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Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family

OBJECTIVE: When evaluating individuals with the same parent and no phenotype by pedigree best linear unbiased prediction (BLUP), it is difficult to explain carcass grade difference and select individuals because they have the same value in pedigree BLUP (PBLUP). However, single step GBLUP (ssGBLUP),...

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Autores principales: Kim, Eun-Ho, Kang, Ho-Chan, Myung, Cheol-Hyun, Kim, Ji-Yeong, Sun, Du-Won, Lee, Doo-Ho, Lee, Seung-Hwan, Lim, Hyun-Tae
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Animal Bioscience 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10472147/
https://www.ncbi.nlm.nih.gov/pubmed/37170517
http://dx.doi.org/10.5713/ab.22.0327
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author Kim, Eun-Ho
Kang, Ho-Chan
Myung, Cheol-Hyun
Kim, Ji-Yeong
Sun, Du-Won
Lee, Doo-Ho
Lee, Seung-Hwan
Lim, Hyun-Tae
author_facet Kim, Eun-Ho
Kang, Ho-Chan
Myung, Cheol-Hyun
Kim, Ji-Yeong
Sun, Du-Won
Lee, Doo-Ho
Lee, Seung-Hwan
Lim, Hyun-Tae
author_sort Kim, Eun-Ho
collection PubMed
description OBJECTIVE: When evaluating individuals with the same parent and no phenotype by pedigree best linear unbiased prediction (BLUP), it is difficult to explain carcass grade difference and select individuals because they have the same value in pedigree BLUP (PBLUP). However, single step GBLUP (ssGBLUP), which can estimate the breeding value suitable for the individual by adding genotype, is more accurate than the existing method. METHODS: The breeding value and accuracy were estimated with pedigree BLUP and ssGBLUP using pedigree and genotype of 408 Hanwoo cattle from 16 families with the same parent among siblings produced by fertilized egg transplantation. A total of 14,225 Hanwoo cattle with pedigree, genotype and phenotype were used as the reference population. PBLUP obtained estimated breeding value (EBV) using the pedigree of the test and reference populations, and ssGBLUP obtained genomic EBV (GEBV) after constructing and H-matrix by integrating the pedigree and genotype of the test and reference populations. RESULTS: For all traits, the accuracy of GEBV using ssGBLUP is 0.18 to 0.20 higher than the accuracy of EBV obtained with PBLUP. Comparison of EBV and GEBV of individuals without phenotype, since the value of EBV is estimated based on expected values of alleles passed down from common ancestors. It does not take Mendelian sampling into consideration, so the EBV of all individuals within the same family is estimated to be the same value. However, GEBV makes estimating true kinship coefficient based on different genotypes of individuals possible, so GEBV that corresponds to each individual is estimated rather than a uniform GEBV for each individual. CONCLUSION: Since Hanwoo cows bred through embryo transfer have a high possibility of having the same parent, if ssGBLUP after adding genotype is used, estimating true kinship coefficient corresponding to each individual becomes possible, allowing for more accurate estimation of breeding value.
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spelling pubmed-104721472023-09-02 Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family Kim, Eun-Ho Kang, Ho-Chan Myung, Cheol-Hyun Kim, Ji-Yeong Sun, Du-Won Lee, Doo-Ho Lee, Seung-Hwan Lim, Hyun-Tae Anim Biosci Article OBJECTIVE: When evaluating individuals with the same parent and no phenotype by pedigree best linear unbiased prediction (BLUP), it is difficult to explain carcass grade difference and select individuals because they have the same value in pedigree BLUP (PBLUP). However, single step GBLUP (ssGBLUP), which can estimate the breeding value suitable for the individual by adding genotype, is more accurate than the existing method. METHODS: The breeding value and accuracy were estimated with pedigree BLUP and ssGBLUP using pedigree and genotype of 408 Hanwoo cattle from 16 families with the same parent among siblings produced by fertilized egg transplantation. A total of 14,225 Hanwoo cattle with pedigree, genotype and phenotype were used as the reference population. PBLUP obtained estimated breeding value (EBV) using the pedigree of the test and reference populations, and ssGBLUP obtained genomic EBV (GEBV) after constructing and H-matrix by integrating the pedigree and genotype of the test and reference populations. RESULTS: For all traits, the accuracy of GEBV using ssGBLUP is 0.18 to 0.20 higher than the accuracy of EBV obtained with PBLUP. Comparison of EBV and GEBV of individuals without phenotype, since the value of EBV is estimated based on expected values of alleles passed down from common ancestors. It does not take Mendelian sampling into consideration, so the EBV of all individuals within the same family is estimated to be the same value. However, GEBV makes estimating true kinship coefficient based on different genotypes of individuals possible, so GEBV that corresponds to each individual is estimated rather than a uniform GEBV for each individual. CONCLUSION: Since Hanwoo cows bred through embryo transfer have a high possibility of having the same parent, if ssGBLUP after adding genotype is used, estimating true kinship coefficient corresponding to each individual becomes possible, allowing for more accurate estimation of breeding value. Animal Bioscience 2023-09 2023-05-02 /pmc/articles/PMC10472147/ /pubmed/37170517 http://dx.doi.org/10.5713/ab.22.0327 Text en Copyright © 2023 by Animal Bioscience https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Kim, Eun-Ho
Kang, Ho-Chan
Myung, Cheol-Hyun
Kim, Ji-Yeong
Sun, Du-Won
Lee, Doo-Ho
Lee, Seung-Hwan
Lim, Hyun-Tae
Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title_full Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title_fullStr Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title_full_unstemmed Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title_short Comparison on genomic prediction using pedigree BLUP and single step GBLUP through the Hanwoo full-sib family
title_sort comparison on genomic prediction using pedigree blup and single step gblup through the hanwoo full-sib family
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10472147/
https://www.ncbi.nlm.nih.gov/pubmed/37170517
http://dx.doi.org/10.5713/ab.22.0327
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