Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx

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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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: Dataset
Language:unknown
Published: 2023
Subjects:
Online Access:https://doi.org/10.3389/fanim.2023.1177396.s001
https://figshare.com/articles/dataset/Table_1_Digital_phenotyping_of_individual_feed_intake_in_Atlantic_salmon_Salmo_salar_with_the_X-ray_method_and_image_analysis_docx/22632535
id ftfrontimediafig:oai:figshare.com:article/22632535
record_format openpolar
spelling ftfrontimediafig:oai:figshare.com:article/22632535 2024-09-15T17:55:57+00:00 Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx 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 2023-04-14T04:37:23Z https://doi.org/10.3389/fanim.2023.1177396.s001 https://figshare.com/articles/dataset/Table_1_Digital_phenotyping_of_individual_feed_intake_in_Atlantic_salmon_Salmo_salar_with_the_X-ray_method_and_image_analysis_docx/22632535 unknown doi:10.3389/fanim.2023.1177396.s001 https://figshare.com/articles/dataset/Table_1_Digital_phenotyping_of_individual_feed_intake_in_Atlantic_salmon_Salmo_salar_with_the_X-ray_method_and_image_analysis_docx/22632535 CC BY 4.0 Hematology Farm Management Rural Management and Agribusiness Animal Breeding Animal Management Humane Animal Treatment feed intake X-ray method image analysis passage rate feed efficiency Atlantic salmon Dataset 2023 ftfrontimediafig https://doi.org/10.3389/fanim.2023.1177396.s001 2024-08-19T06:19:58Z 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 (R 2 = 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. Dataset Atlantic salmon Salmo salar Frontiers: Figshare
institution Open Polar
collection Frontiers: Figshare
op_collection_id ftfrontimediafig
language unknown
topic Hematology
Farm Management
Rural Management and Agribusiness
Animal Breeding
Animal Management
Humane Animal Treatment
feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
spellingShingle Hematology
Farm Management
Rural Management and Agribusiness
Animal Breeding
Animal Management
Humane Animal Treatment
feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
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
Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
topic_facet Hematology
Farm Management
Rural Management and Agribusiness
Animal Breeding
Animal Management
Humane Animal Treatment
feed intake
X-ray method
image analysis
passage rate
feed efficiency
Atlantic salmon
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 (R 2 = 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 Dataset
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 Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
title_short Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
title_full Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
title_fullStr Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
title_full_unstemmed Table_1_Digital phenotyping of individual feed intake in Atlantic salmon (Salmo salar) with the X-ray method and image analysis.docx
title_sort table_1_digital phenotyping of individual feed intake in atlantic salmon (salmo salar) with the x-ray method and image analysis.docx
publishDate 2023
url https://doi.org/10.3389/fanim.2023.1177396.s001
https://figshare.com/articles/dataset/Table_1_Digital_phenotyping_of_individual_feed_intake_in_Atlantic_salmon_Salmo_salar_with_the_X-ray_method_and_image_analysis_docx/22632535
genre Atlantic salmon
Salmo salar
genre_facet Atlantic salmon
Salmo salar
op_relation doi:10.3389/fanim.2023.1177396.s001
https://figshare.com/articles/dataset/Table_1_Digital_phenotyping_of_individual_feed_intake_in_Atlantic_salmon_Salmo_salar_with_the_X-ray_method_and_image_analysis_docx/22632535
op_rights CC BY 4.0
op_doi https://doi.org/10.3389/fanim.2023.1177396.s001
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