Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean

Introduction Mesopelagic fishes play a central role in the transfer of energy through open-ocean food webs, particularly in the Southern Ocean where they are both important predators of zooplankton and a key prey group for many higher predators. However, they are notoriously difficult to sample, whi...

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Published in:Frontiers in Marine Science
Main Authors: Woods, Briannyn L., Van de Putte, Anton P., Hindell, Mark A., Raymond, Ben, Saunders, Ryan A., Walters, Andrea, Trebilco, Rowan
Format: Article in Journal/Newspaper
Language:unknown
Published: Frontiers Media SA 2023
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Online Access:http://dx.doi.org/10.3389/fmars.2022.981434
https://www.frontiersin.org/articles/10.3389/fmars.2022.981434/full
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spelling crfrontiers:10.3389/fmars.2022.981434 2024-05-19T07:31:32+00:00 Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean Woods, Briannyn L. Van de Putte, Anton P. Hindell, Mark A. Raymond, Ben Saunders, Ryan A. Walters, Andrea Trebilco, Rowan 2023 http://dx.doi.org/10.3389/fmars.2022.981434 https://www.frontiersin.org/articles/10.3389/fmars.2022.981434/full unknown Frontiers Media SA https://creativecommons.org/licenses/by/4.0/ Frontiers in Marine Science volume 9 ISSN 2296-7745 journal-article 2023 crfrontiers https://doi.org/10.3389/fmars.2022.981434 2024-04-24T07:11:41Z Introduction Mesopelagic fishes play a central role in the transfer of energy through open-ocean food webs, particularly in the Southern Ocean where they are both important predators of zooplankton and a key prey group for many higher predators. However, they are notoriously difficult to sample, which has limited our understanding of the bio-physical predictors of their abundance and spatiotemporal variability. Species distribution models can be used to help understand species’ ecological requirements by relating records of their presence or abundance to environmental data. Methods Here, we used data from Myctobase – a new circumpolar database of mesopelagic fishes – to model patterns in abundance of eight key myctophid species (family Myctophidae) and the genus Bathylagus in the Southern Ocean south of 45°S. We developed species-specific boosted regression tree models to obtain circumpolar predictions of abundance. Average daytime and night-time summer predictions for the period 1997 to 2011 at 0 to 200m depths were generated for each species. Results Depth and solar position were important predictors and species were stratified in their depth distribution. For all species, except for G. nicholsi , there was an interaction between depth of capture and solar position, reflecting diel vertical migration. Other important variables included sea surface temperature, dissolved oxygen at 200 m, chlorophyll a , and sea surface height, indicating an association with water mass properties. Circumpolar patterns of abundance varied between species with some displaying affinities for oceanic regions at Antarctic latitudes (e.g., E. antarctica and Bathylagus spp.) or sub-Antarctic latitudes (e.g., K. anderssoni and P. tenisoni ); and affinities for shelf regions (e.g., P. bolini and G. nicholsi ). Discussion Our findings suggest that the abundance of mesopelagic fish is influenced by diel vertical migration and meso- and sub-mesoscale oceanographic features, with the Polar Front being a major delimiting feature. Our study ... Article in Journal/Newspaper Antarc* Antarctic Antarctica E. Antarctica Southern Ocean Frontiers (Publisher) Frontiers in Marine Science 9
institution Open Polar
collection Frontiers (Publisher)
op_collection_id crfrontiers
language unknown
description Introduction Mesopelagic fishes play a central role in the transfer of energy through open-ocean food webs, particularly in the Southern Ocean where they are both important predators of zooplankton and a key prey group for many higher predators. However, they are notoriously difficult to sample, which has limited our understanding of the bio-physical predictors of their abundance and spatiotemporal variability. Species distribution models can be used to help understand species’ ecological requirements by relating records of their presence or abundance to environmental data. Methods Here, we used data from Myctobase – a new circumpolar database of mesopelagic fishes – to model patterns in abundance of eight key myctophid species (family Myctophidae) and the genus Bathylagus in the Southern Ocean south of 45°S. We developed species-specific boosted regression tree models to obtain circumpolar predictions of abundance. Average daytime and night-time summer predictions for the period 1997 to 2011 at 0 to 200m depths were generated for each species. Results Depth and solar position were important predictors and species were stratified in their depth distribution. For all species, except for G. nicholsi , there was an interaction between depth of capture and solar position, reflecting diel vertical migration. Other important variables included sea surface temperature, dissolved oxygen at 200 m, chlorophyll a , and sea surface height, indicating an association with water mass properties. Circumpolar patterns of abundance varied between species with some displaying affinities for oceanic regions at Antarctic latitudes (e.g., E. antarctica and Bathylagus spp.) or sub-Antarctic latitudes (e.g., K. anderssoni and P. tenisoni ); and affinities for shelf regions (e.g., P. bolini and G. nicholsi ). Discussion Our findings suggest that the abundance of mesopelagic fish is influenced by diel vertical migration and meso- and sub-mesoscale oceanographic features, with the Polar Front being a major delimiting feature. Our study ...
format Article in Journal/Newspaper
author Woods, Briannyn L.
Van de Putte, Anton P.
Hindell, Mark A.
Raymond, Ben
Saunders, Ryan A.
Walters, Andrea
Trebilco, Rowan
spellingShingle Woods, Briannyn L.
Van de Putte, Anton P.
Hindell, Mark A.
Raymond, Ben
Saunders, Ryan A.
Walters, Andrea
Trebilco, Rowan
Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
author_facet Woods, Briannyn L.
Van de Putte, Anton P.
Hindell, Mark A.
Raymond, Ben
Saunders, Ryan A.
Walters, Andrea
Trebilco, Rowan
author_sort Woods, Briannyn L.
title Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
title_short Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
title_full Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
title_fullStr Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
title_full_unstemmed Species distribution models describe spatial variability in mesopelagic fish abundance in the Southern Ocean
title_sort species distribution models describe spatial variability in mesopelagic fish abundance in the southern ocean
publisher Frontiers Media SA
publishDate 2023
url http://dx.doi.org/10.3389/fmars.2022.981434
https://www.frontiersin.org/articles/10.3389/fmars.2022.981434/full
genre Antarc*
Antarctic
Antarctica
E. Antarctica
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctica
E. Antarctica
Southern Ocean
op_source Frontiers in Marine Science
volume 9
ISSN 2296-7745
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3389/fmars.2022.981434
container_title Frontiers in Marine Science
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