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Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla)
The European eel is a facultative catadromous species, meaning that it can skip the freshwater phase or move between marine and freshwater habitats during its continental life stage. Otolith microchemistry, used to determine the habitat use of eel or its salinity history, requires the sacrifice of a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9780358/ https://www.ncbi.nlm.nih.gov/pubmed/36550161 http://dx.doi.org/10.1038/s41598-022-26302-y |
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author | Bertolini, Francesca Rohtla, Mehis Parzanini, Camilla Tomkiewicz, Jonna Durif, Caroline M. F. |
author_facet | Bertolini, Francesca Rohtla, Mehis Parzanini, Camilla Tomkiewicz, Jonna Durif, Caroline M. F. |
author_sort | Bertolini, Francesca |
collection | PubMed |
description | The European eel is a facultative catadromous species, meaning that it can skip the freshwater phase or move between marine and freshwater habitats during its continental life stage. Otolith microchemistry, used to determine the habitat use of eel or its salinity history, requires the sacrifice of animals. In this context, blood-based gene expression may represent a non-lethal alternative. In this work, we tested the ability of blood transcriptional profiling to identify the different salinity-habitat histories of European eel. Eels collected from different locations in Norway were classified through otolith microchemistry as freshwater residents (FWR), seawater residents (SWR) or inter-habitat shifters (IHS). We detected 3451 differentially expressed genes from blood by comparing FWR and SWR groups, and then used that subset of genes in a machine learning approach (i.e., random forest) to the extended FWR, SWR, and IHS group. Random forest correctly classified 100% of FWR and SWR and 83% of the IHS using a minimum of 30 genes. The implementation of this non-lethal approach may replace otolith-based microchemistry analysis for the general assessment of life-history tactics in European eels. Overall, this approach is promising for the replacement or reduction of other lethal analyses in determining certain fish traits. |
format | Online Article Text |
id | pubmed-9780358 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97803582022-12-24 Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) Bertolini, Francesca Rohtla, Mehis Parzanini, Camilla Tomkiewicz, Jonna Durif, Caroline M. F. Sci Rep Article The European eel is a facultative catadromous species, meaning that it can skip the freshwater phase or move between marine and freshwater habitats during its continental life stage. Otolith microchemistry, used to determine the habitat use of eel or its salinity history, requires the sacrifice of animals. In this context, blood-based gene expression may represent a non-lethal alternative. In this work, we tested the ability of blood transcriptional profiling to identify the different salinity-habitat histories of European eel. Eels collected from different locations in Norway were classified through otolith microchemistry as freshwater residents (FWR), seawater residents (SWR) or inter-habitat shifters (IHS). We detected 3451 differentially expressed genes from blood by comparing FWR and SWR groups, and then used that subset of genes in a machine learning approach (i.e., random forest) to the extended FWR, SWR, and IHS group. Random forest correctly classified 100% of FWR and SWR and 83% of the IHS using a minimum of 30 genes. The implementation of this non-lethal approach may replace otolith-based microchemistry analysis for the general assessment of life-history tactics in European eels. Overall, this approach is promising for the replacement or reduction of other lethal analyses in determining certain fish traits. Nature Publishing Group UK 2022-12-22 /pmc/articles/PMC9780358/ /pubmed/36550161 http://dx.doi.org/10.1038/s41598-022-26302-y Text en © The Author(s) 2022 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 Bertolini, Francesca Rohtla, Mehis Parzanini, Camilla Tomkiewicz, Jonna Durif, Caroline M. F. Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title | Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title_full | Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title_fullStr | Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title_full_unstemmed | Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title_short | Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) |
title_sort | blood-based gene expression as non-lethal tool for inferring salinity-habitat history of european eel (anguilla anguilla) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9780358/ https://www.ncbi.nlm.nih.gov/pubmed/36550161 http://dx.doi.org/10.1038/s41598-022-26302-y |
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