The role of oceanographic scales in shaping highly mobile marine predator distributions

Abstract Marine animals live in a dynamic environment, where a wide range of drivers and processes impact their movements and distributions. These processes occur over multiple spatio-temporal scales, from fine scale phytoplankton blooms and zooplankton patches to larger scale climatic events such a...

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Main Authors: Jérôme Pinti, Aaron B. Carlisle, Helga S. Huntley, Matthew Shatley, Barbara A. Block, Matthew J. Oliver
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-06486-9
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author Jérôme Pinti
Aaron B. Carlisle
Helga S. Huntley
Matthew Shatley
Barbara A. Block
Matthew J. Oliver
author_facet Jérôme Pinti
Aaron B. Carlisle
Helga S. Huntley
Matthew Shatley
Barbara A. Block
Matthew J. Oliver
author_sort Jérôme Pinti
collection DOAJ
description Abstract Marine animals live in a dynamic environment, where a wide range of drivers and processes impact their movements and distributions. These processes occur over multiple spatio-temporal scales, from fine scale phytoplankton blooms and zooplankton patches to larger scale climatic events such as El Niño or climate change. In a dynamic ocean, the predictability of ocean features and processes vary across multiple scales. Marine animals interact with all these processes, and they all have the potential to impact animal distribution. However, which processes and scales predominantly predict the distributions of highly mobile predators is currently unknown. Here, we use electronic tagging data (265 sharks tagged in the Pacific) to investigate the scales of environmental selection of three pelagic shark species (the salmon shark Lamna ditropis, the blue shark Prionace glauca, and the shortfin mako Isurus oxyrinchus) across an array of spatio-temporal resolutions (from 9 km – 1 day to 500 km – climatology) for both Eulerian and Lagrangian variables. While Eulerian and Lagrangian variables at all scales tested have predictive power, we find that the 100 km – 1 year scale best predicted predator locations, indicating that larger scale, annually averaged signals outperform the other scales in predicting predator location.
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spelling doaj-art-342eca2a4ccf4d4b8bc3396acf90e1132025-08-20T04:01:36ZengNature PortfolioScientific Reports2045-23222025-07-0115111010.1038/s41598-025-06486-9The role of oceanographic scales in shaping highly mobile marine predator distributionsJérôme Pinti0Aaron B. Carlisle1Helga S. Huntley2Matthew Shatley3Barbara A. Block4Matthew J. Oliver5Gulf of Maine Research InstituteCollege of Earth, Ocean, and Environment, University of DelawareDepartment of Mathematics, Rowan UniversityCollege of Earth, Ocean, and Environment, University of DelawareBiology Department, Hopkins Marine Station, Stanford UniversityCollege of Earth, Ocean, and Environment, University of DelawareAbstract Marine animals live in a dynamic environment, where a wide range of drivers and processes impact their movements and distributions. These processes occur over multiple spatio-temporal scales, from fine scale phytoplankton blooms and zooplankton patches to larger scale climatic events such as El Niño or climate change. In a dynamic ocean, the predictability of ocean features and processes vary across multiple scales. Marine animals interact with all these processes, and they all have the potential to impact animal distribution. However, which processes and scales predominantly predict the distributions of highly mobile predators is currently unknown. Here, we use electronic tagging data (265 sharks tagged in the Pacific) to investigate the scales of environmental selection of three pelagic shark species (the salmon shark Lamna ditropis, the blue shark Prionace glauca, and the shortfin mako Isurus oxyrinchus) across an array of spatio-temporal resolutions (from 9 km – 1 day to 500 km – climatology) for both Eulerian and Lagrangian variables. While Eulerian and Lagrangian variables at all scales tested have predictive power, we find that the 100 km – 1 year scale best predicted predator locations, indicating that larger scale, annually averaged signals outperform the other scales in predicting predator location.https://doi.org/10.1038/s41598-025-06486-9Spatial ecologyHabitat selectionBiologgingScalesLagrangian variables
spellingShingle Jérôme Pinti
Aaron B. Carlisle
Helga S. Huntley
Matthew Shatley
Barbara A. Block
Matthew J. Oliver
The role of oceanographic scales in shaping highly mobile marine predator distributions
Scientific Reports
Spatial ecology
Habitat selection
Biologging
Scales
Lagrangian variables
title The role of oceanographic scales in shaping highly mobile marine predator distributions
title_full The role of oceanographic scales in shaping highly mobile marine predator distributions
title_fullStr The role of oceanographic scales in shaping highly mobile marine predator distributions
title_full_unstemmed The role of oceanographic scales in shaping highly mobile marine predator distributions
title_short The role of oceanographic scales in shaping highly mobile marine predator distributions
title_sort role of oceanographic scales in shaping highly mobile marine predator distributions
topic Spatial ecology
Habitat selection
Biologging
Scales
Lagrangian variables
url https://doi.org/10.1038/s41598-025-06486-9
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