An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes
<p dir="ltr"><u>Climate change</u> is predicted to have a significant impact on the geographic distribution of various flora, fauna, and insect species by expanding, contracting, or shifting their suitable climate environment. The <u>plant pathogenic fungus </u&g...
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2023
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| _version_ | 1864513545943646208 |
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| author | Muhammad Riaz Ejaz (20487191) |
| author2 | Samir Jaoua (11624805) Mohsen Ahmadi (633584) Farzin Shabani (302023) |
| author2_role | author author author |
| author_facet | Muhammad Riaz Ejaz (20487191) Samir Jaoua (11624805) Mohsen Ahmadi (633584) Farzin Shabani (302023) |
| author_role | author |
| dc.creator.none.fl_str_mv | Muhammad Riaz Ejaz (20487191) Samir Jaoua (11624805) Mohsen Ahmadi (633584) Farzin Shabani (302023) |
| dc.date.none.fl_str_mv | 2023-05-09T06:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1016/j.eti.2023.103177 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/An_examination_of_how_climate_change_could_affect_the_future_spread_of_i_Fusarium_i_spp_around_the_world_using_correlative_models_to_model_the_changes/29445185 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Agricultural, veterinary and food sciences Agriculture, land and farm management Environmental sciences Environmental management Fungal pathogens Climate change Species distribution model Cash crop diseases Economic Management Fusarium spp. |
| dc.title.none.fl_str_mv | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p dir="ltr"><u>Climate change</u> is predicted to have a significant impact on the geographic distribution of various flora, fauna, and insect species by expanding, contracting, or shifting their suitable climate environment. The <u>plant pathogenic fungus </u><i><u>Fusarium</u></i> is known for causing crop diseases like blight, root and stem rots, and wilts, making it the most significant mycotoxigenic genus in weeds and food across various climatic zones worldwide. In this study, we hypothesize that crop diseases caused by <i>Fusarium</i> spp. will increase across all four corners of the world by 2050 and 2070 in response to future climate conditions. A series of correlative species distribution models (SDMs), including a generalized linear model (GLM), maximum entropy (MaxEnt), generalized boosting model (GBM), and surface range envelope, were employed to project and compare how the niche of <i>Fusarium</i> spp. will change from the present time to 2050 and 2070 under two Climate Change Representative Concentration Pathways (RCPs) of 8.5 and 4.5 (scenarios of high and low greenhouse gas emissions, respectively). Our approach (the ensemble predictions of 4 SDMs) minimizes the uncertainty (differences) of the projection results from each one of the models. The findings of this study have global implications because <i>Fusarium</i> spp. are associated with host species that are present on major continents such as Asia, Europe, Australia, and North and South America. The information gathered could be beneficial to farmers and planners when creating strategies to prevent the proliferation of <i>Fusarium</i> spp. as well as calculating the expenses associated with using pesticides to minimize contamination and increase yields.</p><h2>Other Information</h2><p dir="ltr">Published in: Environmental Technology & Innovation<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.eti.2023.103177" target="_blank">https://dx.doi.org/10.1016/j.eti.2023.103177</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_98c5c53d05f733ccf965d5eb7daef760 |
| identifier_str_mv | 10.1016/j.eti.2023.103177 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/29445185 |
| publishDate | 2023 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changesMuhammad Riaz Ejaz (20487191)Samir Jaoua (11624805)Mohsen Ahmadi (633584)Farzin Shabani (302023)Agricultural, veterinary and food sciencesAgriculture, land and farm managementEnvironmental sciencesEnvironmental managementFungal pathogensClimate changeSpecies distribution modelCash crop diseasesEconomicManagementFusarium spp.<p dir="ltr"><u>Climate change</u> is predicted to have a significant impact on the geographic distribution of various flora, fauna, and insect species by expanding, contracting, or shifting their suitable climate environment. The <u>plant pathogenic fungus </u><i><u>Fusarium</u></i> is known for causing crop diseases like blight, root and stem rots, and wilts, making it the most significant mycotoxigenic genus in weeds and food across various climatic zones worldwide. In this study, we hypothesize that crop diseases caused by <i>Fusarium</i> spp. will increase across all four corners of the world by 2050 and 2070 in response to future climate conditions. A series of correlative species distribution models (SDMs), including a generalized linear model (GLM), maximum entropy (MaxEnt), generalized boosting model (GBM), and surface range envelope, were employed to project and compare how the niche of <i>Fusarium</i> spp. will change from the present time to 2050 and 2070 under two Climate Change Representative Concentration Pathways (RCPs) of 8.5 and 4.5 (scenarios of high and low greenhouse gas emissions, respectively). Our approach (the ensemble predictions of 4 SDMs) minimizes the uncertainty (differences) of the projection results from each one of the models. The findings of this study have global implications because <i>Fusarium</i> spp. are associated with host species that are present on major continents such as Asia, Europe, Australia, and North and South America. The information gathered could be beneficial to farmers and planners when creating strategies to prevent the proliferation of <i>Fusarium</i> spp. as well as calculating the expenses associated with using pesticides to minimize contamination and increase yields.</p><h2>Other Information</h2><p dir="ltr">Published in: Environmental Technology & Innovation<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.eti.2023.103177" target="_blank">https://dx.doi.org/10.1016/j.eti.2023.103177</a></p>2023-05-09T06:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1016/j.eti.2023.103177https://figshare.com/articles/journal_contribution/An_examination_of_how_climate_change_could_affect_the_future_spread_of_i_Fusarium_i_spp_around_the_world_using_correlative_models_to_model_the_changes/29445185CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/294451852023-05-09T06:00:00Z |
| spellingShingle | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes Muhammad Riaz Ejaz (20487191) Agricultural, veterinary and food sciences Agriculture, land and farm management Environmental sciences Environmental management Fungal pathogens Climate change Species distribution model Cash crop diseases Economic Management Fusarium spp. |
| status_str | publishedVersion |
| title | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| title_full | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| title_fullStr | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| title_full_unstemmed | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| title_short | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| title_sort | An examination of how climate change could affect the future spread of <i>Fusarium</i> spp. around the world, using correlative models to model the changes |
| topic | Agricultural, veterinary and food sciences Agriculture, land and farm management Environmental sciences Environmental management Fungal pathogens Climate change Species distribution model Cash crop diseases Economic Management Fusarium spp. |