The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change

Detalhes bibliográficos
Autor(a) principal: Costa , João Henrique Alliprandini da
Data de Publicação: 2023
Outros Autores: Souza, Ursulla Pereira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Acta Scientiarum Biological Sciences
Texto Completo: https://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/68519
Resumo: Climate change can directly influence invasive species range, and may reflect in greater habitat suitability, consequently increasing losses in native biodiversity. Habitat suitability modelling can help identify priority areas for conservation and rapid response for invasive taxa. This study aimed to model the habitat suitability of Opsanus beta, an invasive fish species, in South America under current and future climate change scenarios. Three modelling techniques, Generalized Linear Model (GLM), Maximum Entropy Algorithm (Maxent), and Random Forest (RF), were applied, and their results were compared and then put together in an Ensemble model to visualize habitat suitability. We found that the current habitat suitability of O. beta in South America is relatively low, with its occurrences mostly related to coastal port areas, suggesting that the species was introduced from ballast water. The increase in mean temperature at mean depth and temperature range were the most relevant variables influencing the species habitat suitability. The gradual increase in habitat suitability for the 2100 climate change scenarios, particularly in more severe climate change scenarios, such as the RCP 8.5, was also observed. The study highlights the critical need to use habitat suitability models to mitigate the impact of future climate change scenarios on invasive species. The findings call for preventive measures to be taken in time to prepare areas that may become the target of dispersal and establishment of O. beta.
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spelling The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate changeThe Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate changeconservation; invasive species; South America; ensemble model.conservation; invasive species; South America; ensemble model.Climate change can directly influence invasive species range, and may reflect in greater habitat suitability, consequently increasing losses in native biodiversity. Habitat suitability modelling can help identify priority areas for conservation and rapid response for invasive taxa. This study aimed to model the habitat suitability of Opsanus beta, an invasive fish species, in South America under current and future climate change scenarios. Three modelling techniques, Generalized Linear Model (GLM), Maximum Entropy Algorithm (Maxent), and Random Forest (RF), were applied, and their results were compared and then put together in an Ensemble model to visualize habitat suitability. We found that the current habitat suitability of O. beta in South America is relatively low, with its occurrences mostly related to coastal port areas, suggesting that the species was introduced from ballast water. The increase in mean temperature at mean depth and temperature range were the most relevant variables influencing the species habitat suitability. The gradual increase in habitat suitability for the 2100 climate change scenarios, particularly in more severe climate change scenarios, such as the RCP 8.5, was also observed. The study highlights the critical need to use habitat suitability models to mitigate the impact of future climate change scenarios on invasive species. The findings call for preventive measures to be taken in time to prepare areas that may become the target of dispersal and establishment of O. beta.Climate change can directly influence invasive species range, and may reflect in greater habitat suitability, consequently increasing losses in native biodiversity. Habitat suitability modelling can help identify priority areas for conservation and rapid response for invasive taxa. This study aimed to model the habitat suitability of Opsanus beta, an invasive fish species, in South America under current and future climate change scenarios. Three modelling techniques, Generalized Linear Model (GLM), Maximum Entropy Algorithm (Maxent), and Random Forest (RF), were applied, and their results were compared and then put together in an Ensemble model to visualize habitat suitability. We found that the current habitat suitability of O. beta in South America is relatively low, with its occurrences mostly related to coastal port areas, suggesting that the species was introduced from ballast water. The increase in mean temperature at mean depth and temperature range were the most relevant variables influencing the species habitat suitability. The gradual increase in habitat suitability for the 2100 climate change scenarios, particularly in more severe climate change scenarios, such as the RCP 8.5, was also observed. The study highlights the critical need to use habitat suitability models to mitigate the impact of future climate change scenarios on invasive species. The findings call for preventive measures to be taken in time to prepare areas that may become the target of dispersal and establishment of O. beta.Universidade Estadual De Maringá2023-10-27info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/6851910.4025/actascibiolsci.v45i1.68519Acta Scientiarum. Biological Sciences; Vol 45 (2023): Publicação contínua; e68519Acta Scientiarum. Biological Sciences; v. 45 (2023): Publicação contínua; e685191807-863X1679-9283reponame:Acta Scientiarum Biological Sciencesinstname:Universidade Estadual de Maringá (UEM)instacron:UEMenghttps://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/68519/751375156621Copyright (c) 2023 Acta Scientiarum. Biological Scienceshttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessCosta , João Henrique Alliprandini daSouza, Ursulla Pereira2023-11-22T13:30:45Zoai:periodicos.uem.br/ojs:article/68519Revistahttps://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/PUBhttps://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/oai||actabiol@uem.br1807-863X1679-9283opendoar:2023-11-22T13:30:45Acta Scientiarum Biological Sciences - Universidade Estadual de Maringá (UEM)false
dc.title.none.fl_str_mv The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
title The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
spellingShingle The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
Costa , João Henrique Alliprandini da
conservation; invasive species; South America; ensemble model.
conservation; invasive species; South America; ensemble model.
title_short The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
title_full The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
title_fullStr The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
title_full_unstemmed The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
title_sort The Gulf toadfish goes south: assessing the potential habitat suitability of Opsanus beta in response to climate change
author Costa , João Henrique Alliprandini da
author_facet Costa , João Henrique Alliprandini da
Souza, Ursulla Pereira
author_role author
author2 Souza, Ursulla Pereira
author2_role author
dc.contributor.author.fl_str_mv Costa , João Henrique Alliprandini da
Souza, Ursulla Pereira
dc.subject.por.fl_str_mv conservation; invasive species; South America; ensemble model.
conservation; invasive species; South America; ensemble model.
topic conservation; invasive species; South America; ensemble model.
conservation; invasive species; South America; ensemble model.
description Climate change can directly influence invasive species range, and may reflect in greater habitat suitability, consequently increasing losses in native biodiversity. Habitat suitability modelling can help identify priority areas for conservation and rapid response for invasive taxa. This study aimed to model the habitat suitability of Opsanus beta, an invasive fish species, in South America under current and future climate change scenarios. Three modelling techniques, Generalized Linear Model (GLM), Maximum Entropy Algorithm (Maxent), and Random Forest (RF), were applied, and their results were compared and then put together in an Ensemble model to visualize habitat suitability. We found that the current habitat suitability of O. beta in South America is relatively low, with its occurrences mostly related to coastal port areas, suggesting that the species was introduced from ballast water. The increase in mean temperature at mean depth and temperature range were the most relevant variables influencing the species habitat suitability. The gradual increase in habitat suitability for the 2100 climate change scenarios, particularly in more severe climate change scenarios, such as the RCP 8.5, was also observed. The study highlights the critical need to use habitat suitability models to mitigate the impact of future climate change scenarios on invasive species. The findings call for preventive measures to be taken in time to prepare areas that may become the target of dispersal and establishment of O. beta.
publishDate 2023
dc.date.none.fl_str_mv 2023-10-27
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dc.identifier.uri.fl_str_mv https://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/68519
10.4025/actascibiolsci.v45i1.68519
url https://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/68519
identifier_str_mv 10.4025/actascibiolsci.v45i1.68519
dc.language.iso.fl_str_mv eng
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dc.relation.none.fl_str_mv https://periodicos.uem.br/ojs/index.php/ActaSciBiolSci/article/view/68519/751375156621
dc.rights.driver.fl_str_mv Copyright (c) 2023 Acta Scientiarum. Biological Sciences
http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2023 Acta Scientiarum. Biological Sciences
http://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Estadual De Maringá
publisher.none.fl_str_mv Universidade Estadual De Maringá
dc.source.none.fl_str_mv Acta Scientiarum. Biological Sciences; Vol 45 (2023): Publicação contínua; e68519
Acta Scientiarum. Biological Sciences; v. 45 (2023): Publicação contínua; e68519
1807-863X
1679-9283
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instname:Universidade Estadual de Maringá (UEM)
instacron:UEM
instname_str Universidade Estadual de Maringá (UEM)
instacron_str UEM
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reponame_str Acta Scientiarum Biological Sciences
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