Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay

Abstract Species Distribution Models are commonly used with surface dynamic environmental variables as proxies for prey distribution to characterise marine top predator habitats. For oceanic species that spend lot of time at depth, surface variables might not be relevant to predict deep-dwelling pre...

Full description

Bibliographic Details
Main Authors: Auriane Virgili, Valentin Teillard, Ghislain Dorémus, Timothy E. Dunn, Sophie Laran, Mark Lewis, Maite Louzao, José Martínez-Cedeira, Emeline Pettex, Leire Ruiz, Camilo Saavedra, M. Begoña Santos, Olivier Van Canneyt, José Antonio Vázquez Bonales, Vincent Ridoux
Format: Article
Language:English
Published: Nature Portfolio 2022-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-13546-x
_version_ 1811257968286498816
author Auriane Virgili
Valentin Teillard
Ghislain Dorémus
Timothy E. Dunn
Sophie Laran
Mark Lewis
Maite Louzao
José Martínez-Cedeira
Emeline Pettex
Leire Ruiz
Camilo Saavedra
M. Begoña Santos
Olivier Van Canneyt
José Antonio Vázquez Bonales
Vincent Ridoux
author_facet Auriane Virgili
Valentin Teillard
Ghislain Dorémus
Timothy E. Dunn
Sophie Laran
Mark Lewis
Maite Louzao
José Martínez-Cedeira
Emeline Pettex
Leire Ruiz
Camilo Saavedra
M. Begoña Santos
Olivier Van Canneyt
José Antonio Vázquez Bonales
Vincent Ridoux
author_sort Auriane Virgili
collection DOAJ
description Abstract Species Distribution Models are commonly used with surface dynamic environmental variables as proxies for prey distribution to characterise marine top predator habitats. For oceanic species that spend lot of time at depth, surface variables might not be relevant to predict deep-dwelling prey distributions. We hypothesised that descriptors of deep-water layers would better predict the deep-diving cetacean distributions than surface variables. We combined static variables and dynamic variables integrated over different depth classes of the water column into Generalised Additive Models to predict the distribution of sperm whales Physeter macrocephalus and beaked whales Ziphiidae in the Bay of Biscay, eastern North Atlantic. We identified which variables best predicted their distribution. Although the highest densities of both taxa were predicted near the continental slope and canyons, the most important variables for beaked whales appeared to be static variables and surface to subsurface dynamic variables, while for sperm whales only surface and deep-water variables were selected. This could suggest differences in foraging strategies and in the prey targeted between the two taxa. Increasing the use of variables describing the deep-water layers would provide a better understanding of the oceanic species distribution and better assist in the planning of human activities in these habitats.
first_indexed 2024-04-12T18:06:51Z
format Article
id doaj.art-0a404091e459405cb34aff9ff8c151fd
institution Directory Open Access Journal
issn 2045-2322
language English
last_indexed 2024-04-12T18:06:51Z
publishDate 2022-06-01
publisher Nature Portfolio
record_format Article
series Scientific Reports
spelling doaj.art-0a404091e459405cb34aff9ff8c151fd2022-12-22T03:21:58ZengNature PortfolioScientific Reports2045-23222022-06-0112111310.1038/s41598-022-13546-xDeep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of BiscayAuriane Virgili0Valentin Teillard1Ghislain Dorémus2Timothy E. Dunn3Sophie Laran4Mark Lewis5Maite Louzao6José Martínez-Cedeira7Emeline Pettex8Leire Ruiz9Camilo Saavedra10M. Begoña Santos11Olivier Van Canneyt12José Antonio Vázquez Bonales13Vincent Ridoux14Observatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéObservatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéObservatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéJoint Nature Conservation Committee, Inverdee HouseObservatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéJoint Nature Conservation Committee, Inverdee HouseAZTI, Marine Research, Basque Research and Technology Alliance (BRTA)CEMMACohabys - ADERA, La Rochelle UniversitéAMBAR Elkartea OrganisationInstituto Español de Oceanografía, Centro Oceanográfico de VigoInstituto Español de Oceanografía, Centro Oceanográfico de VigoObservatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéAlnilam Research and ConservationObservatoire Pelagis, UAR 3462 CNRS - La Rochelle UniversitéAbstract Species Distribution Models are commonly used with surface dynamic environmental variables as proxies for prey distribution to characterise marine top predator habitats. For oceanic species that spend lot of time at depth, surface variables might not be relevant to predict deep-dwelling prey distributions. We hypothesised that descriptors of deep-water layers would better predict the deep-diving cetacean distributions than surface variables. We combined static variables and dynamic variables integrated over different depth classes of the water column into Generalised Additive Models to predict the distribution of sperm whales Physeter macrocephalus and beaked whales Ziphiidae in the Bay of Biscay, eastern North Atlantic. We identified which variables best predicted their distribution. Although the highest densities of both taxa were predicted near the continental slope and canyons, the most important variables for beaked whales appeared to be static variables and surface to subsurface dynamic variables, while for sperm whales only surface and deep-water variables were selected. This could suggest differences in foraging strategies and in the prey targeted between the two taxa. Increasing the use of variables describing the deep-water layers would provide a better understanding of the oceanic species distribution and better assist in the planning of human activities in these habitats.https://doi.org/10.1038/s41598-022-13546-x
spellingShingle Auriane Virgili
Valentin Teillard
Ghislain Dorémus
Timothy E. Dunn
Sophie Laran
Mark Lewis
Maite Louzao
José Martínez-Cedeira
Emeline Pettex
Leire Ruiz
Camilo Saavedra
M. Begoña Santos
Olivier Van Canneyt
José Antonio Vázquez Bonales
Vincent Ridoux
Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
Scientific Reports
title Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
title_full Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
title_fullStr Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
title_full_unstemmed Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
title_short Deep ocean drivers better explain habitat preferences of sperm whales Physeter macrocephalus than beaked whales in the Bay of Biscay
title_sort deep ocean drivers better explain habitat preferences of sperm whales physeter macrocephalus than beaked whales in the bay of biscay
url https://doi.org/10.1038/s41598-022-13546-x
work_keys_str_mv AT aurianevirgili deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT valentinteillard deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT ghislaindoremus deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT timothyedunn deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT sophielaran deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT marklewis deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT maitelouzao deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT josemartinezcedeira deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT emelinepettex deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT leireruiz deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT camilosaavedra deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT mbegonasantos deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT oliviervancanneyt deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT joseantoniovazquezbonales deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay
AT vincentridoux deepoceandriversbetterexplainhabitatpreferencesofspermwhalesphysetermacrocephalusthanbeakedwhalesinthebayofbiscay