the presence of azaspiracid toxins (AZT) responsible for Azaspiracid Shellfish Poisoning (AZP) in northern Europe. These toxins were detected in bivalve shellfish at concentrations above regulatory limits for the first time in Norway in blue mussels in 2005 and in Sweden in blue mussels and oysters (Ostrea edulis and Crassostrea gigas) in 2018. Certain members of the diatom genus Pseudo-nitzschia produce the neurotoxin domoic acid and analogs known as Amnesic Shellfish Toxins (AST). Blooms of Pseudo-nitzschia were common in the North Sea and the Skagerrak-Kattegat, but levels of AST in bivalve shellfish were rarely above regulatory limits during the review period. Summer cyanobacteria blooms in the Baltic Sea are a concern mainly for tourism by causing massive fouling of bathing water and beaches. Some of the cyanobacteria produce toxins, e.g. Nodularia spumigena, producer of nodularin, which may be a human health problem and cause occasional dog mortalities. Coastal and shelf sea regions in northern Europe provide a key supply of seafood, socioeconomic well-being and ecosystem services. Increasing anthropogenic influence and climate change create environmental stressors causing shifts in the biogeography and intensity of HABs. Continued monitoring of HAB and phycotoxins and the operation of historical databases such as HAEDAT provide not only an ongoing status report but also provide a way to interpret causes and mechanisms of HABs.
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Affiliation(s)
- Bengt Karlson
- Swedish Meteorological and Hydrological Institute, Research and Development, Oceanography, Sven Källfelts gata 15, SE-426 71 Västra Frölunda, Sweden.
| | - Per Andersen
- Aarhus University, Marine Ecology, Vejlsøvej 25, 8600 Silkeborg, Denmark
| | - Lars Arneborg
- Swedish Meteorological and Hydrological Institute, Research and Development, Oceanography, Sven Källfelts gata 15, SE-426 71 Västra Frölunda, Sweden
| | - Allan Cembella
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, 27570 Bremerhaven, Germany
| | - Wenche Eikrem
- University of Oslo, Department of Biosciences, P. O. Box 1066 Blindern, Oslo 0316, Norway; Norwegian Institute for Water Research. Gaustadalleen 21, 0349 Oslo, Norway
| | - Uwe John
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, 27570 Bremerhaven, Germany; Helmholtz Institute for Functional Marine Biodiversity, Ammerländer Heerstraße 231, 26129 Oldenburg, Germany
| | - Jennifer Joy West
- CICERO Center for International Climate Research, P.O. Box 1129, 0318 Blindern, Oslo Norway
| | - Kerstin Klemm
- Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, 27570 Bremerhaven, Germany
| | - Justyna Kobos
- University of Gdansk, Institute of Oceanography, Division of Marine Biotechnology, Marszalka Pilsudskiego 46, 81-378 Gdynia; POLAND
| | - Sirpa Lehtinen
- Finnish Environment Institute (SYKE), Marine Research Centre, Agnes Sjöbergin katu 2, 00790 Helsinki, Finland
| | - Nina Lundholm
- Natural History Museum of Denmark, University of Copenhagen, Øster Farimagsgade 5, 1353 Copenhagen K, Denmark
| | - Hanna Mazur-Marzec
- University of Gdansk, Institute of Oceanography, Division of Marine Biotechnology, Marszalka Pilsudskiego 46, 81-378 Gdynia; POLAND
| | - Lars Naustvoll
- Institute of Marine Research, Flødevigen Marine Research Station, N-4817 His, Norway
| | - Marnix Poelman
- Wageningen UR, Wageningen Marine Research, P.O. box 77, 4400 AB, Yerseke, The Netherlands
| | - Pieter Provoost
- Intergovernmental Oceanographic Commission, Project Office for IODE, Wandelaarkaai 7/61 - 8400 Oostende, Belgium
| | - Maarten De Rijcke
- Flanders Marine Institute (VLIZ), Wandelaarkaai 7, B-8400 Oostende, Belgium
| | - Sanna Suikkanen
- Finnish Environment Institute (SYKE), Marine Research Centre, Agnes Sjöbergin katu 2, 00790 Helsinki, Finland
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22
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Elleuch J, Barkallah M, Smith KF, Ben Neila I, Fendri I, Abdelkafi S. Quantitative PCR assay for the simultaneous identification and enumeration of multiple Karenia species. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2020; 27:36889-36899. [PMID: 32577959 DOI: 10.1007/s11356-020-09739-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2019] [Accepted: 06/15/2020] [Indexed: 06/11/2023]
Abstract
Quantitative PCR (qPCR) is the method of choice for specific detection and quantification of harmful algal bloom (HAB) species. Development of qPCR assay for simultaneous enumeration of species that frequently co-exist in HABs is required. A high sensitivity TaqMan qPCR assay, using probe and primers, located at ITS1-5.8S-ITS2 rDNA region, detecting, specifically, Karenia selliformis, K. bidigitata, and K. mikimotoi, was designed. ITS1-5.8S-ITS2 rDNA region copy numbers per Karenia cell genome were estimated to 217.697 ± 67.904, allowing cell quantification. An application of the designed methodology in field samples has been conducted, and it showed high sensitivity (detection of around 10-1 cell/100 mg of bivalve mollusk tissue, equivalent to about 20 copies of the target sequence). We suggest that the optimized method could contribute to early detection of three closely related Karenia species in seafood cultivating areas to promote control quality, guarantee a fast and effective intervention, and improve public health prevention.
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Affiliation(s)
- Jihen Elleuch
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia.
| | - Mohamed Barkallah
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
| | - Kirsty F Smith
- Cawthron Institute, 98 Halifax Street East, Private Bag 2, Nelson, 7042, New Zealand
| | | | - Imen Fendri
- Laboratory of Plant Biotechnology Applied to the Improvement of Cultures, Faculty of Sciences of Sfax, University of Sfax, Sfax, Tunisia
| | - Slim Abdelkafi
- Laboratoire de Génie Enzymatique et Microbiologie, Equipe Biotechnologie des Algues, Ecole Nationale d'Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia
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23
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Jaing C, Thissen J, Morrison M, Dillon MB, Waters SM, Graham GT, Be NA, Nicoll P, Verma S, Caro T, Smith DJ. Sierra Nevada sweep: metagenomic measurements of bioaerosols vertically distributed across the troposphere. Sci Rep 2020; 10:12399. [PMID: 32709938 PMCID: PMC7382458 DOI: 10.1038/s41598-020-69188-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 07/08/2020] [Indexed: 12/14/2022] Open
Abstract
To explore how airborne microbial patterns change with height above the Earth’s surface, we flew NASA’s C-20A aircraft on two consecutive days in June 2018 along identical flight paths over the US Sierra Nevada mountain range at four different altitudes ranging from 10,000 ft to 40,000 ft. Bioaerosols were analyzed by metagenomic DNA sequencing and traditional culturing methods to characterize the composition and diversity of atmospheric samples compared to experimental controls. The relative abundance of taxa changed significantly at each altitude sampled, and the diversity profile shifted across the two sampling days, revealing a regional atmospheric microbiome that is dynamically changing. The most proportionally abundant microbial genera were Mycobacterium and Achromobacter at 10,000 ft; Stenotrophomonas and Achromobacter at 20,000 ft; Delftia and Pseudoperonospora at 30,000 ft; and Alcaligenes and Penicillium at 40,000 ft. Culture-based detections also identified viable Bacillus zhangzhouensis, Bacillus pumilus, and Bacillus spp. in the upper troposphere. To estimate bioaerosol dispersal, we developed a human exposure likelihood model (7-day forecast) using general aerosol characteristics and measured meteorological conditions. By coupling metagenomics to a predictive atmospheric model, we aim to set the stage for field campaigns that monitor global bioaerosol emissions and impacts.
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Affiliation(s)
- Crystal Jaing
- Physical & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA.
| | - James Thissen
- Physical & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA
| | - Michael Morrison
- Physical & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA
| | - Michael B Dillon
- Physical & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA
| | - Samantha M Waters
- Universities Space Research Association, Maryland, USA.,NASA Ames Research Center, Space Biosciences Division, Moffett Field, CA, USA
| | | | - Nicholas A Be
- Physical & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, USA
| | | | - Sonali Verma
- Blue Marble Space Institute of Science, Space Bioscences Division, NASA Ames Research Center, Moffett Field, CA, USA
| | - Tristan Caro
- Department of Geological Sciences, University of Colorado, Boulder, CO, USA
| | - David J Smith
- NASA Ames Research Center, Space Biosciences Division, Moffett Field, CA, USA
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Distribution and abundance of azaspiracid-producing dinophyte species and their toxins in North Atlantic and North Sea waters in summer 2018. PLoS One 2020; 15:e0235015. [PMID: 32559229 PMCID: PMC7304611 DOI: 10.1371/journal.pone.0235015] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Accepted: 06/05/2020] [Indexed: 12/11/2022] Open
Abstract
Representatives of the marine dinophyte family Amphidomataceae produce lipophilic phycotoxins called azaspiracids (AZA) which may cause azaspiracid shellfish poisoning (AZP) in humans after consumption of contaminated seafood. Three of the four known toxigenic species are observed frequently in the eastern North Atlantic. In 2018, a research survey was performed to strengthen knowledge on the distribution and abundance of toxigenic Amphidomataceae and their respective toxins in Irish coastal waters and in the North Sea. Species-specific quantification of the three toxigenic species (Azadinium spinosum, Azadinium poporum and Amphidoma languida) was based on recently developed qPCR assays, whose performance was successfully validated and tested with specificity tests and spike experiments. The multi-method approach of on-board live microscopy, qPCR assays and chemical AZA-analysis revealed the presence of Amphidomataceae in the North Atlantic including the three targeted toxigenic species and their respective AZA analogues (AZA-1, -2, -33, -38, -39). Azadinium spinosum was detected at the majority of Irish stations with a peak density of 8.3 x 104 cells L-1 and AZA (AZA-1, -2, -33) abundances up to 1,274 pg L-1. Amphidoma languida was also present at most Irish stations but appeared in highest abundance in a bloom at a central North Sea station with a density of 1.2 x 105 cells L-1 and an AZA (AZA-38, -39) abundances of 618 pg L-1. Azadinium poporum was detected sporadically at the Irish south coast and North Sea and was rather low in abundance during this study. The results confirmed the wide distribution and frequent occurrence of the target species in the North Atlantic area and revealed, for the first time, bloom abundances of toxigenic Amphidomataceae in this area. This emphasizes the importance of future studies and monitoring of amphidomatacean species and their respective AZA analogues in the North Atlantic.
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Barua A, Ajani PA, Ruvindy R, Farrell H, Zammit A, Brett S, Hill D, Sarowar C, Hoppenrath M, Murray SA. First Detection of Paralytic Shellfish Toxins from Alexandrium pacificum above the Regulatory Limit in Blue Mussels ( Mytilus galloprovincialis) in New South Wales, Australia. Microorganisms 2020; 8:E905. [PMID: 32560067 PMCID: PMC7356031 DOI: 10.3390/microorganisms8060905] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 06/03/2020] [Accepted: 06/04/2020] [Indexed: 01/11/2023] Open
Abstract
In 2016, 2017 and 2018, elevated levels of the species Alexandrium pacificum were detected within a blue mussel (Mytilus galloprovincialis) aquaculture area at Twofold Bay on the south coast of New South Wales, Australia. In 2016, the bloom persisted for at least eight weeks and maximum cell concentrations of 89,000 cells L-1 of A. pacificum were reported. The identity of A. pacificum was confirmed using molecular genetic tools (qPCR and amplicon sequencing) and complemented by light and scanning electron microscopy of cultured strains. Maximum reported concentrations of paralytic shellfish toxins (PSTs) in mussel tissue was 7.2 mg/kg PST STX equivalent. Elevated cell concentrations of A. pacificum were reported along the adjacent coastal shelf areas, and positive PST results were reported from nearby oyster producing estuaries during 2016. This is the first record of PSTs above the regulatory limit (0.8 mg/kg) in commercial aquaculture in New South Wales since the establishment of routine biotoxin monitoring in 2005. The intensity and duration of the 2016 A. pacificum bloom were unusual given the relatively low abundances of A. pacificum in estuarine and coastal waters of the region found in the prior 10 years.
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Affiliation(s)
- Abanti Barua
- Climate Change Cluster (C3), University of Technology Sydney, Sydney 2007, Australia; (P.A.A.); (R.R.); (S.A.M.)
- Department of Microbiology, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
| | - Penelope A. Ajani
- Climate Change Cluster (C3), University of Technology Sydney, Sydney 2007, Australia; (P.A.A.); (R.R.); (S.A.M.)
| | - Rendy Ruvindy
- Climate Change Cluster (C3), University of Technology Sydney, Sydney 2007, Australia; (P.A.A.); (R.R.); (S.A.M.)
| | - Hazel Farrell
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia; (H.F.); (A.Z.)
| | - Anthony Zammit
- NSW Food Authority, NSW Department of Primary Industries, PO Box 232, Taree 2430, Australia; (H.F.); (A.Z.)
| | - Steve Brett
- Microalgal Services, 308 Tucker Rd, Ormond 3204, Australia; (S.B.); (D.H.)
| | - David Hill
- Microalgal Services, 308 Tucker Rd, Ormond 3204, Australia; (S.B.); (D.H.)
| | - Chowdhury Sarowar
- Sydney Institute of Marine Science, 19 Chowder Bay Road, Mosman 2088, Australia;
| | - Mona Hoppenrath
- Senckenberg am Meer, Deutsches Zentrum für Marine Biodiversitätsforschung (DZMB), Südstrand 44, 26382 Wilhelmshaven, Germany;
| | - Shauna A. Murray
- Climate Change Cluster (C3), University of Technology Sydney, Sydney 2007, Australia; (P.A.A.); (R.R.); (S.A.M.)
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26
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Xu C, Huang S, Huang Y, Effiong K, Yu S, Hu J, Xiao X. New insights into the harmful algae inhibition by Spartina alterniflora: Cellular physiology and metabolism of extracellular secretion. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 714:136737. [PMID: 31982752 DOI: 10.1016/j.scitotenv.2020.136737] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2019] [Revised: 01/14/2020] [Accepted: 01/14/2020] [Indexed: 05/11/2023]
Abstract
This study investigated the response of three toxic harmful algal blooms (HABs) species, Heterosigma akashiwo, Chattonella marina, and Alexandrium tamarense to coastal invasive plant, Spartina alterniflora. In this study, the growth of three HABs species were suppressed significantly by S. alterniflora extracts, showing a dose-response relationship. The raphidophyte H. akashiwo and C. marina exhibited higher inhibitory response with EC50,7d decreased by 14% and 75% as compared to the dinoflagellate A. tamarense. C. marina was the most sensitive among the three species. S. alterniflora extracts disrupted algal cellular integrity and photosynthesis. Furthermore, the extracellular organic matters were detected by fluorescence excitation-emission matrix. Algal metabolites, protein-like substances (tyrosine-like peak and tryptophan-like peak) decreased as time prolonged and the humic-like substances (UVA marine humic-like peak) increased when algal cells were exposed to S. alterniflora extracts. These results provide new insights to the inhibition mechanism of S. alterniflora extracts on HABs species.
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Affiliation(s)
- Caicai Xu
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Shitao Huang
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Yuzhou Huang
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Kokoette Effiong
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Shumiao Yu
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Jing Hu
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China
| | - Xi Xiao
- Department of Marine Science, Ocean College, Zhejiang University, Zhou Shan 316021, People's Republic of China; Key Laboratory of Integrated Marine Monitoring and Applied Technologies for Harmful Algal Blooms, S.O.A., MATHAB, Shanghai 200137, People's Republic of China; Laboratory of Marine Ecosystem and Biogeochemistry, Second Institute of Oceanography, MNR, Hangzhou 310012, People's Republic of China.
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27
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Nagai S, Chen H, Kawakami Y, Yamamoto K, Sildever S, Kanno N, Oikawa H, Yasuike M, Nakamura Y, Hongo Y, Fujiwara A, Kobayashi T, Gojobori T. Monitoring of the toxic dinoflagellate Alexandrium catenella in Osaka Bay, Japan using a massively parallel sequencing (MPS)-based technique. HARMFUL ALGAE 2019; 89:101660. [PMID: 31672234 DOI: 10.1016/j.hal.2019.101660] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 08/10/2019] [Accepted: 08/28/2019] [Indexed: 06/10/2023]
Abstract
Since 2002, blooms of Alexandrium catenella sensu Fraga et al. (2015) and paralytic shellfish toxicity events have occurred almost yearly in Osaka Bay, Japan. To better understand the triggers for reoccurring A. catenella blooms in Osaka Bay, phytoplankton community was monitored during the spring seasons of 2012-2015. Monitoring was performed using massively parallel sequencing (MPS)-based technique on amplicon sequences of the 18S rRNA gene. Dense blooms of A. catenella occurred every year except in 2012, however, there was no significant correlation with the environmental parameters investigated. Plankton community diversity decreased before and middle of the A. catenella blooms, suggesting that the decline in diversity could be an indicator for the bloom occurrence. The yearly abundance pattern of A. catenella cells obtained by morphology-based counting coincided with the relative sequence abundances, which supports the effectiveness of MPS-based phytoplankton monitoring.
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Affiliation(s)
- Satoshi Nagai
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan.
| | - Hungyen Chen
- Department of Agronomy, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei, 10617, Taiwan
| | - Yoko Kawakami
- AXIOHELIX Co. Ltd, -12-17 Kandaizumicho, Chiyoda-ku, Tokyo, 101-0024, Japan
| | - Keigo Yamamoto
- Research Institute of Environment, Agriculture and Fisheries, Osaka Prefecture, 2926-1 Tanigawa, Misaki, Sen-Nan, Osaka, 599-0311, Japan
| | - Sirje Sildever
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Nanako Kanno
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Hiroshi Oikawa
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Motoshige Yasuike
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Yoji Nakamura
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Yuki Hongo
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Atushi Fujiwara
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Takanori Kobayashi
- National Research Institute of Fisheries Science, 2-12-4 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-8648, Japan
| | - Takashi Gojobori
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, 4700 KAUST, Thuwal, 23955-6900, Saudi Arabia
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Verma A, Barua A, Ruvindy R, Savela H, Ajani PA, Murray SA. The Genetic Basis of Toxin Biosynthesis in Dinoflagellates. Microorganisms 2019; 7:E222. [PMID: 31362398 PMCID: PMC6722697 DOI: 10.3390/microorganisms7080222] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Revised: 07/23/2019] [Accepted: 07/27/2019] [Indexed: 02/07/2023] Open
Abstract
In marine ecosystems, dinoflagellates can become highly abundant and even dominant at times, despite their comparatively slow growth rates. One factor that may play a role in their ecological success is the production of complex secondary metabolite compounds that can have anti-predator, allelopathic, or other toxic effects on marine organisms, and also cause seafood poisoning in humans. Our knowledge about the genes involved in toxin biosynthesis in dinoflagellates is currently limited due to the complex genomic features of these organisms. Most recently, the sequencing of dinoflagellate transcriptomes has provided us with valuable insights into the biosynthesis of polyketide and alkaloid-based toxin molecules in dinoflagellate species. This review synthesizes the recent progress that has been made in understanding the evolution, biosynthetic pathways, and gene regulation in dinoflagellates with the aid of transcriptomic and other molecular genetic tools, and provides a pathway for future studies of dinoflagellates in this exciting omics era.
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Affiliation(s)
- Arjun Verma
- Climate Change Cluster, University of Technology Sydney, Sydney 2007, Australia.
| | - Abanti Barua
- Climate Change Cluster, University of Technology Sydney, Sydney 2007, Australia
- Department of Microbiology, Noakhali Science and Technology University, Chittagong 3814, Bangladesh
| | - Rendy Ruvindy
- Climate Change Cluster, University of Technology Sydney, Sydney 2007, Australia
| | - Henna Savela
- Finnish Environment Institute, Marine Research Centre, 00790 Helsinki, Finland
| | - Penelope A Ajani
- Climate Change Cluster, University of Technology Sydney, Sydney 2007, Australia
| | - Shauna A Murray
- Climate Change Cluster, University of Technology Sydney, Sydney 2007, Australia
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Condie SA, Oliver ECJ, Hallegraeff GM. Environmental drivers of unprecedented Alexandrium catenella dinoflagellate blooms off eastern Tasmania, 2012-2018. HARMFUL ALGAE 2019; 87:101628. [PMID: 31349887 DOI: 10.1016/j.hal.2019.101628] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 06/07/2019] [Accepted: 06/07/2019] [Indexed: 06/10/2023]
Abstract
Blooms of the highly toxic dinoflagellate Alexandrium catenella (previously referred to as tamarense group 1) were first detected off eastern Tasmania in 2012 and have since been responsible for incidences of human paralytic shellfish poisoning and extended closures (up to 25 weeks) of mussel, oyster, scallop, abalone and rock lobster industries (up to 150 mg/kg PST in mussels). Investigation of meteorological and oceanographic influences indicate that the annually recurrent winter-spring blooms (June-Oct) occur within a narrow water temperature window (10-15 °C) under two distinct sets of conditions: (1) following high rainfall and land run-off, under relatively light winds; and (2) following periods of anomalously low air temperatures and associated cooling of shallow coastal waters, again under relatively light winds. The common driver of blooms appears to be the development of stratification in coastal waters, via salinity and/or temperature gradients. We propose a framework for evaluating the risk of Alexandrium with the aim of developing a forecasting capability, and compare these environmental conditions with historic data to understand the recent advent of these blooms.
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Affiliation(s)
- Scott A Condie
- CSIRO Oceans and Atmosphere, GPO Box 1538, Hobart, Tasmania 7001, Australia.
| | - Eric C J Oliver
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania 7001, Australia; Department of Oceanography, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Gustaaf M Hallegraeff
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania 7001, Australia
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