1
|
Andrés J, Czechowski P, Grey E, Saebi M, Andres K, Brown C, Chawla N, Corbett JJ, Brys R, Cassey P, Correa N, Deveney MR, Egan SP, Fisher JP, Vanden Hooff R, Knapp CR, Leong SCY, Neilson BJ, Paolucci EM, Pfrender ME, Pochardt MR, Prowse TAA, Rumrill SS, Scianni C, Sylvester F, Tamburri MN, Therriault TW, Yeo DCJ, Lodge DM. Environment and shipping drive environmental DNA beta-diversity among commercial ports. Mol Ecol 2023; 32:6696-6709. [PMID: 36799015 DOI: 10.1111/mec.16888] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 02/05/2023] [Accepted: 02/06/2023] [Indexed: 02/18/2023]
Abstract
The spread of nonindigenous species by shipping is a large and growing global problem that harms coastal ecosystems and economies and may blur coastal biogeographical patterns. This study coupled eukaryotic environmental DNA (eDNA) metabarcoding with dissimilarity regression to test the hypothesis that ship-borne species spread homogenizes port communities. We first collected and metabarcoded water samples from ports in Europe, Asia, Australia and the Americas. We then calculated community dissimilarities between port pairs and tested for effects of environmental dissimilarity, biogeographical region and four alternative measures of ship-borne species transport risk. We predicted that higher shipping between ports would decrease community dissimilarity, that the effect of shipping would be small compared to that of environment dissimilarity and shared biogeography, and that more complex shipping risk metrics (which account for ballast water and stepping-stone spread) would perform better. Consistent with our hypotheses, community dissimilarities increased significantly with environmental dissimilarity and, to a lesser extent, decreased with ship-borne species transport risks, particularly if the ports had similar environments and stepping-stone risks were considered. Unexpectedly, we found no clear effect of shared biogeography, and that risk metrics incorporating estimates of ballast discharge did not offer more explanatory power than simpler traffic-based risks. Overall, we found that shipping homogenizes eukaryotic communities between ports in predictable ways, which could inform improvements in invasive species policy and management. We demonstrated the usefulness of eDNA metabarcoding and dissimilarity regression for disentangling the drivers of large-scale biodiversity patterns. We conclude by outlining logistical considerations and recommendations for future studies using this approach.
Collapse
Affiliation(s)
- Jose Andrés
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Cornell Atkinson Center for Sustainability, Cornell University, Ithaca, New York, USA
| | - Paul Czechowski
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Department of Anatomy, University of Otago, Dunedin, New Zealand
- Helmholtz Institute for Metabolic, Obesity and Vascular Research, Leipzig, Germany
| | - Erin Grey
- School of Biology and Ecology and Maine Center for Genetics in the Environment, University of Maine, Orono, Maine, USA
- Division of Science, Mathematics and Technology, Governors State University, University Park, Illinois, USA
| | - Mandana Saebi
- Center for Network and Data Science (CNDS), University of Notre Dame, Notre Dame, Indiana, USA
| | - Kara Andres
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Cornell Atkinson Center for Sustainability, Cornell University, Ithaca, New York, USA
| | - Christopher Brown
- Golden Bear Research Center, California State University Maritime Academy, Vallejo, California, USA
| | - Nitesh Chawla
- Center for Network and Data Science (CNDS), University of Notre Dame, Notre Dame, Indiana, USA
| | - James J Corbett
- College of Earth, Ocean, and Environment, University of Delaware, Newark, Delaware, USA
| | - Rein Brys
- Research Institute for Nature and Forest, Geraardsbergen, Belgium
| | - Phillip Cassey
- School of Biological Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Nancy Correa
- Servicio de Hidrografía Naval (Ministerio de Defensa), Buenos Aires, Argentina
- Escuela de Ciencias del Mar, Sede Educativa Universitaria, Facultad de la Armada, UNDEF, Buenos Aires, Argentina
| | - Marty R Deveney
- SARDI Aquatic Science and Marine Innovation SA, South Australian Research and Development Institute, West Beach, South Australia, Australia
| | - Scott P Egan
- Department of BioSciences, Rice University, Houston, Texas, USA
| | - Joshua P Fisher
- United States Fish and Wildlife Service, Pacific Islands Fish and Wildlife Office, Honolulu, Hawaii, USA
| | | | - Charles R Knapp
- Daniel P. Haerther Center for Conservation and Research, Chicago, Illinois, USA
| | - Sandric Chee Yew Leong
- St. John's Island National Marine Laboratory, Tropical Marine Science Institute, National University of Singapore, Singapore, Singapore
| | - Brian J Neilson
- State of Hawaii Division of Aquatic Resources, Honolulu, Hawaii, USA
| | - Esteban M Paolucci
- Museo Argentino de Ciencias Naturales "Bernardino Rivadavia"-CONICET, Buenos Aires, Argentina
| | - Michael E Pfrender
- Department of Biological Sciences and Environmental Change Initiative, University of Notre Dame, Notre Dame, Indiana, USA
| | | | - Thomas A A Prowse
- School of Biological Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Steven S Rumrill
- Marine Resources Program, Oregon Department of Fish and Wildlife, Newport, Oregon, USA
| | - Chris Scianni
- California State Lands Commission, Marine Invasive Species Program, Long Beach, California, USA
- Instituto para el Estudio de la Biodiversidad de Invertebrados, Facultad de Ciencias Naturales, Universidad Nacional de Salta, Salta, Argentina
| | - Francisco Sylvester
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Salta, Argentina
| | - Mario N Tamburri
- Chesapeake Biological Laboratory, University of Maryland Center for Environmental Science, Solomons, Maryland, USA
| | - Thomas W Therriault
- Fisheries and Oceans Canada, Pacific Biological Station, Nanaimo, British Columbia, Canada
| | - Darren C J Yeo
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Lee Kong Chian Natural History Museum, National University of Singapore, Singapore, Singapore
| | - David M Lodge
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Cornell Atkinson Center for Sustainability, Cornell University, Ithaca, New York, USA
| |
Collapse
|
2
|
Wang Z, Kacimi A, Xu H, Du M. Global Impacts of a Bilateral Trade Policy on Ballast Water-Mediated Species Spread Risk: A Case Study of Sino-US Trade. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:5275-5283. [PMID: 36940433 DOI: 10.1021/acs.est.2c09119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
A trade policy could generate both economic and environmental impacts. This work is focused on the impacts of a bilateral trade policy on ballast water-mediated nonindigenous species (NIS) spread risk. Taking the hypothetical Sino-US trade restriction as an example, we integrate a computable general equilibrium model and a higher-order NIS spread risk assessment model to examine the impacts of bilateral trade policy on both the economy and NIS spread risks. We have two important findings. First, the Sino-US trade restriction would cause decreases in NIS spread risks to China and the US, as well as to three quarters of worldwide countries/regions. However, the rest one fourth would experience increased NIS spread risks. Second, the relationship between changes in exports and changes in NIS spread risks might not be directly proportional. This is observed with 46% of countries and regions that would see their exports increase but their NIS spread risks drop, with positive impacts on both their economies and environment under the Sino-US trade restriction. These results reveal both broader global impacts as well as the decoupled economic and ecological impacts of a bilateral trade policy. These broader impacts demonstrate the necessity for national governments, which are parties to bilateral agreements to give due consideration to the economic and environmental impacts on countries and regions outside of the agreement.
Collapse
Affiliation(s)
- Zhaojun Wang
- Smithsonian Environmental Research Center, 647 Contees Wharf Rd, Edgewater, Maryland 21037, United States
| | - Adel Kacimi
- Marine and Coastal Ecosystems Laboratory, Department of Marine and Coastal Environment, National Higher School of Marine Sciences and Coastal Management, 16320 Algiers, Algeria
| | - Hailian Xu
- State Key Joint Laboratory of ESPC, School of Environment, Tsinghua University, 100084 Beijing, China
| | - Mingxi Du
- School of Public Policy and Administration, Xi'an Jiaotong University, Xi'an 710049, China
| |
Collapse
|
3
|
Bereza D, Shenkar N. Shipping voyage simulation reveals abiotic barriers to marine bioinvasions. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 837:155741. [PMID: 35525364 DOI: 10.1016/j.scitotenv.2022.155741] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2022] [Revised: 04/06/2022] [Accepted: 05/02/2022] [Indexed: 06/14/2023]
Abstract
The shipping industry is considered the main vector of introduction of marine non-indigenous species (NIS). NIS distributions are often a consequence of frequent trade activities that are affected by economic trends. A dominant trend in the shipping industry is the operation of Ultra Large Container Vessels (ULCV), which are over 395 m long and sail mostly on the East-Asia - northern-Europe route. Understanding the risk of NIS introduction by this emerging shipping category is needed for devising strategies for sustainable shipping. Here, we conducted a controlled simulation of key abiotic factors that determine marine bioinvasion success: temperature, salinity, and food availability along selected routes, under two treatments: ULCV and intermediate-size vessels. We tested the effect of each treatment and the varying environmental conditions on the survival of two invasive ascidians (Chordata, Ascidiacea). We used survival analysis methods to locate predictors of ascidian mortality; Environmental conditions at ports with high mortality were used to identify similar major ports on a global scale as potential abiotic barriers. The key factors in ascidian mortality varied between the two species, but for both species, the treatment and salinity were dominant predictors for survival. We identified Port Klang, Rotterdam, and Dammam as ports with high mortality and located several globally distributed major ports that present similar environmental conditions. Our results highlight the potential role of selected major ports as abiotic barriers to fouling organisms during ocean voyages. The tolerance of the tropical-origin Microcosmus exasperatus to the northern-Europe conditions, and of the temperate/sub-tropical origin Styela plicata, to high temperature conditions, point out the urgent need to modify international fouling regulations in view of global change. Further studies on the survival of fouling organisms during a cascade of changing environmental conditions will contribute to the advancement of science-based regulations to reduce the adverse effects of NIS.
Collapse
Affiliation(s)
- Doron Bereza
- School of Zoology, George S. Wise Faculty of Life Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Noa Shenkar
- School of Zoology, George S. Wise Faculty of Life Sciences, Tel-Aviv University, Tel Aviv, Israel; The Steinhardt Museum of Natural History and Israel National Center for Biodiversity Studies, Tel-Aviv University, Tel Aviv, Israel.
| |
Collapse
|
4
|
Exploring Ballast Water Management in Taiwan Using the PSR Conceptual Model Based on Stakeholders’ Perspectives. WATER 2022. [DOI: 10.3390/w14152409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Accidental introduction of nonindigenous aquatic species (NIAS) is usually mediated by shipping through ballast water. Ballast water management plans are being developed and implemented around the world to prevent the spread of NIAS. However, for marine environmental management, incorporating stakeholders’ perceptions into designing and formulating management plans is key to achieving successful implementation. This study used qualitative interviews and grounded theory to induce the influencing factors and conceptual model of stakeholders’ perceptions on ballast water management (BWM) issues. The interplay of the pressure–state–response conceptual model based on grounded theory was established to elaborate on stakeholders’ perceptions. The study results indicated that local ballast water management required comprehensive port state control (PSC) and technical competency development. Second, an international commercial port can be used as a demonstration area to demonstrate the effectiveness and the potential benefits of BWM implementation due to its potential to link with international networks. Moreover, legislation, surveying/monitoring, institutional capacity and outreach/education are the four fundamentals to marine bio-invasion management. Initiating ballast water management measures as part of port environmental management aims to enhance marine pollution management capacity, especially in the field of marine bio-invasion management.
Collapse
|
5
|
Wang Z, Countryman AM, Corbett JJ, Saebi M. Economic and environmental impacts of ballast water management on Small Island Developing States and Least Developed Countries. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 301:113779. [PMID: 34597945 DOI: 10.1016/j.jenvman.2021.113779] [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: 07/01/2021] [Revised: 08/26/2021] [Accepted: 09/17/2021] [Indexed: 06/13/2023]
Abstract
The Ballast Water Management Convention can decrease the introduction risk of harmful aquatic organisms and pathogens, yet the Convention increases shipping costs and causes subsequent economic impacts. This paper examines whether the Convention generates disproportionate invasion risk reduction results and economic impacts on Small Island Developing States (SIDS) and Least Developed Countries (LDCs). Risk reduction is estimated with an invasion risk assessment model based on a higher-order network, and the effects of the regulation on national economies and trade are estimated with an integrated shipping cost and computable general equilibrium modeling framework. Then we use the Lorenz curve to examine if the regulation generates risk or economic inequality among regions. Risk reduction ratios of all regions (except Singapore) are above 99%, which proves the effectiveness of the Convention. The Gini coefficient of 0.66 shows the inequality in risk changes relative to income levels among regions, but risk reductions across all nations vary without particularly high risks for SIDS and LDCs than for large economies. Similarly, we reveal inequality in economic impacts relative to income levels (the Gini coefficient is 0.58), but there is no evidence that SIDS and LDCs are disproportionately impacted compared to more developed regions. Most changes in GDP, real exports, and real imports of studied regions are minor (smaller than 0.1%). However, there are more noteworthy changes for select sectors and trade partners including Togo, Bangladesh, and Dominican Republic, whose exports may decrease for textiles and metal and chemicals. We conclude the Convention decreases biological invasion risk and does not generate disproportionate negative impacts on SIDS and LDCs.
Collapse
Affiliation(s)
- Zhaojun Wang
- School of Marine Science and Policy, College of Earth, Ocean, and Environment, University of Delaware, Delaware, USA.
| | - Amanda M Countryman
- Department of Agricultural and Resource Economics, Colorado State University, Colorado, USA.
| | - James J Corbett
- School of Marine Science and Policy, College of Earth, Ocean, and Environment, University of Delaware, Delaware, USA.
| | - Mandana Saebi
- University of Notre Dame, 384 Nieuwland, Notre Dame, IN, 46556, USA.
| |
Collapse
|
6
|
Wan Z, Shi Z, Nie A, Chen J, Wang Z. Risk assessment of marine invasive species in Chinese ports introduced by the global shipping network. MARINE POLLUTION BULLETIN 2021; 173:112950. [PMID: 34571385 DOI: 10.1016/j.marpolbul.2021.112950] [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: 05/16/2021] [Revised: 09/02/2021] [Accepted: 09/05/2021] [Indexed: 06/13/2023]
Abstract
The discharge of ballast water from ocean-going ships is a major pathway by which invasive species are introduced into coastal waters. As a global factory and trade power with extensive shipping networks, China has paid a huge ecological price for its progress. However, current endeavors to protect the nation's biodiversity are largely focused on terrestrial ecosystems. Therefore, for the first time, we conducted a comprehensive risk assessment of ballast water-induced biological invasion in Chinese ports. The results showed that the ports in the Yangtze River Delta, Pearl River Delta, and Southern Taiwan Province face significantly high invasion risks, and the number of donor ports, connected ships, and arriving vessels showed a positive correlation with the invasion risk. Further, we observed that even a low efficacy disinfection of ballast water can still significantly decrease the level of invasion risk.
Collapse
Affiliation(s)
- Zheng Wan
- College of Transport and Communications, Shanghai Maritime University, Shanghai 201306, China.
| | - Zhuangfei Shi
- College of Transport and Communications, Shanghai Maritime University, Shanghai 201306, China.
| | - Anwei Nie
- College of Transport and Communications, Shanghai Maritime University, Shanghai 201306, China.
| | - Jihong Chen
- College of Management, Shenzhen University, Shenzhen 518060, China.
| | - Zhaojun Wang
- University of Delaware, 305 Robinson Hall, Newark, DE 19716, USA.
| |
Collapse
|
7
|
Wu X, Wu P, Guo Z. The correlations of transportation with regional economy and demographic space1. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2021. [DOI: 10.3233/jifs-189967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Based on the precise logical analysis method, the paper constructs a comprehensive evaluation model of transportation superiority in terms of transportation network density, the influence of transportation arteries, and regional location-specific advantages, then select Southwest China as a case to evaluate the transportation superiority and analyze the correlations of transportation with regional economic development and population distribution. The results show that there is a positive correlation between regional transportation superiority and regional population density as well as GDP per capita in the spatial distribution. Finally, by using the fuzzy logic analysis method, we propose countermeasures and suggestions for the impact of transportation integration on regional economic development and population distribution.
Collapse
Affiliation(s)
- Xiaoping Wu
- The Faculty of Geography and Resource Sciences, Sichuan Normal University, Chengdu, China
| | - Peng Wu
- The School of Marxism Studies, Southwest University, Chongqing, China
| | - Zihan Guo
- Graduate School, Kyonggi University, Suwon, South Korea
| |
Collapse
|
8
|
Wang Z, Saebi M, Corbett JJ, Grey EK, Curasi SR. Integrated Biological Risk and Cost Model Analysis Supports a Geopolitical Shift in Ballast Water Management. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021; 55:12791-12800. [PMID: 34520184 DOI: 10.1021/acs.est.1c04009] [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] [Indexed: 06/13/2023]
Abstract
This work evaluates efficacies of plausible ballast water management strategies and standards by integrating a global species spread risk assessment with a policy cost-effectiveness analysis. Specifically, we consider species spread risks and costs of port- and vessel-based strategies under both current organism concentration standards and stricter standards proposed by California. For each scenario, we estimate species spread risks and patterns using a higher-order analysis of a global ship-borne species spread model and estimate fleet costs for vessel- and barge-based ballast water treatment systems for each standard. We find that stricter standards may reduce species spread risk by a factor of 17 globally and would greatly simplify the complex network of ship-borne species spread. The current policy of IMO standards is most cost-effectively achieved through ship-based treatment, and that any additional risk reduction will be most cost-effectively achieved by port-based (or barge-based) technologies, particularly if these are strategically implemented at the top ports within the largest clusters. Barge-based ballast water management would require a shift in governance, and we suggest that this next level of policymaking could be feasible for special areas designated by the IMO, by State or multistate authorities, or by voluntary port applications.
Collapse
Affiliation(s)
- Zhaojun Wang
- University of Delaware, 305 Robinson Hall, Newark, Delaware 19711, United States
| | - Mandana Saebi
- University of Notre Dame, 384 Nieuwland, Notre Dame, Indiana 46556, United States
| | - James J Corbett
- University of Delaware, 305 Robinson Hall, Newark, Delaware 19711, United States
| | - Erin K Grey
- Universiyt of Maine, 172 Hitchner Hall, Orono, Maine 04469, United States
| | - Salvatore R Curasi
- Department of Biological Sciences, University of Notre Dame, 100 Galvin Life Sciences, Notre Dame, Indiana 46556, United States
| |
Collapse
|
9
|
Outinen O, Bailey SA, Broeg K, Chasse J, Clarke S, Daigle RM, Gollasch S, Kakkonen JE, Lehtiniemi M, Normant-Saremba M, Ogilvie D, Viard F. Exceptions and exemptions under the ballast water management convention - Sustainable alternatives for ballast water management? JOURNAL OF ENVIRONMENTAL MANAGEMENT 2021; 293:112823. [PMID: 34044234 DOI: 10.1016/j.jenvman.2021.112823] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 05/06/2021] [Accepted: 05/17/2021] [Indexed: 06/12/2023]
Abstract
The International Convention for the Control and Management of Ships' Ballast Water and Sediments (BWM Convention) aims to mitigate the introduction risk of harmful aquatic organisms and pathogens (HAOP) via ships' ballast water and sediments. The BWM Convention has set regulations for ships to utilise exceptions and exemptions from ballast water management under specific circumstances. This study evaluated local and regional case studies to provide clarity for situations, where ships could be excepted or exempted from ballast water management without risking recipient locations to new introductions of HAOP. Ships may be excepted from ballast water management if all ballasting operations are conducted in the same location (Regulation A-3.5 of the BWM Convention). The same location case study determined whether the entire Vuosaari harbour (Helsinki, Finland) should be considered as the same location based on salinity and composition of HAOP between the two harbour terminals. The Vuosaari harbour case study revealed mismatching occurrences of HAOP between the harbour terminals, supporting the recommendation that exceptions based on the same location concept should be limited to the smallest feasible areas within a harbour. The other case studies evaluated whether ballast water exemptions could be granted for ships using two existing risk assessment (RA) methods (Joint Harmonised Procedure [JHP] and Same Risk Area [SRA]), consistent with Regulation A-4 of the BWM Convention. The JHP method compares salinity and presence of target species (TS) between donor and recipient ports to indicate the introduction risk (high or low) attributed to transferring unmanaged ballast water. The SRA method uses a biophysical model to determine whether HAOP could naturally disperse between ports, regardless of their transportation in ballast water. The results of the JHP case study for the Baltic Sea and North-East Atlantic Ocean determined that over 97% of shipping routes within these regions resulted in a high-risk indication. The one route assessed in the Gulf of Maine, North America also resulted in a high-risk outcome. The SRA assessment resulted in an overall weak connectivity between all ports assessed within the Gulf of the St. Lawrence, indicating that a SRA-based exemption would not be appropriate for the entire study area. In summary, exceptions and exemptions should not be considered as common alternatives for ballast water management. The availability of recent and detailed species occurrence data was considered the most important factor to conduct a successful and reliable RA. SRA models should include biological factors that influence larval dispersal and recruitment potential (e.g., pelagic larval duration, settlement period) to provide a more realistic estimation of natural dispersal.
Collapse
Affiliation(s)
- Okko Outinen
- Marine Research Centre, Finnish Environment Institute, Latokartanonkaari 11, 00790, Helsinki, Finland.
| | - Sarah A Bailey
- Great Lakes Laboratory for Fisheries and Aquatic Sciences, Fisheries and Oceans Canada, Burlington, ON, Canada
| | - Katja Broeg
- Bundesamt für Seeschifffahrt und Hydrographie, Bernhard-Nocht-Straße 78, 20359, Hamburg, Germany
| | - Joël Chasse
- Gulf Fisheries Centre, Fisheries and Oceans Canada, Moncton, New Brunswick, Canada
| | - Stacey Clarke
- Centre for Environment, Fisheries and Aquaculture Science (CEFAS), Lowestoft, Suffolk, England, UK
| | - Rémi M Daigle
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia, Canada; Marine Affairs Program, Dalhousie University, Halifax, Nova Scotia, Canada
| | | | - Jenni E Kakkonen
- Marine Services, Harbour Authority Building, Scapa, Orkney, KW15 1SD, Scotland, UK
| | - Maiju Lehtiniemi
- Marine Research Centre, Finnish Environment Institute, Latokartanonkaari 11, 00790, Helsinki, Finland
| | - Monika Normant-Saremba
- University of Gdańsk, Faculty of Oceanography and Geography, Institute of Oceanography, Department of Experimental Ecology of Marine Organisms, Al. M. Piłsudskiego 46, 81-378, Gdynia, Poland
| | - Dawson Ogilvie
- Great Lakes Laboratory for Fisheries and Aquatic Sciences, Fisheries and Oceans Canada, Burlington, ON, Canada
| | | |
Collapse
|