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Comparison of prediction accuracy for genomic estimated breeding value using the reference pig population of single-breed and admixed-breed
This study was performed to increase the accuracy of genomic estimated breeding value (GEBV) predictions for domestic pigs using single-breed and admixed reference populations (single-breed of Berkshire pigs [BS] with cross breed of Korean native pigs and Landrace pigs [CB]). The principal component...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Korean Society of Animal Sciences and Technology
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7416156/ https://www.ncbi.nlm.nih.gov/pubmed/32803176 http://dx.doi.org/10.5187/jast.2020.62.4.438 |
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author | Lee, Soo Hyun Seo, Dongwon Lee, Doo Ho Kang, Ji Min Kim, Yeong Kuk Lee, Kyung Tai Kim, Tae Hun Choi, Bong Hwan Lee, Seung Hwan |
author_facet | Lee, Soo Hyun Seo, Dongwon Lee, Doo Ho Kang, Ji Min Kim, Yeong Kuk Lee, Kyung Tai Kim, Tae Hun Choi, Bong Hwan Lee, Seung Hwan |
author_sort | Lee, Soo Hyun |
collection | PubMed |
description | This study was performed to increase the accuracy of genomic estimated breeding value (GEBV) predictions for domestic pigs using single-breed and admixed reference populations (single-breed of Berkshire pigs [BS] with cross breed of Korean native pigs and Landrace pigs [CB]). The principal component analysis (PCA), linkage disequilibrium (LD), and genome-wide association study (GWAS) were performed to analyze the population structure prior to genomic prediction. Reference and test population data sets were randomly sampled 10 times each and precision accuracy was analyzed according to the size of the reference population (100, 200, 300, or 400 animals). For the BS population, prediction accuracy was higher for all economically important traits with larger reference population size. Prediction accuracy was ranged from −0.05 to 0.003, for all traits except carcass weight (CWT), when CB was used as the reference population and BS as the test. The accuracy of CB for backfat thickness (BF) and shear force (SF) using admixed population as reference increased with reference population size, while the results for CWT and muscle pH at 24 hours after slaughter (pH) were equivocal with respect to the relationship between accuracy and reference population size, although overall accuracy was similar to that using the BS as the reference. |
format | Online Article Text |
id | pubmed-7416156 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Korean Society of Animal Sciences and Technology |
record_format | MEDLINE/PubMed |
spelling | pubmed-74161562020-08-14 Comparison of prediction accuracy for genomic estimated breeding value using the reference pig population of single-breed and admixed-breed Lee, Soo Hyun Seo, Dongwon Lee, Doo Ho Kang, Ji Min Kim, Yeong Kuk Lee, Kyung Tai Kim, Tae Hun Choi, Bong Hwan Lee, Seung Hwan J Anim Sci Technol Research Article This study was performed to increase the accuracy of genomic estimated breeding value (GEBV) predictions for domestic pigs using single-breed and admixed reference populations (single-breed of Berkshire pigs [BS] with cross breed of Korean native pigs and Landrace pigs [CB]). The principal component analysis (PCA), linkage disequilibrium (LD), and genome-wide association study (GWAS) were performed to analyze the population structure prior to genomic prediction. Reference and test population data sets were randomly sampled 10 times each and precision accuracy was analyzed according to the size of the reference population (100, 200, 300, or 400 animals). For the BS population, prediction accuracy was higher for all economically important traits with larger reference population size. Prediction accuracy was ranged from −0.05 to 0.003, for all traits except carcass weight (CWT), when CB was used as the reference population and BS as the test. The accuracy of CB for backfat thickness (BF) and shear force (SF) using admixed population as reference increased with reference population size, while the results for CWT and muscle pH at 24 hours after slaughter (pH) were equivocal with respect to the relationship between accuracy and reference population size, although overall accuracy was similar to that using the BS as the reference. Korean Society of Animal Sciences and Technology 2020-07 2020-07-31 /pmc/articles/PMC7416156/ /pubmed/32803176 http://dx.doi.org/10.5187/jast.2020.62.4.438 Text en © Copyright 2020 Korean Society of Animal Science and Technology http://creativecommons.org/licenses/by-nc/4.0/ This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Lee, Soo Hyun Seo, Dongwon Lee, Doo Ho Kang, Ji Min Kim, Yeong Kuk Lee, Kyung Tai Kim, Tae Hun Choi, Bong Hwan Lee, Seung Hwan Comparison of prediction accuracy for genomic estimated breeding value using the reference pig population of single-breed and admixed-breed |
title | Comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
title_full | Comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
title_fullStr | Comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
title_full_unstemmed | Comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
title_short | Comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
title_sort | comparison of prediction accuracy for genomic estimated breeding
value using the reference pig population of single-breed and
admixed-breed |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7416156/ https://www.ncbi.nlm.nih.gov/pubmed/32803176 http://dx.doi.org/10.5187/jast.2020.62.4.438 |
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