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Xing Q, Yu H, Wang H, Ito SI, Yu W. Mesoscale eddies exert inverse latitudinal effects on global industrial squid fisheries. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 950:175211. [PMID: 39111423 DOI: 10.1016/j.scitotenv.2024.175211] [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: 01/27/2024] [Revised: 07/21/2024] [Accepted: 07/31/2024] [Indexed: 08/10/2024]
Abstract
Squid species, as a burgeoning global food source, has garnered significant concerns due to expanding fisheries and little regulation. Elucidating the dynamics of squid fisheries and their biophysical coupling mechanisms is crucial for predicting spatiotemporal variations in squid fisheries and their sustainable management. Mesoscale eddies are discrete rotating oceanographic features that dominate local environmental variations and have been shown to modulate top predators. However, given controls of both predators and environmental factors, it remains unknown how eddies impact mid-trophic level species such as squids. Using satellite-based global squid fishery datasets, we showed an inverse latitudinal pattern of eddy-induced squid fisheries, where fishing activities are aggregated in (repelled from) cyclonic (anticyclonic) eddy cores in tropical waters and anticyclonic (cyclonic) eddy cores in temperate waters, and this pattern can be significantly enhanced with increasing eddy amplitude. Regarding solely the satellite-based global squid fisheries, eddy-induced environmental variations may generate a trade-off between food intake and energy expenditure, causing these oceanic squids to prefer cool cyclonic eddies in hot but food-limited waters, and warm anticyclonic eddies in nutritious but heat-limited waters. Given that eddy activity is projected to continuously enhance under global warming, our finding of eddy-driven bottom-up control for squid fisheries highlights an increasingly important hotspot for squid stock predictions and ecosystem-based ocean management in a changing climate.
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Affiliation(s)
- Qinwang Xing
- College of Marine Living Resource Sciences and Management, Shanghai Ocean University, Shanghai 201306, China; Institute of Marine Science and Technology, Shandong University, Qingdao 266237, China.
| | - Haiqing Yu
- Institute of Marine Science and Technology, Shandong University, Qingdao 266237, China.
| | - Hui Wang
- Institute of Marine Science and Technology, Shandong University, Qingdao 266237, China; National Marine Environmental Forecasting Center, Beijing 100086, China.
| | - Shin-Ichi Ito
- Atmosphere and Ocean Research Institute, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8564, Japan.
| | - Wei Yu
- College of Marine Living Resource Sciences and Management, Shanghai Ocean University, Shanghai 201306, China.
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2
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Ferter K, Pagniello CMLS, Block BA, Bjelland O, Castleton MR, Tracey SR, Reimer TEJ, Sundelöf A, Onandia I, Wiech M, Alemany F, Nøttestad L. Atlantic bluefin tuna tagged off Norway show extensive annual migrations, high site-fidelity and dynamic behaviour in the Atlantic Ocean and Mediterranean Sea. Proc Biol Sci 2024; 291:20241501. [PMID: 39378998 PMCID: PMC11461054 DOI: 10.1098/rspb.2024.1501] [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: 01/31/2024] [Revised: 08/02/2024] [Accepted: 08/02/2024] [Indexed: 10/10/2024] Open
Abstract
Atlantic bluefin tuna (ABFT; Thunnus thynnus) is a highly migratory species. To investigate the migrations and vertical behaviours of ABFT migrating to Nordic waters, we deployed pop-up satellite archival transmitting tags on 25 ABFT off Norway (curved fork length: 228-292 cm). We obtained 16 full-year migrations, which differed between individuals, and physically recovered 13 tags, which provided 4699 days of archival depth and temperature data. ABFT occupied waters from the Arctic Circle to as far south as Cabo Verde, Africa, and occupied depths down to 1190 m and temperatures from 0.5 to 27.8°C. During their annual migrations, ABFT spent, on average, 68 days in Norwegian waters, 65 days in the Newfoundland Basin, 35 days around the Canary Islands and 33 days in the West European Basin. Most ABFT entered the Mediterranean Sea with a mean entry date of 13 May and visited known spawning grounds, staying, on average, 44 days. All ABFT with full-year deployments returned to Norwegian waters. ABFT displayed high site-fidelity and dynamic vertical diving behaviours that varied between hotspots and seasons. These spatiotemporal data provide important ecological knowledge for sustainable management and the conservation of the recently recovered eastern ABFT stock.
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Affiliation(s)
- Keno Ferter
- Institute of Marine Research, Bergen5005, Norway
| | - Camille M. L. S. Pagniello
- Hopkins Marine Station, Stanford University, Pacific Grove, CA93950, USA
- Hawaiʻi Institute of Marine Biology, University of Hawaiʻi at Mānoa, Kaneohe, HI96744, USA
| | - Barbara A. Block
- Hopkins Marine Station, Stanford University, Pacific Grove, CA93950, USA
| | | | | | - Sean R. Tracey
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania7001, Australia
| | | | - Andreas Sundelöf
- Department of Aquatic Resources, Institute of Marine Research, Swedish University of Agricultural Sciences, Lysekil54330, Sweden
| | - Iñigo Onandia
- AZTI Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta48395, Spain
| | - Martin Wiech
- Institute of Marine Research, Bergen5005, Norway
| | - Francisco Alemany
- ICCAT, International Commission for the Conservation of Atlantic Tunas, Madrid28002, Spain
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3
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Annasawmy P, Roudaut G, Lebourges Dhaussy A. Impact of an eddy dipole of the Mozambique channel on mesopelagic organisms, highlighted by multifrequency backscatter classification. PLoS One 2024; 19:e0309840. [PMID: 39259721 DOI: 10.1371/journal.pone.0309840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 08/20/2024] [Indexed: 09/13/2024] Open
Abstract
The impact of a cyclonic (C), an anticyclonic (AC) eddy and transition zone (TZ), which is the area between the two eddies, on acoustic groups representing various mesopelagic organisms, was investigated using a semi-supervised multifrequency classification approach (hereafter, Escore algorithm). The Escore algorithm involved selecting regions of interest (ROIs) within multifrequency (18, 38, 70, and 120 kHz) echograms and classifying into four clusters or echo-classes using Sv differences (Sv18-38, Sv70-38, and Sv120-38). Acoustic densities and diel vertical migration strength varied between the AC, C, and TZ according to the frequency. The vertical stratification of temperature, salinity and fluorescence within the oceanographic structures had varied influences on the vertical structure of each echo-class which represent zooplankton-like organisms, small and large fish with swimbladders, and small and large siphonophores with pneumatophores. The echo-classes within the C were influenced by surface fluorescence, whereas in the AC and TZ, the echo-classes were influenced by deeper fluorescence and strong EKE. Our study provides new insights into the environmental variables within mesoscale and sub-mesoscale features impacting different groups of mesopelagic communities in the Indian Ocean.
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Affiliation(s)
| | - Gildas Roudaut
- CNRS, IRD, Ifremer, LEMAR, Univ Brest, Plouzané, Brest, France
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Ventura F, Sander N, Catry P, Wakefield E, De Pascalis F, Richardson PL, Granadeiro JP, Silva MC, Ummenhofer CC. Oceanic seabirds chase tropical cyclones. Curr Biol 2024; 34:3279-3285.e3. [PMID: 38986616 DOI: 10.1016/j.cub.2024.06.022] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 05/27/2024] [Accepted: 06/10/2024] [Indexed: 07/12/2024]
Abstract
In late summer and autumn, the passage of intense tropical cyclones can profoundly perturb oceanic and coastal ecosystems. Direct negative effects on individuals and marine communities can be dramatic, especially in the coastal zone,1,2,3,4 but cyclones can also enhance pelagic primary and secondary production.5,6,7,8,9 However, cyclone impacts on open ocean marine life remain poorly understood. Here, we investigate their effects on the foraging movements of a wide-ranging higher predator, the Desertas petrel (Pterodroma deserta), in the mid-latitude North Atlantic during hurricane season. Contrary to previously studied pelagic seabirds in tropical and mid-latitude regions,10,11 Desertas petrels did not avoid cyclones by altering course, nor did they seek calmer conditions within the cyclone eye. Approximately one-third of petrels tracked from their breeding colony interacted with approaching cyclones. Upon encountering strong winds, the birds reduced ground speed, likely by spending less time in flight. A quarter of birds followed cyclone wakes for days and over thousands of kilometers, a behavior documented here for the first time. Within these wakes, tailwind support was higher than along alternative routes. Furthermore, at the mesoscale (hours-weeks and hundreds of kilometers), sea surface temperature dropped and surface chlorophyll sharply increased, suggesting direct effects on ocean stratification, primary production, and therefore presumably prey abundance and accessibility for surface-feeding petrels. We therefore hypothesize that cyclone wakes provide both predictably favorable wind conditions and foraging opportunities. As such, cyclones may have positive net effects on the demography of many mid-latitude pelagic seabirds and, likely, other marine top-predators.
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Affiliation(s)
- Francesco Ventura
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA.
| | - Neele Sander
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA, USA; Christian-Albrechts-Universität zu Kiel, Geomar Helmholtz-Center for Ocean Research, Kiel, Germany
| | - Paulo Catry
- MARE - Marine and Environmental Sciences Centre / ARNET - Aquatic Research Network, Ispa Instituto Universitário, Lisbon, Portugal
| | | | - Federico De Pascalis
- Area Avifauna Migratrice, Istituto Superiore per la Protezione e la Ricerca Ambientale (ISPRA), Ozzano dell'Emilia, Italy
| | - Philip L Richardson
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - José Pedro Granadeiro
- Centre for Environmental and Marine Studies (CESAM), Departmento de Biologia Animal, Universidade de Lisboa, Lisbon, Portugal
| | - Mónica C Silva
- Centre for Ecology, Evolution and Environmental Changes (cE3c), Departmento de Biologia Animal, Universidade de Lisboa, Lisbon, Portugal
| | - Caroline C Ummenhofer
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
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Pagniello CMLS, Castleton MR, Carlisle AB, Chapple TK, Schallert RJ, Fedak M, Block BA. Novel CTD tag establishes shark fins as ocean observing platforms. Sci Rep 2024; 14:13837. [PMID: 38879656 PMCID: PMC11180183 DOI: 10.1038/s41598-024-63543-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 05/29/2024] [Indexed: 06/19/2024] Open
Abstract
Animal-borne tags are effective instruments for collecting ocean data and can be used to fill spatial gaps in the observing network. We deployed the first conductivity, temperature, and depth (CTD) satellite tags on the dorsal fin of salmon sharks (Lamna ditropis) to demonstrate the potential of sharks to monitor essential ocean variables and oceanographic features in the Gulf of Alaska. Over 1360 km and 36 days in the summer of 2015, the salmon shark collected 56 geolocated, temperature-salinity profiles. The shark swam through a plume of anomalously salty water that originated from the "Blob" and encountered several mesoscale eddies, whose subsurface properties were altered by the marine heatwave. We demonstrate that salmon sharks have the potential to serve as submesoscale-resolving oceanographic platforms and substantially increase the spatial coverage of observations in the Gulf of Alaska.
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Affiliation(s)
- Camille M L S Pagniello
- Oceans Department, Stanford University, Pacific Grove, 93950, USA.
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, Kaneohe, 96744, USA.
| | | | - Aaron B Carlisle
- School of Marine Science and Policy, University of Delaware, Lewes, 19958, USA
| | - Taylor K Chapple
- Coastal Oregon Marine Experiment Station, Oregon State University, Newport, 97365, USA
| | | | - Michael Fedak
- SMRU Instrumentation, Scottish Oceans Institute, St Andrews, KY16 8LB, UK
| | - Barbara A Block
- Oceans Department, Stanford University, Pacific Grove, 93950, USA
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Receveur A, Menkes C, Lengaigne M, Ariza A, Bertrand A, Dutheil C, Cravatte S, Allain V, Barbin L, Lebourges-Dhaussy A, Lehodey P, Nicol S. A rare oasis effect for forage fauna in oceanic eddies at the global scale. Nat Commun 2024; 15:4834. [PMID: 38844446 PMCID: PMC11156932 DOI: 10.1038/s41467-024-49113-3] [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: 01/16/2024] [Accepted: 05/17/2024] [Indexed: 06/09/2024] Open
Abstract
Oceanic eddies are recognized as pivotal components in marine ecosystems, believed to concentrate a wide range of marine life spanning from phytoplankton to top predators. Previous studies have posited that marine predators are drawn to these eddies due to an aggregation of their forage fauna. In this study, we examine the response of forage fauna, detected by shipboard acoustics, across a broad sample of a thousand eddies across the world's oceans. While our findings show an impact of eddies on surface temperatures and phytoplankton in most cases, they reveal that only a minority (13%) exhibit significant effects on forage fauna, with only 6% demonstrating an oasis effect. We also show that an oasis effect can occur both in anticyclonic and cyclonic eddies, and that the few high-impact eddies are marked by high eddy amplitude and strong water-mass-trapping. Our study underscores the nuanced and complex nature of the aggregating role of oceanic eddies, highlighting the need for further research to elucidate how these structures attract marine predators.
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Affiliation(s)
- Aurore Receveur
- Oceanic Fisheries Programme, The Pacific Community, BP D5 98848, Noumea, New Caledonia.
- CESAB, FRB; 5 Rue de l'École de Médecine, 34000, Montpellier, France.
| | - Christophe Menkes
- ENTROPIE, IRD, CNRS, Ifremer, Université de la Réunion, Université de la Nouvelle-Calédonie, Nouméa, New Caledonia
| | | | - Alejandro Ariza
- MARBEC, Université Montpellier, IRD, Ifremer, CNRS, Sète, France
- DECOD, Ifremer, INRAE, Institut Agro, Nantes, France
| | - Arnaud Bertrand
- MARBEC, Université Montpellier, IRD, Ifremer, CNRS, Sète, France
| | - Cyril Dutheil
- MARBEC, Université Montpellier, IRD, Ifremer, CNRS, Sète, France
- Department of Physical Oceanography and Instrumentation, Leibniz Institute for Baltic Sea Research Warnemünde, Rostock, Germany
| | - Sophie Cravatte
- Université de Toulouse, LEGOS (IRD, CNES, CNRS, UT3), Toulouse, France
- IRD, Noumea, New Caledonia
| | - Valérie Allain
- Oceanic Fisheries Programme, The Pacific Community, BP D5 98848, Noumea, New Caledonia
| | - Laure Barbin
- Oceanic Fisheries Programme, The Pacific Community, BP D5 98848, Noumea, New Caledonia
- ENTROPIE, IRD, CNRS, Ifremer, Université de la Réunion, Université de la Nouvelle-Calédonie, Nouméa, New Caledonia
| | | | - Patrick Lehodey
- Oceanic Fisheries Programme, The Pacific Community, BP D5 98848, Noumea, New Caledonia
- Mercator Ocean international, 31400, Toulouse, France
| | - Simon Nicol
- Oceanic Fisheries Programme, The Pacific Community, BP D5 98848, Noumea, New Caledonia
- Institute for Applied Ecology, Centre for Conservation Ecology and Genomics, University of Canberra, Bruce, ACT 2617, Australia
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Ramírez-Mendoza Z, Sosa-Nishizaki O, Pardo MA, Herzka SZ, Wells RJD, Rooker JR, Falterman BJ, Dreyfus-León MJ. Mesoscale activity drives the habitat suitability of yellowfin tuna in the Gulf of Mexico. Sci Rep 2024; 14:8256. [PMID: 38589552 PMCID: PMC11001853 DOI: 10.1038/s41598-024-58613-7] [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: 12/17/2023] [Accepted: 04/01/2024] [Indexed: 04/10/2024] Open
Abstract
Yellowfin tuna, Thunnus albacares, represents an important component of commercial and recreational fisheries in the Gulf of Mexico (GoM). We investigated the influence of environmental conditions on the spatiotemporal distribution of yellowfin tuna using fisheries' catch data spanning 2012-2019 within Mexican waters. We implemented hierarchical Bayesian regression models with spatial and temporal random effects and fixed effects of several environmental covariates to predict habitat suitability (HS) for the species. The best model included spatial and interannual anomalies of the absolute dynamic topography of the ocean surface (ADTSA and ADTIA, respectively), bottom depth, and a seasonal cyclical random effect. High catches occurred mainly towards anticyclonic features at bottom depths > 1000 m. The spatial extent of HS was higher in years with positive ADTIA, which implies more anticyclonic activity. The highest values of HS (> 0.7) generally occurred at positive ADTSA in oceanic waters of the central and northern GoM. However, high HS values (> 0.6) were observed in the southern GoM, in waters with cyclonic activity during summer. Our results highlight the importance of mesoscale features for the spatiotemporal distribution of yellowfin tunas and could help to develop dynamic fisheries management strategies in Mexico and the U.S. for this valuable resource.
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Affiliation(s)
- Zurisaday Ramírez-Mendoza
- Fisheries Ecology Laboratory, Departamento de Oceanografía Biológica. Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), 22860, Ensenada, Baja California, Mexico
| | - Oscar Sosa-Nishizaki
- Fisheries Ecology Laboratory, Departamento de Oceanografía Biológica. Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), 22860, Ensenada, Baja California, Mexico
| | - Mario A Pardo
- Marine Macroecology Laboratory, Unidad la Paz, CICESE-Consejo Nacional de Humanidades, Ciencias y Tecnologías (CONAHCYT), 23050, La Paz, Baja California Sur, Mexico.
| | - Sharon Z Herzka
- Department of Marine Science, Marine Science Institute, University of Texas at Austin, Port Aransas, TX, 78373, USA
| | - R J David Wells
- Department of Marine Biology, Texas A&M University at Galveston, Galveston, TX, 77553, USA
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, TX, 77843, USA
| | - Jay R Rooker
- Department of Marine Biology, Texas A&M University at Galveston, Galveston, TX, 77553, USA
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, TX, 77843, USA
| | | | - Michel J Dreyfus-León
- Programa Nacional de Aprovechamiento del Atún y Protección del Delfín, CICESE, 22860, Ensenada, Baja California, Mexico
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Jin P, Zhang Y, Du Y, Chen X, Kindong R, Xue H, Chai F, Yu W. Eddy impacts on abundance and habitat distribution of a large predatory squid off Peru. MARINE ENVIRONMENTAL RESEARCH 2024; 195:106368. [PMID: 38286075 DOI: 10.1016/j.marenvres.2024.106368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 01/14/2024] [Accepted: 01/15/2024] [Indexed: 01/31/2024]
Abstract
The pelagic cephalopod species jumbo flying squid Dosidicus gigas is ecologically and economically important in the Humboldt ecosystem off Peru. This squid species is sensitive to oceanic environmental changes, and regional oceanographical variability is one of the important factors driving its redistribution. Off Peruvian waters, mesoscale eddies are ubiquitous and dominate the biogeochemical processes in this region. This study first explored the role of mesoscale eddies in regulating the environments and their effects on the abundance and habitat distribution of D. gigas off Peru by analyzing squid distribution in eddy-centric coordinates and building a habitat suitability index (HSI) model. Results indicated that the abundance and habitat distribution of D. gigas in mesoscale eddies varied across months, with significant differences observed between anticyclonic eddies (AE) and cyclonic eddies (CE). In AE, a higher abundance and proportion of suitable habitat occurred. While in CE, the abundance was relatively low and the suitable habitat was relatively less, concentrating at the periphery of CE. Based on the HSI model results, sea surface temperature (SST) and 50 m water temperature (T50m) in AE were more favorable for D. gigas, which was 0.3-0.5 °C lower than that in CE, yielding high-quality habitats and higher abundance of D. gigas. Our findings emphasized that mesoscale eddies have a significant impact on water temperature conditions and nutrient concentrations off Peruvian waters.
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Affiliation(s)
- Pengchao Jin
- College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China
| | - Yang Zhang
- State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou, Zhejiang, China
| | - Yanlin Du
- College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China
| | - Xinjun Chen
- College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China; National Engineering Research Center for Oceanic Fisheries, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Oceanic Fisheries Exploration, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China
| | - Richard Kindong
- College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China; National Engineering Research Center for Oceanic Fisheries, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Oceanic Fisheries Exploration, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China
| | - Huijie Xue
- State Key Laboratory of Marine Environmental Sciences, Xiamen University, Xiamen, China
| | - Fei Chai
- State Key Laboratory of Marine Environmental Sciences, Xiamen University, Xiamen, China
| | - Wei Yu
- College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China; National Engineering Research Center for Oceanic Fisheries, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai Ocean University, Shanghai 201306, China; Key Laboratory of Oceanic Fisheries Exploration, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China.
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9
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D'Antonio B, Ferreira LC, Meekan M, Thomson PG, Lieber L, Virtue P, Power C, Pattiaratchi CB, Brierley AS, Sequeira AMM, Thums M. Links between the three-dimensional movements of whale sharks (Rhincodon typus) and the bio-physical environment off a coral reef. MOVEMENT ECOLOGY 2024; 12:10. [PMID: 38297368 PMCID: PMC10829290 DOI: 10.1186/s40462-024-00452-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 01/17/2024] [Indexed: 02/02/2024]
Abstract
BACKGROUND Measuring coastal-pelagic prey fields at scales relevant to the movements of marine predators is challenging due to the dynamic and ephemeral nature of these environments. Whale sharks (Rhincodon typus) are thought to aggregate in nearshore tropical waters due to seasonally enhanced foraging opportunities. This implies that the three-dimensional movements of these animals may be associated with bio-physical properties that enhance prey availability. To date, few studies have tested this hypothesis. METHODS Here, we conducted ship-based acoustic surveys, net tows and water column profiling (salinity, temperature, chlorophyll fluorescence) to determine the volumetric density, distribution and community composition of mesozooplankton (predominantly euphausiids and copepods) and oceanographic properties of the water column in the vicinity of whale sharks that were tracked simultaneously using satellite-linked tags at Ningaloo Reef, Western Australia. Generalised linear mixed effect models were used to explore relationships between the 3-dimensional movement behaviours of tracked sharks and surrounding prey fields at a spatial scale of ~ 1 km. RESULTS We identified prey density as a significant driver of horizontal space use, with sharks occupying areas along the reef edge where densities were highest. These areas were characterised by complex bathymetry such as reef gutters and pinnacles. Temperature and salinity profiles revealed a well-mixed water column above the height of the bathymetry (top 40 m of the water column). Regions of stronger stratification were associated with reef gutters and pinnacles that concentrated prey near the seabed, and entrained productivity at local scales (~ 1 km). We found no quantitative relationship between the depth use of sharks and vertical distributions of horizontally averaged prey density. Whale sharks repeatedly dove to depths where spatially averaged prey concentration was highest but did not extend the time spent at these depth layers. CONCLUSIONS Our work reveals previously unrecognized complexity in interactions between whale sharks and their zooplankton prey.
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Affiliation(s)
- Ben D'Antonio
- Oceans Graduate School and the UWA Oceans Institute, The University of Western Australia, 35 Stirling Highway, Perth, WA, 6009, Australia.
- Australian Institute of Marine Science, Indian Ocean Marine Research Centre, University of Western Australia, Perth, WA, Australia.
| | - Luciana C Ferreira
- Australian Institute of Marine Science, Indian Ocean Marine Research Centre, University of Western Australia, Perth, WA, Australia
| | - Mark Meekan
- The Oceans Institute, University of Western Australia, Perth, WA, Australia
| | - Paul G Thomson
- Oceans Graduate School and the UWA Oceans Institute, The University of Western Australia, 35 Stirling Highway, Perth, WA, 6009, Australia
| | - Lilian Lieber
- Marine Biological Association of the United Kingdom, The Laboratory, Citadel Hill, Plymouth, PL1 2PB, UK
| | - Patti Virtue
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, TAS, Australia
- CSIRO Environment, Battery Point, TAS, 7004, Australia
| | - Chloe Power
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, TAS, Australia
| | - Charitha B Pattiaratchi
- Oceans Graduate School and the UWA Oceans Institute, The University of Western Australia, 35 Stirling Highway, Perth, WA, 6009, Australia
| | - Andrew S Brierley
- Pelagic Ecology Research Group, Scottish Oceans Institute, Gatty Marine Laboratory, School of Biology, University of St. Andrews, St Andrews, KY16 8LB, Scotland, UK
| | - Ana M M Sequeira
- The Oceans Institute, University of Western Australia, Perth, WA, Australia
- Research School of Biology, Division of Ecology and Evolution, The Australian National University, 46 Sullivans Creek Road, Canberra, ACT, 2600, Australia
| | - Michele Thums
- Australian Institute of Marine Science, Indian Ocean Marine Research Centre, University of Western Australia, Perth, WA, Australia
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10
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Braun CD, Della Penna A, Arostegui MC, Afonso P, Berumen ML, Block BA, Brown CA, Fontes J, Furtado M, Gallagher AJ, Gaube P, Golet WJ, Kneebone J, Macena BCL, Mucientes G, Orbesen ES, Queiroz N, Shea BD, Schratwieser J, Sims DW, Skomal GB, Snodgrass D, Thorrold SR. Linking vertical movements of large pelagic predators with distribution patterns of biomass in the open ocean. Proc Natl Acad Sci U S A 2023; 120:e2306357120. [PMID: 38150462 PMCID: PMC10666118 DOI: 10.1073/pnas.2306357120] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 09/23/2023] [Indexed: 12/29/2023] Open
Abstract
Many predator species make regular excursions from near-surface waters to the twilight (200 to 1,000 m) and midnight (1,000 to 3,000 m) zones of the deep pelagic ocean. While the occurrence of significant vertical movements into the deep ocean has evolved independently across taxonomic groups, the functional role(s) and ecological significance of these movements remain poorly understood. Here, we integrate results from satellite tagging efforts with model predictions of deep prey layers in the North Atlantic Ocean to determine whether prey distributions are correlated with vertical habitat use across 12 species of predators. Using 3D movement data for 344 individuals who traversed nearly 1.5 million km of pelagic ocean in [Formula: see text]42,000 d, we found that nearly every tagged predator frequented the twilight zone and many made regular trips to the midnight zone. Using a predictive model, we found clear alignment of predator depth use with the expected location of deep pelagic prey for at least half of the predator species. We compared high-resolution predator data with shipboard acoustics and selected representative matches that highlight the opportunities and challenges in the analysis and synthesis of these data. While not all observed behavior was consistent with estimated prey availability at depth, our results suggest that deep pelagic biomass likely has high ecological value for a suite of commercially important predators in the open ocean. Careful consideration of the disruption to ecosystem services provided by pelagic food webs is needed before the potential costs and benefits of proceeding with extractive activities in the deep ocean can be evaluated.
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Affiliation(s)
- Camrin D. Braun
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA02543
| | - Alice Della Penna
- Institute of Marine Science, University of Auckland, Auckland1010, New Zealand
- School of Biological Sciences, University of Auckland, Auckland1010, New Zealand
| | - Martin C. Arostegui
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA02543
| | - Pedro Afonso
- Institute of Marine Sciences - OKEANOS, University of the Azores, Horta9901-862, Portugal
| | - Michael L. Berumen
- Red Sea Research Center, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal23955, Kingdom of Saudi Arabia
| | - Barbara A. Block
- Hopkins Marine Station, Stanford University, Pacific Grove, CA93950
| | - Craig A. Brown
- National Oceanic and Atmospheric Administration Fisheries, Southeast Fisheries Science Center, Miami, FL33149
| | - Jorge Fontes
- Institute of Marine Sciences - OKEANOS, University of the Azores, Horta9901-862, Portugal
| | - Miguel Furtado
- Institute of Marine Sciences - OKEANOS, University of the Azores, Horta9901-862, Portugal
| | | | - Peter Gaube
- Applied Physics Laboratory–University of Washington, Seattle, WA98105
| | - Walter J. Golet
- The School of Marine Sciences, The University of Maine, Orono, ME04469
- The Gulf of Maine Research Institute, Portland, ME04101
| | - Jeff Kneebone
- Anderson Cabot Center for Ocean Life at the New England Aquarium, Boston, MA02110
| | - Bruno C. L. Macena
- Institute of Marine Sciences - OKEANOS, University of the Azores, Horta9901-862, Portugal
| | - Gonzalo Mucientes
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão4485-661, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão4485-661, Portugal
| | - Eric S. Orbesen
- National Oceanic and Atmospheric Administration Fisheries, Southeast Fisheries Science Center, Miami, FL33149
| | - Nuno Queiroz
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Universidade do Porto, Vairão4485-661, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão4485-661, Portugal
| | | | | | - David W. Sims
- Marine Biological Association, PlymouthPL1 2PB, United Kingdom
- Ocean and Earth Science, National Oceanography Centre Southampton, University of Southampton, SouthamptonSO14 3ZH, United Kingdom
| | | | - Derke Snodgrass
- National Oceanic and Atmospheric Administration Fisheries, Southeast Fisheries Science Center, Miami, FL33149
| | - Simon R. Thorrold
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA02543
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11
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Arostegui MC, Muhling B, Culhane E, Dewar H, Koch SS, Braun CD. A shallow scattering layer structures the energy seascape of an open ocean predator. SCIENCE ADVANCES 2023; 9:eadi8200. [PMID: 37792940 PMCID: PMC10550225 DOI: 10.1126/sciadv.adi8200] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 09/01/2023] [Indexed: 10/06/2023]
Abstract
Large predators frequent the open ocean where subsurface light drives visually based trophic interactions. However, we lack knowledge on how predators achieve energy balance in the unproductive open ocean where prey biomass is minimal in well-lit surface waters but high in dim midwaters in the form of scattering layers. We use an interdisciplinary approach to assess how the bioenergetics of scattering layer forays by a model predator vary across biomes. We show that the mean metabolic cost rate of daytime deep foraging dives to scattering layers decreases as much as 26% from coastal to pelagic biomes. The more favorable energetics offshore are enabled by the addition of a shallow scattering layer that, if not present, would otherwise necessitate costlier dives to deeper layers. The unprecedented importance of this shallow scattering layer challenges assumptions that the globally ubiquitous primary deep scattering layer constitutes the only mesopelagic resource regularly targeted by apex predators.
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Affiliation(s)
- Martin C. Arostegui
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Barbara Muhling
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, CA, USA
- Fisheries Resources Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, La Jolla, CA, USA
| | - Emmett Culhane
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Heidi Dewar
- Fisheries Resources Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, La Jolla, CA, USA
| | - Stephanie S. Koch
- Department of Biological Sciences, Thomas More University, Crestview Hills, KY, USA
| | - Camrin D. Braun
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
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12
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Braun CD, Arostegui MC, Farchadi N, Alexander M, Afonso P, Allyn A, Bograd SJ, Brodie S, Crear DP, Culhane EF, Curtis TH, Hazen EL, Kerney A, Lezama-Ochoa N, Mills KE, Pugh D, Queiroz N, Scott JD, Skomal GB, Sims DW, Thorrold SR, Welch H, Young-Morse R, Lewison RL. Building use-inspired species distribution models: Using multiple data types to examine and improve model performance. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2023; 33:e2893. [PMID: 37285072 DOI: 10.1002/eap.2893] [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: 02/01/2023] [Accepted: 05/22/2023] [Indexed: 06/08/2023]
Abstract
Species distribution models (SDMs) are becoming an important tool for marine conservation and management. Yet while there is an increasing diversity and volume of marine biodiversity data for training SDMs, little practical guidance is available on how to leverage distinct data types to build robust models. We explored the effect of different data types on the fit, performance and predictive ability of SDMs by comparing models trained with four data types for a heavily exploited pelagic fish, the blue shark (Prionace glauca), in the Northwest Atlantic: two fishery dependent (conventional mark-recapture tags, fisheries observer records) and two fishery independent (satellite-linked electronic tags, pop-up archival tags). We found that all four data types can result in robust models, but differences among spatial predictions highlighted the need to consider ecological realism in model selection and interpretation regardless of data type. Differences among models were primarily attributed to biases in how each data type, and the associated representation of absences, sampled the environment and summarized the resulting species distributions. Outputs from model ensembles and a model trained on all pooled data both proved effective for combining inferences across data types and provided more ecologically realistic predictions than individual models. Our results provide valuable guidance for practitioners developing SDMs. With increasing access to diverse data sources, future work should further develop truly integrative modeling approaches that can explicitly leverage the strengths of individual data types while statistically accounting for limitations, such as sampling biases.
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Affiliation(s)
- Camrin D Braun
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
| | - Martin C Arostegui
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
| | - Nima Farchadi
- Institute for Ecological Monitoring and Management, San Diego State University, San Diego, California, USA
| | | | - Pedro Afonso
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
- Okeanos and Institute of Marine Research, University of the Azores, Horta, Portugal
| | - Andrew Allyn
- Gulf of Maine Research Institute, Portland, Maine, USA
| | - Steven J Bograd
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, California, USA
| | - Stephanie Brodie
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, California, USA
| | - Daniel P Crear
- ECS Federal, in Support of National Marine Fisheries Service, Atlantic Highly Migratory Species Management Division, Silver Spring, Maryland, USA
| | - Emmett F Culhane
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
- Massachusetts Institute of Technology-Woods Hole Oceanographic Institution Joint Program in Oceanography-Applied Ocean Science and Engineering, Cambridge, Massachusetts, USA
| | - Tobey H Curtis
- National Marine Fisheries Service, Atlantic Highly Migratory Species Management Division, Gloucester, Massachusetts, USA
| | - Elliott L Hazen
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, California, USA
| | - Alex Kerney
- Gulf of Maine Research Institute, Portland, Maine, USA
| | - Nerea Lezama-Ochoa
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, California, USA
| | | | - Dylan Pugh
- Gulf of Maine Research Institute, Portland, Maine, USA
| | - Nuno Queiroz
- Research Network in Biodiversity and Evolutionary Biology, Universidade do Porto, Vairão, Portugal
- Marine Biological Association of the United Kingdom, The Laboratory, Plymouth, UK
| | - James D Scott
- NOAA Earth System Research Laboratory, Boulder, Colorado, USA
- Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder, Boulder, Colorado, USA
| | - Gregory B Skomal
- Massachusetts Division of Marine Fisheries, New Bedford, Massachusetts, USA
| | - David W Sims
- Marine Biological Association of the United Kingdom, The Laboratory, Plymouth, UK
- Ocean and Earth Science, National Oceanography Centre Southampton, University of Southampton, Southampton, UK
| | - Simon R Thorrold
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
| | - Heather Welch
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, California, USA
| | | | - Rebecca L Lewison
- Institute for Ecological Monitoring and Management, San Diego State University, San Diego, California, USA
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13
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Braun CD, Lezama-Ochoa N, Farchadi N, Arostegui MC, Alexander M, Allyn A, Bograd SJ, Brodie S, Crear DP, Curtis TH, Hazen EL, Kerney A, Mills KE, Pugh D, Scott JD, Welch H, Young-Morse R, Lewison RL. Widespread habitat loss and redistribution of marine top predators in a changing ocean. SCIENCE ADVANCES 2023; 9:eadi2718. [PMID: 37556548 PMCID: PMC10411898 DOI: 10.1126/sciadv.adi2718] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 07/05/2023] [Indexed: 08/11/2023]
Abstract
The Northwest Atlantic Ocean and Gulf of Mexico are among the fastest warming ocean regions, a trend that is expected to continue through this century with far-reaching implications for marine ecosystems. We examine the distribution of 12 highly migratory top predator species using predictive models and project expected habitat changes using downscaled climate models. Our models predict widespread losses of suitable habitat for most species, concurrent with substantial northward displacement of core habitats >500 km. These changes include up to >70% loss of suitable habitat area for some commercially and ecologically important species. We also identify predicted hot spots of multi-species habitat loss focused offshore of the U.S. Southeast and Mid-Atlantic coasts. For several species, the predicted changes are already underway, which are likely to have substantial impacts on the efficacy of static regulatory frameworks used to manage highly migratory species. The ongoing and projected effects of climate change highlight the urgent need to adaptively and proactively manage dynamic marine ecosystems.
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Affiliation(s)
- Camrin D. Braun
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, USA
| | - Nerea Lezama-Ochoa
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA 93940, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Nima Farchadi
- Institute for Ecological Monitoring and Management, San Diego State University, San Diego, CA 92182, USA
| | - Martin C. Arostegui
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, USA
| | | | - Andrew Allyn
- Gulf of Maine Research Institute, Portland, ME 04101, USA
| | - Steven J. Bograd
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA 93940, USA
| | - Stephanie Brodie
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA 93940, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Daniel P. Crear
- ECS Federal, in Support of National Marine Fisheries Service, Atlantic Highly Migratory Species Management Division, Silver Spring, MD 20910, USA
| | - Tobey H. Curtis
- National Marine Fisheries Service, Atlantic Highly Migratory Species Management Division, Gloucester, MA 01930, USA
| | - Elliott L. Hazen
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA 93940, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Alex Kerney
- Gulf of Maine Research Institute, Portland, ME 04101, USA
| | | | - Dylan Pugh
- Gulf of Maine Research Institute, Portland, ME 04101, USA
| | - James D. Scott
- NOAA Earth System Research Laboratory, Boulder, CO 80305, USA
- Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder, Boulder, CO 80309, USA
| | - Heather Welch
- Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA 93940, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | | | - Rebecca L. Lewison
- Institute for Ecological Monitoring and Management, San Diego State University, San Diego, CA 92182, USA
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14
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Tracey SR, Wolfe BW, Hartmann K, Pepperell J, Williams SM. Movement behavior of swordfish provisions connectivity between the temperate and tropical southwest Pacific Ocean. Sci Rep 2023; 13:11812. [PMID: 37479745 PMCID: PMC10362066 DOI: 10.1038/s41598-023-38744-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 07/13/2023] [Indexed: 07/23/2023] Open
Abstract
Swordfish (Xiphias gladius) are a widely distributed (45°N-45°S) large pelagic fish targeted by fisheries worldwide. Swordfish that occur at high latitudes tend to disproportionately be large adults, so their movements have implications for population dynamics and fisheries management. In the southwest Pacific, little is known about this subset of the stock and existing evidence suggests limited movement from the subtropics into cooler high latitude waters. Here, we capitalize on the recent emergence of a recreational swordfish fishery off temperate southeast Australia to characterize movements of swordfish caught in the fishery with pop-up satellite archival transmitting tags. Data were recovered from tags deployed for 56-250 days on 11 swordfish (50-350 kg) tagged between 38 and 43°S in the western Tasman Sea. Five swordfish entered the Coral Sea (< 30°S), with four reaching north to 11-24°S, up to 3275 km away from location of capture. Behavior modelling suggests these four individuals rapidly transited north until encountering 23-27 °C water, at which point they lingered in the area for several months, consistent with spawning-related partial migration. One migrating swordfish still carrying a tag after the spawning season returned to ~ 120 km of its release location, suggesting site fidelity. Movements toward the central south Pacific were confined to two individuals crossing 165°E. Swordfish predominantly underwent normal diel vertical migration, descending into the mesopelagic zone at dawn (median daytime depth 494.9 m, 95% CI 460.4-529.5 m). Light attenuation predicted daytime depth, with swordfish rising by up to 195 m in turbid water. At night, swordfish were deeper during the full moon, median night-time depth 45.8 m (37.8-55.5) m versus 18.0 m (14.9-21.8) m at new moon. Modelling fine-scale (10 min-1) swordfish depth revealed dynamic effects of moon phase varying predictably across time of night with implications for fisheries interactions. Studying highly migratory fishes near distribution limits allows characterization of the full range of movement phenotypes within a population, a key consideration for important fish stocks in changing oceans.
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Affiliation(s)
- Sean R Tracey
- Institute for Marine and Antarctic Studies, University of Tasmania, Private Bag 49, Hobart, TAS, 7001, Australia.
| | - Barrett W Wolfe
- Institute for Marine and Antarctic Studies, University of Tasmania, Private Bag 49, Hobart, TAS, 7001, Australia
| | - Klaas Hartmann
- Institute for Marine and Antarctic Studies, University of Tasmania, Private Bag 49, Hobart, TAS, 7001, Australia
| | - Julian Pepperell
- Pepperell Research and Consulting Pty Ltd, P.O. Box 1475, Noosaville DC, QLD, 4566, Australia
| | - Sam M Williams
- School of Biomedical Sciences, The University of Queensland, St Lucia, QLD, 4072, Australia
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