Modelling current and future distribution of the invasive silver-cheeked toadfish Lagocephalus sceleratus in the Mediterranean Sea
dc.contributor.author | Turan, Cemal | |
dc.contributor.author | Doğdu, Servet Ahmet | |
dc.date.accessioned | 2023-04-27T00:53:03Z | |
dc.date.available | 2023-04-27T00:53:03Z | |
dc.date.issued | 2022-12-31 | |
dc.identifier.issn | 1019-8415 (print) | |
dc.identifier.issn | 2710-4583 (online) | |
dc.identifier.uri | http://hdl.handle.net/1834/42594 | |
dc.description.abstract | The progress in species distribution modeling has brought new insights into biological invasion management. The present study aims to model the potential current geographic distribution and future expansion of silver-cheeked toadfish Lagocephalus sceleratus in the Mediterranean Sea. Coordinates of 98 occurrence records of L. sceleratus in the Mediterranean were used, and marine climatic variables were collected from the global databases. Fifteen modeling techniques were tested, and weighted ensemble averaging of the model replicates was built. AUC values for each model ranged from 0.61 for rpart to 0.99 for rf, and TSS values varied from 0.41 for mlp to 0.95 for rf. Based on the cutoff values of TSS and AUC, the seven modelling algorithms were used for ensemble modeling. The maximum seawater temperature at minimum depth explained strong biological importance to the current adaptation, and the salinity contributed the most to the future adaptation. The ensemble forecasting of suitable habitats of L. sceleratus for current distribution modeling revealed that L. sceleratus dominantly occurred in the middle and eastern parts of coastal areas of the Mediterranean. The future distribution was extended to the western part of coastal areas of the Mediterranean, classifying the high suitability of these areas for its future distribution. The suitable bioclimatic envelope of L. sceleratus under the present study is predicted to widen because of climate change. The likely regions of invasion and the areas at risk for a potential future invasion of L. sceleratus indicate that prompt, effective practical actions by resource managers should be undertaken to mitigate its impacts and spread. | |
dc.language.iso | en | en_US |
dc.relation.uri | www.pakjmsuok.com | en_US |
dc.rights | Attribution-ShareAlike 4.0 International | * |
dc.rights.uri | http://creativecommons.org/licenses/by-sa/4.0/ | * |
dc.subject.other | Lagocephalus sceleratus | en_US |
dc.subject.other | pufferfish | en_US |
dc.subject.other | climate change | en_US |
dc.subject.other | species distribution modellings | en_US |
dc.subject.other | current and future distribution | en_US |
dc.title | Modelling current and future distribution of the invasive silver-cheeked toadfish Lagocephalus sceleratus in the Mediterranean Sea | en_US |
dc.type | Journal Contribution | en_US |
dc.bibliographicCitation.issue | 2 | en_US |
dc.bibliographicCitation.title | Pakistan Journal of Marine Sciences | en_US |
dc.bibliographicCitation.volume | 31 | en_US |
dc.description.status | Published | en_US |
dc.format.pagerange | 93-111 | en_US |
dc.subject.asfa | ASFA_2015::M::Marine biology | en_US |
dc.subject.asfa | ASFA_2015::M::Marine fish | en_US |
dc.subject.asfa | ASFA_2015::D::Distribution | en_US |
refterms.dateFOA | 2023-04-27T00:53:05Z | |
html.description.abstract | The progress in species distribution modeling has brought new insights into biological invasion management. The present study aims to model the potential current geographic distribution and future expansion of silver-cheeked toadfish Lagocephalus sceleratus in the Mediterranean Sea. Coordinates of 98 occurrence records of L. sceleratus in the Mediterranean were used, and marine climatic variables were collected from the global databases. Fifteen modeling techniques were tested, and weighted ensemble averaging of the model replicates was built. AUC values for each model ranged from 0.61 for rpart to 0.99 for rf, and TSS values varied from 0.41 for mlp to 0.95 for rf. Based on the cutoff values of TSS and AUC, the seven modelling algorithms were used for ensemble modeling. The maximum seawater temperature at minimum depth explained strong biological importance to the current adaptation, and the salinity contributed the most to the future adaptation. The ensemble forecasting of suitable habitats of L. sceleratus for current distribution modeling revealed that L. sceleratus dominantly occurred in the middle and eastern parts of coastal areas of the Mediterranean. The future distribution was extended to the western part of coastal areas of the Mediterranean, classifying the high suitability of these areas for its future distribution. The suitable bioclimatic envelope of L. sceleratus under the present study is predicted to widen because of climate change. The likely regions of invasion and the areas at risk for a potential future invasion of L. sceleratus indicate that prompt, effective practical actions by resource managers should be undertaken to mitigate its impacts and spread. | en_US |
dc.description.refereed | Refereed | en_US |