Ecological costs of climate change on marine predator–prey population distributions by 2050

Abstract Identifying and quantifying the effects of climate change that alter the habitat overlap of marine predators and their prey population distributions is of great importance for the sustainable management of populations. This study uses Bayesian joint models with integrated nested Laplace app...

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Published in:Ecology and Evolution
Main Authors: Dinara Sadykova, Beth E. Scott, Michela De Dominicis, Sarah L. Wakelin, Judith Wolf, Alexander Sadykov
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2020
Subjects:
Online Access:https://doi.org/10.1002/ece3.5973
https://doaj.org/article/47d7ab117c6c4bc09e66ce8ac46eae92
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spelling ftdoajarticles:oai:doaj.org/article:47d7ab117c6c4bc09e66ce8ac46eae92 2023-05-15T15:44:58+02:00 Ecological costs of climate change on marine predator–prey population distributions by 2050 Dinara Sadykova Beth E. Scott Michela De Dominicis Sarah L. Wakelin Judith Wolf Alexander Sadykov 2020-01-01T00:00:00Z https://doi.org/10.1002/ece3.5973 https://doaj.org/article/47d7ab117c6c4bc09e66ce8ac46eae92 EN eng Wiley https://doi.org/10.1002/ece3.5973 https://doaj.org/toc/2045-7758 2045-7758 doi:10.1002/ece3.5973 https://doaj.org/article/47d7ab117c6c4bc09e66ce8ac46eae92 Ecology and Evolution, Vol 10, Iss 2, Pp 1069-1086 (2020) Besag York and Mollie (BYM) models critical marine habitat fish integrated nested Laplace approximation marine mammals Ecology QH540-549.5 article 2020 ftdoajarticles https://doi.org/10.1002/ece3.5973 2022-12-31T09:06:35Z Abstract Identifying and quantifying the effects of climate change that alter the habitat overlap of marine predators and their prey population distributions is of great importance for the sustainable management of populations. This study uses Bayesian joint models with integrated nested Laplace approximation (INLA) to predict future spatial density distributions in the form of common spatial trends of predator–prey overlap in 2050 under the “business‐as‐usual, worst‐case” climate change scenario. This was done for combinations of six mobile marine predator species (gray seal, harbor seal, harbor porpoise, common guillemot, black‐legged kittiwake, and northern gannet) and two of their common prey species (herring and sandeels). A range of five explanatory variables that cover both physical and biological aspects of critical marine habitat were used as follows: bottom temperature, stratification, depth‐averaged speed, net primary production, and maximum subsurface chlorophyll. Four different methods were explored to quantify relative ecological cost/benefits of climate change to the common spatial trends of predator–prey density distributions. All but one future joint model showed significant decreases in overall spatial percentage change. The most dramatic loss in predator–prey population overlap was shown by harbor seals with large declines in the common spatial trend for both prey species. On the positive side, both gannets and guillemots are projected to have localized regions with increased overlap with sandeels. Most joint predator–prey models showed large changes in centroid location, however the direction of change in centroids was not simply northwards, but mostly ranged from northwest to northeast. This approach can be very useful in informing the design of spatial management policies under climate change by using the potential differences in ecological costs to weigh up the trade‐offs in decisions involving issues of large‐scale spatial use of our oceans, such as marine protected areas, commercial ... Article in Journal/Newspaper Black-legged Kittiwake common guillemot harbor seal Directory of Open Access Journals: DOAJ Articles Laplace ENVELOPE(141.467,141.467,-66.782,-66.782) Ecology and Evolution 10 2 1069 1086
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Besag
York and Mollie (BYM) models
critical marine habitat
fish
integrated nested Laplace approximation
marine mammals
Ecology
QH540-549.5
spellingShingle Besag
York and Mollie (BYM) models
critical marine habitat
fish
integrated nested Laplace approximation
marine mammals
Ecology
QH540-549.5
Dinara Sadykova
Beth E. Scott
Michela De Dominicis
Sarah L. Wakelin
Judith Wolf
Alexander Sadykov
Ecological costs of climate change on marine predator–prey population distributions by 2050
topic_facet Besag
York and Mollie (BYM) models
critical marine habitat
fish
integrated nested Laplace approximation
marine mammals
Ecology
QH540-549.5
description Abstract Identifying and quantifying the effects of climate change that alter the habitat overlap of marine predators and their prey population distributions is of great importance for the sustainable management of populations. This study uses Bayesian joint models with integrated nested Laplace approximation (INLA) to predict future spatial density distributions in the form of common spatial trends of predator–prey overlap in 2050 under the “business‐as‐usual, worst‐case” climate change scenario. This was done for combinations of six mobile marine predator species (gray seal, harbor seal, harbor porpoise, common guillemot, black‐legged kittiwake, and northern gannet) and two of their common prey species (herring and sandeels). A range of five explanatory variables that cover both physical and biological aspects of critical marine habitat were used as follows: bottom temperature, stratification, depth‐averaged speed, net primary production, and maximum subsurface chlorophyll. Four different methods were explored to quantify relative ecological cost/benefits of climate change to the common spatial trends of predator–prey density distributions. All but one future joint model showed significant decreases in overall spatial percentage change. The most dramatic loss in predator–prey population overlap was shown by harbor seals with large declines in the common spatial trend for both prey species. On the positive side, both gannets and guillemots are projected to have localized regions with increased overlap with sandeels. Most joint predator–prey models showed large changes in centroid location, however the direction of change in centroids was not simply northwards, but mostly ranged from northwest to northeast. This approach can be very useful in informing the design of spatial management policies under climate change by using the potential differences in ecological costs to weigh up the trade‐offs in decisions involving issues of large‐scale spatial use of our oceans, such as marine protected areas, commercial ...
format Article in Journal/Newspaper
author Dinara Sadykova
Beth E. Scott
Michela De Dominicis
Sarah L. Wakelin
Judith Wolf
Alexander Sadykov
author_facet Dinara Sadykova
Beth E. Scott
Michela De Dominicis
Sarah L. Wakelin
Judith Wolf
Alexander Sadykov
author_sort Dinara Sadykova
title Ecological costs of climate change on marine predator–prey population distributions by 2050
title_short Ecological costs of climate change on marine predator–prey population distributions by 2050
title_full Ecological costs of climate change on marine predator–prey population distributions by 2050
title_fullStr Ecological costs of climate change on marine predator–prey population distributions by 2050
title_full_unstemmed Ecological costs of climate change on marine predator–prey population distributions by 2050
title_sort ecological costs of climate change on marine predator–prey population distributions by 2050
publisher Wiley
publishDate 2020
url https://doi.org/10.1002/ece3.5973
https://doaj.org/article/47d7ab117c6c4bc09e66ce8ac46eae92
long_lat ENVELOPE(141.467,141.467,-66.782,-66.782)
geographic Laplace
geographic_facet Laplace
genre Black-legged Kittiwake
common guillemot
harbor seal
genre_facet Black-legged Kittiwake
common guillemot
harbor seal
op_source Ecology and Evolution, Vol 10, Iss 2, Pp 1069-1086 (2020)
op_relation https://doi.org/10.1002/ece3.5973
https://doaj.org/toc/2045-7758
2045-7758
doi:10.1002/ece3.5973
https://doaj.org/article/47d7ab117c6c4bc09e66ce8ac46eae92
op_doi https://doi.org/10.1002/ece3.5973
container_title Ecology and Evolution
container_volume 10
container_issue 2
container_start_page 1069
op_container_end_page 1086
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