Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone

Aquaculture is one of the world's fastest‐growing and most traded food industries, but it is under the threat of climate‐related risks represented by global warming, marine heatwave (MHW) events, ocean acidification, and deoxygenation. For the sustainable development of aquaculture, selective b...

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Published in:Evolutionary Applications
Main Authors: Liu, Junyu, Peng, Wenzhu, Yu, Feng, Shen, Yawei, Yu, Wenchao, Lu, Yisha, Lin, Weihong, Zhou, Muzhi, Huang, Zekun, Luo, Xuan, You, Weiwei, Ke, Caihuan
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Language:English
Published: John Wiley and Sons Inc. 2022
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Online Access:http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9234619/
https://doi.org/10.1111/eva.13388
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spelling ftpubmed:oai:pubmedcentral.nih.gov:9234619 2023-05-15T17:51:33+02:00 Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone Liu, Junyu Peng, Wenzhu Yu, Feng Shen, Yawei Yu, Wenchao Lu, Yisha Lin, Weihong Zhou, Muzhi Huang, Zekun Luo, Xuan You, Weiwei Ke, Caihuan 2022-05-13 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9234619/ https://doi.org/10.1111/eva.13388 en eng John Wiley and Sons Inc. http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9234619/ http://dx.doi.org/10.1111/eva.13388 © 2022 The Authors. Evolutionary Applications published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. CC-BY Evol Appl Original Articles Text 2022 ftpubmed https://doi.org/10.1111/eva.13388 2022-07-03T00:49:42Z Aquaculture is one of the world's fastest‐growing and most traded food industries, but it is under the threat of climate‐related risks represented by global warming, marine heatwave (MHW) events, ocean acidification, and deoxygenation. For the sustainable development of aquaculture, selective breeding may be a viable method to obtain aquatic economic species with greater tolerance to environmental stressors. In this study, we estimated the heritability of heat tolerance trait of Pacific abalone Haliotis discus hannai, performed genome‐wide association studies (GWAS) analysis for heat tolerance to detect single nucleotide polymorphisms (SNPs) and candidate genes, and assessed the potential of genomic selection (GS) in the breeding of abalone industry. A total of 1120 individuals were phenotyped for their heat tolerance and genotyped with 64,788 quality‐controlled SNPs. The heritability of heat tolerance was moderate (0.35–0.42) and the predictive accuracy estimated using BayesB (0.55 ± 0.05) was higher than that using GBLUP (0.40 ± 0.01). A total of 11 genome‐wide significant SNPs and 2 suggestive SNPs were associated with heat tolerance of abalone, and 13 candidate genes were identified, including got2,znfx1,l(2)efl, and lrp5. Based on GWAS results, the prediction accuracy using the top 5K SNPs was higher than that using randomly selected SNPs and higher than that using all SNPs. These results suggest that GS is an efficient approach for improving the heat tolerance of abalone and pave the way for abalone selecting breeding programs in rapidly changing oceans. Text Ocean acidification PubMed Central (PMC) Pacific Evolutionary Applications 15 6 992 1001
institution Open Polar
collection PubMed Central (PMC)
op_collection_id ftpubmed
language English
topic Original Articles
spellingShingle Original Articles
Liu, Junyu
Peng, Wenzhu
Yu, Feng
Shen, Yawei
Yu, Wenchao
Lu, Yisha
Lin, Weihong
Zhou, Muzhi
Huang, Zekun
Luo, Xuan
You, Weiwei
Ke, Caihuan
Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
topic_facet Original Articles
description Aquaculture is one of the world's fastest‐growing and most traded food industries, but it is under the threat of climate‐related risks represented by global warming, marine heatwave (MHW) events, ocean acidification, and deoxygenation. For the sustainable development of aquaculture, selective breeding may be a viable method to obtain aquatic economic species with greater tolerance to environmental stressors. In this study, we estimated the heritability of heat tolerance trait of Pacific abalone Haliotis discus hannai, performed genome‐wide association studies (GWAS) analysis for heat tolerance to detect single nucleotide polymorphisms (SNPs) and candidate genes, and assessed the potential of genomic selection (GS) in the breeding of abalone industry. A total of 1120 individuals were phenotyped for their heat tolerance and genotyped with 64,788 quality‐controlled SNPs. The heritability of heat tolerance was moderate (0.35–0.42) and the predictive accuracy estimated using BayesB (0.55 ± 0.05) was higher than that using GBLUP (0.40 ± 0.01). A total of 11 genome‐wide significant SNPs and 2 suggestive SNPs were associated with heat tolerance of abalone, and 13 candidate genes were identified, including got2,znfx1,l(2)efl, and lrp5. Based on GWAS results, the prediction accuracy using the top 5K SNPs was higher than that using randomly selected SNPs and higher than that using all SNPs. These results suggest that GS is an efficient approach for improving the heat tolerance of abalone and pave the way for abalone selecting breeding programs in rapidly changing oceans.
format Text
author Liu, Junyu
Peng, Wenzhu
Yu, Feng
Shen, Yawei
Yu, Wenchao
Lu, Yisha
Lin, Weihong
Zhou, Muzhi
Huang, Zekun
Luo, Xuan
You, Weiwei
Ke, Caihuan
author_facet Liu, Junyu
Peng, Wenzhu
Yu, Feng
Shen, Yawei
Yu, Wenchao
Lu, Yisha
Lin, Weihong
Zhou, Muzhi
Huang, Zekun
Luo, Xuan
You, Weiwei
Ke, Caihuan
author_sort Liu, Junyu
title Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
title_short Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
title_full Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
title_fullStr Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
title_full_unstemmed Genomic selection applications can improve the environmental performance of aquatics: A case study on the heat tolerance of abalone
title_sort genomic selection applications can improve the environmental performance of aquatics: a case study on the heat tolerance of abalone
publisher John Wiley and Sons Inc.
publishDate 2022
url http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9234619/
https://doi.org/10.1111/eva.13388
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op_relation http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9234619/
http://dx.doi.org/10.1111/eva.13388
op_rights © 2022 The Authors. Evolutionary Applications published by John Wiley & Sons Ltd.
https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
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container_title Evolutionary Applications
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