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A high-throughput study of visceral organs in CT-scanned pigs
It has been debated whether intensive selection for growth and carcass yield in pig breeding programmes can affect the size of internal organs, and thereby reduce the animal’s ability to handle stress and increase the risk of sudden deaths. To explore the respiratory and circulatory system in pigs,...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9160241/ https://www.ncbi.nlm.nih.gov/pubmed/35650423 http://dx.doi.org/10.1038/s41598-022-13253-7 |
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author | Nordbø, Øyvind Sagevik, Rune Kongsro, Jørgen Mikkelsen, Kevin Gjuvsland, Arne B. Gaustad, Ann-Helen Olsen, Dan Remme, Espen W. Grindflek, Eli |
author_facet | Nordbø, Øyvind Sagevik, Rune Kongsro, Jørgen Mikkelsen, Kevin Gjuvsland, Arne B. Gaustad, Ann-Helen Olsen, Dan Remme, Espen W. Grindflek, Eli |
author_sort | Nordbø, Øyvind |
collection | PubMed |
description | It has been debated whether intensive selection for growth and carcass yield in pig breeding programmes can affect the size of internal organs, and thereby reduce the animal’s ability to handle stress and increase the risk of sudden deaths. To explore the respiratory and circulatory system in pigs, a deep learning based computational pipeline was built to extract the size of lungs and hearts from CT-scan images. This pipeline was applied on CT images from 11,000 boar selection candidates acquired during the last decade. Further, heart and lung volumes were analysed genetically and correlated with production traits. Both heart and lung volumes were heritable, with h(2) estimated to 0.35 and 0.34, respectively, in Landrace, and 0.28 and 0.4 in Duroc. Both volumes were positively correlated with lean meat percentage, and lung volume was negatively genetically correlated with growth (r(g) = − 0.48 ± 0.07 for Landrace and r(g) = − 0.44 ± 0.07 for Duroc). The main findings suggest that the current pig breeding programs could, as an indirect response to selection, affect the size of hearts- and lungs. The presented methods can be used to monitor the development of internal organs in the future. |
format | Online Article Text |
id | pubmed-9160241 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91602412022-06-03 A high-throughput study of visceral organs in CT-scanned pigs Nordbø, Øyvind Sagevik, Rune Kongsro, Jørgen Mikkelsen, Kevin Gjuvsland, Arne B. Gaustad, Ann-Helen Olsen, Dan Remme, Espen W. Grindflek, Eli Sci Rep Article It has been debated whether intensive selection for growth and carcass yield in pig breeding programmes can affect the size of internal organs, and thereby reduce the animal’s ability to handle stress and increase the risk of sudden deaths. To explore the respiratory and circulatory system in pigs, a deep learning based computational pipeline was built to extract the size of lungs and hearts from CT-scan images. This pipeline was applied on CT images from 11,000 boar selection candidates acquired during the last decade. Further, heart and lung volumes were analysed genetically and correlated with production traits. Both heart and lung volumes were heritable, with h(2) estimated to 0.35 and 0.34, respectively, in Landrace, and 0.28 and 0.4 in Duroc. Both volumes were positively correlated with lean meat percentage, and lung volume was negatively genetically correlated with growth (r(g) = − 0.48 ± 0.07 for Landrace and r(g) = − 0.44 ± 0.07 for Duroc). The main findings suggest that the current pig breeding programs could, as an indirect response to selection, affect the size of hearts- and lungs. The presented methods can be used to monitor the development of internal organs in the future. Nature Publishing Group UK 2022-06-01 /pmc/articles/PMC9160241/ /pubmed/35650423 http://dx.doi.org/10.1038/s41598-022-13253-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Nordbø, Øyvind Sagevik, Rune Kongsro, Jørgen Mikkelsen, Kevin Gjuvsland, Arne B. Gaustad, Ann-Helen Olsen, Dan Remme, Espen W. Grindflek, Eli A high-throughput study of visceral organs in CT-scanned pigs |
title | A high-throughput study of visceral organs in CT-scanned pigs |
title_full | A high-throughput study of visceral organs in CT-scanned pigs |
title_fullStr | A high-throughput study of visceral organs in CT-scanned pigs |
title_full_unstemmed | A high-throughput study of visceral organs in CT-scanned pigs |
title_short | A high-throughput study of visceral organs in CT-scanned pigs |
title_sort | high-throughput study of visceral organs in ct-scanned pigs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9160241/ https://www.ncbi.nlm.nih.gov/pubmed/35650423 http://dx.doi.org/10.1038/s41598-022-13253-7 |
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