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Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes
Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding. However, parasite resistance is often synonymous with an undesirable negative correlation with body size. In this study, we first tested the fe...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7672106/ https://www.ncbi.nlm.nih.gov/pubmed/33203997 http://dx.doi.org/10.1038/s41598-020-77069-z |
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author | Lin, Zijie Hosoya, Sho Sato, Mana Mizuno, Naoki Kobayashi, Yuki Itou, Takuya Kikuchi, Kiyoshi |
author_facet | Lin, Zijie Hosoya, Sho Sato, Mana Mizuno, Naoki Kobayashi, Yuki Itou, Takuya Kikuchi, Kiyoshi |
author_sort | Lin, Zijie |
collection | PubMed |
description | Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding. However, parasite resistance is often synonymous with an undesirable negative correlation with body size. In this study, we first tested the feasibility of genomic selection (GS) on resistance to heterobothriosis, caused by the monogenean parasite Heterobothrium okamotoi, which leads to huge economic losses in aquaculture of the tiger pufferfish Takifugu rubripes. Then, using a simulation study, we tested the possibility of simultaneous improvement of parasite resistance, assessed by parasite counts on host fish (HC), and standard length (SL). Each trait showed moderate heritability (square-root transformed HC: h(2) = 0.308 ± 0.123, S.E.; SL: h(2) = 0.405 ± 0.131). The predictive abilities of genomic prediction among 12 models, including genomic Best Linear Unbiased Predictor (GBLUP), Bayesian regressions, and machine learning procedures, were also moderate for both transformed HC (0.248‒0.344) and SL (0.340‒0.481). These results confirmed the feasibility of GS for this trait. Although an undesirable genetic correlation was suggested between transformed HC and SL (r(g) = 0.228), the simulation study suggested the desired gains index can help achieve simultaneous genetic improvements in both traits. |
format | Online Article Text |
id | pubmed-7672106 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-76721062020-11-19 Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes Lin, Zijie Hosoya, Sho Sato, Mana Mizuno, Naoki Kobayashi, Yuki Itou, Takuya Kikuchi, Kiyoshi Sci Rep Article Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding. However, parasite resistance is often synonymous with an undesirable negative correlation with body size. In this study, we first tested the feasibility of genomic selection (GS) on resistance to heterobothriosis, caused by the monogenean parasite Heterobothrium okamotoi, which leads to huge economic losses in aquaculture of the tiger pufferfish Takifugu rubripes. Then, using a simulation study, we tested the possibility of simultaneous improvement of parasite resistance, assessed by parasite counts on host fish (HC), and standard length (SL). Each trait showed moderate heritability (square-root transformed HC: h(2) = 0.308 ± 0.123, S.E.; SL: h(2) = 0.405 ± 0.131). The predictive abilities of genomic prediction among 12 models, including genomic Best Linear Unbiased Predictor (GBLUP), Bayesian regressions, and machine learning procedures, were also moderate for both transformed HC (0.248‒0.344) and SL (0.340‒0.481). These results confirmed the feasibility of GS for this trait. Although an undesirable genetic correlation was suggested between transformed HC and SL (r(g) = 0.228), the simulation study suggested the desired gains index can help achieve simultaneous genetic improvements in both traits. Nature Publishing Group UK 2020-11-17 /pmc/articles/PMC7672106/ /pubmed/33203997 http://dx.doi.org/10.1038/s41598-020-77069-z Text en © The Author(s) 2020 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/. |
spellingShingle | Article Lin, Zijie Hosoya, Sho Sato, Mana Mizuno, Naoki Kobayashi, Yuki Itou, Takuya Kikuchi, Kiyoshi Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title | Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title_full | Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title_fullStr | Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title_full_unstemmed | Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title_short | Genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, Takifugu rubripes |
title_sort | genomic selection for heterobothriosis resistance concurrent with body size in the tiger pufferfish, takifugu rubripes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7672106/ https://www.ncbi.nlm.nih.gov/pubmed/33203997 http://dx.doi.org/10.1038/s41598-020-77069-z |
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