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Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population

Genome-wide association studies (GWAS) based on high throughput SNP genotyping technologies open a broad avenue for exploring genes associated with milk production traits in dairy cattle. Motivated by pinpointing novel quantitative trait nucleotide (QTN) across Bos Taurus genome, the present study i...

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Autores principales: Jiang, Li, Liu, Jianfeng, Sun, Dongxiao, Ma, Peipei, Ding, Xiangdong, Yu, Ying, Zhang, Qin
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2965099/
https://www.ncbi.nlm.nih.gov/pubmed/21048968
http://dx.doi.org/10.1371/journal.pone.0013661
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author Jiang, Li
Liu, Jianfeng
Sun, Dongxiao
Ma, Peipei
Ding, Xiangdong
Yu, Ying
Zhang, Qin
author_facet Jiang, Li
Liu, Jianfeng
Sun, Dongxiao
Ma, Peipei
Ding, Xiangdong
Yu, Ying
Zhang, Qin
author_sort Jiang, Li
collection PubMed
description Genome-wide association studies (GWAS) based on high throughput SNP genotyping technologies open a broad avenue for exploring genes associated with milk production traits in dairy cattle. Motivated by pinpointing novel quantitative trait nucleotide (QTN) across Bos Taurus genome, the present study is to perform GWAS to identify genes affecting milk production traits using current state-of-the-art SNP genotyping technology, i.e., the Illumina BovineSNP50 BeadChip. In the analyses, the five most commonly evaluated milk production traits are involved, including milk yield (MY), milk fat yield (FY), milk protein yield (PY), milk fat percentage (FP) and milk protein percentage (PP). Estimated breeding values (EBVs) of 2,093 daughters from 14 paternal half-sib families are considered as phenotypes within the framework of a daughter design. Association tests between each trait and the 54K SNPs are achieved via two different analysis approaches, a paternal transmission disequilibrium test (TDT)-based approach (L1-TDT) and a mixed model based regression analysis (MMRA). In total, 105 SNPs were detected to be significantly associated genome-wise with one or multiple milk production traits. Of the 105 SNPs, 38 were commonly detected by both methods, while four and 63 were solely detected by L1-TDT and MMRA, respectively. The majority (86 out of 105) of the significant SNPs is located within the reported QTL regions and some are within or close to the reported candidate genes. In particular, two SNPs, ARS-BFGL-NGS-4939 and BFGL-NGS-118998, are located close to the DGAT1 gene (160bp apart) and within the GHR gene, respectively. Our findings herein not only provide confirmatory evidences for previously findings, but also explore a suite of novel SNPs associated with milk production traits, and thus form a solid basis for eventually unraveling the causal mutations for milk production traits in dairy cattle.
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spelling pubmed-29650992010-11-03 Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population Jiang, Li Liu, Jianfeng Sun, Dongxiao Ma, Peipei Ding, Xiangdong Yu, Ying Zhang, Qin PLoS One Research Article Genome-wide association studies (GWAS) based on high throughput SNP genotyping technologies open a broad avenue for exploring genes associated with milk production traits in dairy cattle. Motivated by pinpointing novel quantitative trait nucleotide (QTN) across Bos Taurus genome, the present study is to perform GWAS to identify genes affecting milk production traits using current state-of-the-art SNP genotyping technology, i.e., the Illumina BovineSNP50 BeadChip. In the analyses, the five most commonly evaluated milk production traits are involved, including milk yield (MY), milk fat yield (FY), milk protein yield (PY), milk fat percentage (FP) and milk protein percentage (PP). Estimated breeding values (EBVs) of 2,093 daughters from 14 paternal half-sib families are considered as phenotypes within the framework of a daughter design. Association tests between each trait and the 54K SNPs are achieved via two different analysis approaches, a paternal transmission disequilibrium test (TDT)-based approach (L1-TDT) and a mixed model based regression analysis (MMRA). In total, 105 SNPs were detected to be significantly associated genome-wise with one or multiple milk production traits. Of the 105 SNPs, 38 were commonly detected by both methods, while four and 63 were solely detected by L1-TDT and MMRA, respectively. The majority (86 out of 105) of the significant SNPs is located within the reported QTL regions and some are within or close to the reported candidate genes. In particular, two SNPs, ARS-BFGL-NGS-4939 and BFGL-NGS-118998, are located close to the DGAT1 gene (160bp apart) and within the GHR gene, respectively. Our findings herein not only provide confirmatory evidences for previously findings, but also explore a suite of novel SNPs associated with milk production traits, and thus form a solid basis for eventually unraveling the causal mutations for milk production traits in dairy cattle. Public Library of Science 2010-10-27 /pmc/articles/PMC2965099/ /pubmed/21048968 http://dx.doi.org/10.1371/journal.pone.0013661 Text en Jiang et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Jiang, Li
Liu, Jianfeng
Sun, Dongxiao
Ma, Peipei
Ding, Xiangdong
Yu, Ying
Zhang, Qin
Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title_full Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title_fullStr Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title_full_unstemmed Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title_short Genome Wide Association Studies for Milk Production Traits in Chinese Holstein Population
title_sort genome wide association studies for milk production traits in chinese holstein population
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2965099/
https://www.ncbi.nlm.nih.gov/pubmed/21048968
http://dx.doi.org/10.1371/journal.pone.0013661
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