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Forecasting Brassica napus production under climate change with a mechanistic species distribution model

Brassica napus, a versatile crop with significant socioeconomic importance, serves as a valuable source of nutrition for humans and animals while also being utilized in biodiesel production. The expansion potential of B. napus is profoundly influenced by climatic variations, yet there remains a scar...

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Autores principales: Borges, Cláudia Eduarda, Von dos Santos Veloso, Ronnie, da Conceição, Crislaine Alves, Mendes, Débora Sampaio, Ramirez-Cabral, Nadiezhda YZ, Shabani, Farzin, Shafapourtehrany, Mahyat, Nery, Marcela Carlota, da Silva, Ricardo Siqueira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403512/
https://www.ncbi.nlm.nih.gov/pubmed/37542082
http://dx.doi.org/10.1038/s41598-023-38910-3
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author Borges, Cláudia Eduarda
Von dos Santos Veloso, Ronnie
da Conceição, Crislaine Alves
Mendes, Débora Sampaio
Ramirez-Cabral, Nadiezhda YZ
Shabani, Farzin
Shafapourtehrany, Mahyat
Nery, Marcela Carlota
da Silva, Ricardo Siqueira
author_facet Borges, Cláudia Eduarda
Von dos Santos Veloso, Ronnie
da Conceição, Crislaine Alves
Mendes, Débora Sampaio
Ramirez-Cabral, Nadiezhda YZ
Shabani, Farzin
Shafapourtehrany, Mahyat
Nery, Marcela Carlota
da Silva, Ricardo Siqueira
author_sort Borges, Cláudia Eduarda
collection PubMed
description Brassica napus, a versatile crop with significant socioeconomic importance, serves as a valuable source of nutrition for humans and animals while also being utilized in biodiesel production. The expansion potential of B. napus is profoundly influenced by climatic variations, yet there remains a scarcity of studies investigating the correlation between climatic factors and its distribution. This research employs CLIMEX to identify the current and future ecological niches of B. napus under the RCP 8.5 emission scenario, utilizing the Access 1.0 and CNRM-CM5 models for the time frame of 2040–2059. Additionally, a sensitivity analysis of parameters was conducted to determine the primary climatic factors affecting B. napus distribution and model responsiveness. The simulated outcomes demonstrate a satisfactory alignment with the known current distribution of B. napus, with 98% of occurrence records classified as having medium to high climatic suitability. However, the species displays high sensitivity to thermal parameters, thereby suggesting that temperature increases could trigger shifts in suitable and unsuitable areas for B. napus, impacting regions such as Canada, China, Brazil, and the United States.
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spelling pubmed-104035122023-08-06 Forecasting Brassica napus production under climate change with a mechanistic species distribution model Borges, Cláudia Eduarda Von dos Santos Veloso, Ronnie da Conceição, Crislaine Alves Mendes, Débora Sampaio Ramirez-Cabral, Nadiezhda YZ Shabani, Farzin Shafapourtehrany, Mahyat Nery, Marcela Carlota da Silva, Ricardo Siqueira Sci Rep Article Brassica napus, a versatile crop with significant socioeconomic importance, serves as a valuable source of nutrition for humans and animals while also being utilized in biodiesel production. The expansion potential of B. napus is profoundly influenced by climatic variations, yet there remains a scarcity of studies investigating the correlation between climatic factors and its distribution. This research employs CLIMEX to identify the current and future ecological niches of B. napus under the RCP 8.5 emission scenario, utilizing the Access 1.0 and CNRM-CM5 models for the time frame of 2040–2059. Additionally, a sensitivity analysis of parameters was conducted to determine the primary climatic factors affecting B. napus distribution and model responsiveness. The simulated outcomes demonstrate a satisfactory alignment with the known current distribution of B. napus, with 98% of occurrence records classified as having medium to high climatic suitability. However, the species displays high sensitivity to thermal parameters, thereby suggesting that temperature increases could trigger shifts in suitable and unsuitable areas for B. napus, impacting regions such as Canada, China, Brazil, and the United States. Nature Publishing Group UK 2023-08-04 /pmc/articles/PMC10403512/ /pubmed/37542082 http://dx.doi.org/10.1038/s41598-023-38910-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Borges, Cláudia Eduarda
Von dos Santos Veloso, Ronnie
da Conceição, Crislaine Alves
Mendes, Débora Sampaio
Ramirez-Cabral, Nadiezhda YZ
Shabani, Farzin
Shafapourtehrany, Mahyat
Nery, Marcela Carlota
da Silva, Ricardo Siqueira
Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title_full Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title_fullStr Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title_full_unstemmed Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title_short Forecasting Brassica napus production under climate change with a mechanistic species distribution model
title_sort forecasting brassica napus production under climate change with a mechanistic species distribution model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403512/
https://www.ncbi.nlm.nih.gov/pubmed/37542082
http://dx.doi.org/10.1038/s41598-023-38910-3
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