Species Distribution Models Under Future Climate Scenarios

ATLAS work package 3 presentation at ATLAS 3rd General Assembly. Climate change is already a reality which is affecting marine species and habitats, although the nature and extent of species responses are still unclear (Pereira et al., 2010). The changes will affect even the most isolated ecosystems...

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Main Authors: González-Irusta, José Manuel, Domínguez-Carrió, Carlos, Carreiro-Silva, Marina, Morato, Telmo
Format: Conference Object
Language:English
Published: Zenodo 2018
Subjects:
Online Access:https://dx.doi.org/10.5281/zenodo.1254292
https://zenodo.org/record/1254292
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spelling ftdatacite:10.5281/zenodo.1254292 2023-05-15T17:08:50+02:00 Species Distribution Models Under Future Climate Scenarios González-Irusta, José Manuel Domínguez-Carrió, Carlos Carreiro-Silva, Marina Morato, Telmo 2018 https://dx.doi.org/10.5281/zenodo.1254292 https://zenodo.org/record/1254292 en eng Zenodo https://dx.doi.org/10.5281/zenodo.1254293 Open Access Creative Commons Attribution 4.0 https://creativecommons.org/licenses/by/4.0 info:eu-repo/semantics/openAccess CC-BY Text Presentation article-journal ScholarlyArticle 2018 ftdatacite https://doi.org/10.5281/zenodo.1254292 https://doi.org/10.5281/zenodo.1254293 2021-11-05T12:55:41Z ATLAS work package 3 presentation at ATLAS 3rd General Assembly. Climate change is already a reality which is affecting marine species and habitats, although the nature and extent of species responses are still unclear (Pereira et al., 2010). The changes will affect even the most isolated ecosystems in earth, such as the deep-sea ecosystems. Recent works have warned about a possible fast acidification of the deep ocean in the next three decades which could seriously threat the survival of cold-water coral species (Perez et al., 2018). Furthermore, a growing number of fish species are shifting in mean latitude, depth or both (Perry et al., 2005). In this context, to identify species vulnerability to climate change as well as predict the most possible response to future scenarios is a key step in order to preserve this species for the future. In this work we have analysed how climate change will affect the distribution of 12 different deep-sea species (6 cold-water coral species and 6 fishes) using Species Distribution Models (SDMs). These models are correlative approaches which combine discrete distribution data and full spatial coverage of environmental information to explain and predict patterns of distribution (Elith and Leathwick, 2009). To build the models we have used the Ocean Biogeographic Information System (OBIS) database to download presence records of the 12 species and a set of terrain (static in time) and environmental layers (for present and future scenarios). The models for the 12 species showed an excellent or good performance according to the values of AUC and kappa. Depth was the most important variable in 11 of the 12 analysed species although environmental variables such as temperature, aragonite/calcite concentration, pH and the export flux of Particle Organic Carbon (POC) to seafloor were also important for most of the species. The other two terrain variables (slope and BPI) show none or very low contribution values for most of the models. Temperature and occasionally POC flux were the second most important variable for the fish species whereas aragonite (scleractinians) or calcite (gorgonians) concentration replace POC flux in coral species. The pH was also important for the gorgonians species but not for the scleractinians. MaxEnt results predict that the fish species including in our analyses could expand their distribution range to higher latitudes or deeper depths towards the year 2100. Coral species and especially gorgonians are according to our models the most vulnerable species to climate change in North Atlantic Ocean, with severe habitat loss in the 3 studies species. Lophelia pertusa also will suffer an important habitat loss according to our models. Because of possible biases in the presence records, uncertainties in the future climate scenarios, lack of important explanatory variables and coarse resolution caution must be exercised when interpreting these results. Conference Object Lophelia pertusa North Atlantic DataCite Metadata Store (German National Library of Science and Technology) Perez ENVELOPE(-69.117,-69.117,-68.517,-68.517)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
description ATLAS work package 3 presentation at ATLAS 3rd General Assembly. Climate change is already a reality which is affecting marine species and habitats, although the nature and extent of species responses are still unclear (Pereira et al., 2010). The changes will affect even the most isolated ecosystems in earth, such as the deep-sea ecosystems. Recent works have warned about a possible fast acidification of the deep ocean in the next three decades which could seriously threat the survival of cold-water coral species (Perez et al., 2018). Furthermore, a growing number of fish species are shifting in mean latitude, depth or both (Perry et al., 2005). In this context, to identify species vulnerability to climate change as well as predict the most possible response to future scenarios is a key step in order to preserve this species for the future. In this work we have analysed how climate change will affect the distribution of 12 different deep-sea species (6 cold-water coral species and 6 fishes) using Species Distribution Models (SDMs). These models are correlative approaches which combine discrete distribution data and full spatial coverage of environmental information to explain and predict patterns of distribution (Elith and Leathwick, 2009). To build the models we have used the Ocean Biogeographic Information System (OBIS) database to download presence records of the 12 species and a set of terrain (static in time) and environmental layers (for present and future scenarios). The models for the 12 species showed an excellent or good performance according to the values of AUC and kappa. Depth was the most important variable in 11 of the 12 analysed species although environmental variables such as temperature, aragonite/calcite concentration, pH and the export flux of Particle Organic Carbon (POC) to seafloor were also important for most of the species. The other two terrain variables (slope and BPI) show none or very low contribution values for most of the models. Temperature and occasionally POC flux were the second most important variable for the fish species whereas aragonite (scleractinians) or calcite (gorgonians) concentration replace POC flux in coral species. The pH was also important for the gorgonians species but not for the scleractinians. MaxEnt results predict that the fish species including in our analyses could expand their distribution range to higher latitudes or deeper depths towards the year 2100. Coral species and especially gorgonians are according to our models the most vulnerable species to climate change in North Atlantic Ocean, with severe habitat loss in the 3 studies species. Lophelia pertusa also will suffer an important habitat loss according to our models. Because of possible biases in the presence records, uncertainties in the future climate scenarios, lack of important explanatory variables and coarse resolution caution must be exercised when interpreting these results.
format Conference Object
author González-Irusta, José Manuel
Domínguez-Carrió, Carlos
Carreiro-Silva, Marina
Morato, Telmo
spellingShingle González-Irusta, José Manuel
Domínguez-Carrió, Carlos
Carreiro-Silva, Marina
Morato, Telmo
Species Distribution Models Under Future Climate Scenarios
author_facet González-Irusta, José Manuel
Domínguez-Carrió, Carlos
Carreiro-Silva, Marina
Morato, Telmo
author_sort González-Irusta, José Manuel
title Species Distribution Models Under Future Climate Scenarios
title_short Species Distribution Models Under Future Climate Scenarios
title_full Species Distribution Models Under Future Climate Scenarios
title_fullStr Species Distribution Models Under Future Climate Scenarios
title_full_unstemmed Species Distribution Models Under Future Climate Scenarios
title_sort species distribution models under future climate scenarios
publisher Zenodo
publishDate 2018
url https://dx.doi.org/10.5281/zenodo.1254292
https://zenodo.org/record/1254292
long_lat ENVELOPE(-69.117,-69.117,-68.517,-68.517)
geographic Perez
geographic_facet Perez
genre Lophelia pertusa
North Atlantic
genre_facet Lophelia pertusa
North Atlantic
op_relation https://dx.doi.org/10.5281/zenodo.1254293
op_rights Open Access
Creative Commons Attribution 4.0
https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5281/zenodo.1254292
https://doi.org/10.5281/zenodo.1254293
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