Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis

The primary barrier to research into feed efficiency of Atlantic salmon (Salmo salar) is the lack of a reliable method to assess individual feed intake in large cohorts of fish over a growth period. A method with potential is the X-ray method, which images radio-opaque markers (beads) in feed consum...

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Published in:Frontiers in Animal Science
Main Authors: Gareth Frank Difford, Bjarne Hatlen, Karsten Heia, Grete Bæverfjord, Bernhard Eckel, Kjellrun Hoås Gannestad, Odd Helge Romarheim, Stein-Kato Lindberg, Ashie T. Norris, Anna Kristina Sonesson, Bjarne Gjerde
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2023
Subjects:
Online Access:https://doi.org/10.3389/fanim.2023.1177396
https://doaj.org/article/9fe161ddcd704c89adf36d9034f04bfa
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spelling ftdoajarticles:oai:doaj.org/article:9fe161ddcd704c89adf36d9034f04bfa 2023-06-06T11:51:57+02:00 Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis Gareth Frank Difford Bjarne Hatlen Karsten Heia Grete Bæverfjord Bernhard Eckel Kjellrun Hoås Gannestad Odd Helge Romarheim Stein-Kato Lindberg Ashie T. Norris Anna Kristina Sonesson Bjarne Gjerde 2023-04-01T00:00:00Z https://doi.org/10.3389/fanim.2023.1177396 https://doaj.org/article/9fe161ddcd704c89adf36d9034f04bfa EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fanim.2023.1177396/full https://doaj.org/toc/2673-6225 2673-6225 doi:10.3389/fanim.2023.1177396 https://doaj.org/article/9fe161ddcd704c89adf36d9034f04bfa Frontiers in Animal Science, Vol 4 (2023) feed intake X-ray method image analysis passage rate feed efficiency Atlantic salmon Veterinary medicine SF600-1100 article 2023 ftdoajarticles https://doi.org/10.3389/fanim.2023.1177396 2023-04-16T00:32:23Z The primary barrier to research into feed efficiency of Atlantic salmon (Salmo salar) is the lack of a reliable method to assess individual feed intake in large cohorts of fish over a growth period. A method with potential is the X-ray method, which images radio-opaque markers (beads) in feed consumed by fish. However, the time taken to count the markers in the digestive tract of fish is extremely onerous and the method has previously been shown to have low repeatability. Furthermore, the method has not been assessed and optimized for Atlantic salmon. Firstly, we made use of image analysis to count beads within the digital radiographs, which was highly correlated to manual counting by human observers (R2 = 0.99). Remarkably, image counting was up to 6 times faster than human counting when the number of beads per fish was high (> 300 per fish). We investigated the potential effect of different sources of error on the feed mass to bead count calibration equation and found the effects of X-ray exposure setting and the position of pellets on the X-ray plate to be negligible on the bead counts of both human and image analysis. We tested different feeding periods with the time of the X-ray images to minimize the loss of beads through defecation. We found that fish should be X-rayed within 6.5–11 hours of first being offered feed for a 6-hour feeding period which fed the entire daily ration. Lastly, we assessed the repeatability of feed intake over a 70-day growth period from 80–300 grams and found feed intake to be significantly and moderately repeatable (r = 0.45 ± 0.11), indicating developments in the method result in a consistent ranking of individual fish based on feed intake from three repeated measurements. The X-ray method combined with image analysis greatly reduces counting time without compromising accuracy, achieves promising repeatability, and is feasible in Atlantic salmon parr. Article in Journal/Newspaper Atlantic salmon Salmo salar Directory of Open Access Journals: DOAJ Articles Frontiers in Animal Science 4
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
Veterinary medicine
SF600-1100
spellingShingle feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
Veterinary medicine
SF600-1100
Gareth Frank Difford
Bjarne Hatlen
Karsten Heia
Grete Bæverfjord
Bernhard Eckel
Kjellrun Hoås Gannestad
Odd Helge Romarheim
Stein-Kato Lindberg
Ashie T. Norris
Anna Kristina Sonesson
Bjarne Gjerde
Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
topic_facet feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
Veterinary medicine
SF600-1100
description The primary barrier to research into feed efficiency of Atlantic salmon (Salmo salar) is the lack of a reliable method to assess individual feed intake in large cohorts of fish over a growth period. A method with potential is the X-ray method, which images radio-opaque markers (beads) in feed consumed by fish. However, the time taken to count the markers in the digestive tract of fish is extremely onerous and the method has previously been shown to have low repeatability. Furthermore, the method has not been assessed and optimized for Atlantic salmon. Firstly, we made use of image analysis to count beads within the digital radiographs, which was highly correlated to manual counting by human observers (R2 = 0.99). Remarkably, image counting was up to 6 times faster than human counting when the number of beads per fish was high (> 300 per fish). We investigated the potential effect of different sources of error on the feed mass to bead count calibration equation and found the effects of X-ray exposure setting and the position of pellets on the X-ray plate to be negligible on the bead counts of both human and image analysis. We tested different feeding periods with the time of the X-ray images to minimize the loss of beads through defecation. We found that fish should be X-rayed within 6.5–11 hours of first being offered feed for a 6-hour feeding period which fed the entire daily ration. Lastly, we assessed the repeatability of feed intake over a 70-day growth period from 80–300 grams and found feed intake to be significantly and moderately repeatable (r = 0.45 ± 0.11), indicating developments in the method result in a consistent ranking of individual fish based on feed intake from three repeated measurements. The X-ray method combined with image analysis greatly reduces counting time without compromising accuracy, achieves promising repeatability, and is feasible in Atlantic salmon parr.
format Article in Journal/Newspaper
author Gareth Frank Difford
Bjarne Hatlen
Karsten Heia
Grete Bæverfjord
Bernhard Eckel
Kjellrun Hoås Gannestad
Odd Helge Romarheim
Stein-Kato Lindberg
Ashie T. Norris
Anna Kristina Sonesson
Bjarne Gjerde
author_facet Gareth Frank Difford
Bjarne Hatlen
Karsten Heia
Grete Bæverfjord
Bernhard Eckel
Kjellrun Hoås Gannestad
Odd Helge Romarheim
Stein-Kato Lindberg
Ashie T. Norris
Anna Kristina Sonesson
Bjarne Gjerde
author_sort Gareth Frank Difford
title Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
title_short Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
title_full Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
title_fullStr Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
title_full_unstemmed Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis
title_sort digital phenotyping of individual feed intake in atlantic salmon (salmo salar) with the x-ray method and image analysis
publisher Frontiers Media S.A.
publishDate 2023
url https://doi.org/10.3389/fanim.2023.1177396
https://doaj.org/article/9fe161ddcd704c89adf36d9034f04bfa
genre Atlantic salmon
Salmo salar
genre_facet Atlantic salmon
Salmo salar
op_source Frontiers in Animal Science, Vol 4 (2023)
op_relation https://www.frontiersin.org/articles/10.3389/fanim.2023.1177396/full
https://doaj.org/toc/2673-6225
2673-6225
doi:10.3389/fanim.2023.1177396
https://doaj.org/article/9fe161ddcd704c89adf36d9034f04bfa
op_doi https://doi.org/10.3389/fanim.2023.1177396
container_title Frontiers in Animal Science
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