Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla)

Abstract 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 sacri...

Full description

Bibliographic Details
Published in:Scientific Reports
Main Authors: Francesca Bertolini, Mehis Rohtla, Camilla Parzanini, Jonna Tomkiewicz, Caroline M. F. Durif
Format: Article in Journal/Newspaper
Language:English
Published: Nature Portfolio 2022
Subjects:
R
Q
Online Access:https://doi.org/10.1038/s41598-022-26302-y
https://doaj.org/article/ed1aa1e0849f4421a52af50d8831e602
id ftdoajarticles:oai:doaj.org/article:ed1aa1e0849f4421a52af50d8831e602
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:ed1aa1e0849f4421a52af50d8831e602 2023-05-15T13:27:49+02:00 Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla) Francesca Bertolini Mehis Rohtla Camilla Parzanini Jonna Tomkiewicz Caroline M. F. Durif 2022-12-01T00:00:00Z https://doi.org/10.1038/s41598-022-26302-y https://doaj.org/article/ed1aa1e0849f4421a52af50d8831e602 EN eng Nature Portfolio https://doi.org/10.1038/s41598-022-26302-y https://doaj.org/toc/2045-2322 doi:10.1038/s41598-022-26302-y 2045-2322 https://doaj.org/article/ed1aa1e0849f4421a52af50d8831e602 Scientific Reports, Vol 12, Iss 1, Pp 1-12 (2022) Medicine R Science Q article 2022 ftdoajarticles https://doi.org/10.1038/s41598-022-26302-y 2022-12-30T19:28:11Z Abstract 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. Article in Journal/Newspaper Anguilla anguilla European eel Directory of Open Access Journals: DOAJ Articles Norway Scientific Reports 12 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Francesca Bertolini
Mehis Rohtla
Camilla Parzanini
Jonna Tomkiewicz
Caroline M. F. Durif
Blood-based gene expression as non-lethal tool for inferring salinity-habitat history of European eel (Anguilla anguilla)
topic_facet Medicine
R
Science
Q
description Abstract 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 Article in Journal/Newspaper
author Francesca Bertolini
Mehis Rohtla
Camilla Parzanini
Jonna Tomkiewicz
Caroline M. F. Durif
author_facet Francesca Bertolini
Mehis Rohtla
Camilla Parzanini
Jonna Tomkiewicz
Caroline M. F. Durif
author_sort Francesca Bertolini
title 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_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_sort blood-based gene expression as non-lethal tool for inferring salinity-habitat history of european eel (anguilla anguilla)
publisher Nature Portfolio
publishDate 2022
url https://doi.org/10.1038/s41598-022-26302-y
https://doaj.org/article/ed1aa1e0849f4421a52af50d8831e602
geographic Norway
geographic_facet Norway
genre Anguilla anguilla
European eel
genre_facet Anguilla anguilla
European eel
op_source Scientific Reports, Vol 12, Iss 1, Pp 1-12 (2022)
op_relation https://doi.org/10.1038/s41598-022-26302-y
https://doaj.org/toc/2045-2322
doi:10.1038/s41598-022-26302-y
2045-2322
https://doaj.org/article/ed1aa1e0849f4421a52af50d8831e602
op_doi https://doi.org/10.1038/s41598-022-26302-y
container_title Scientific Reports
container_volume 12
container_issue 1
_version_ 1766400576730431488