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复合肉牛品种中雌性寿命的基因组预测和全基因组关联分析

Genomic prediction and genome-wide association analysis of female longevity in a composite beef cattle breed.

作者信息

Hamidi Hay E, Roberts A

出版信息

J Anim Sci. 2017 Apr;95(4):1467-1471. doi: 10.2527/jas.2016.1355.

DOI:10.2527/jas.2016.1355
PMID:28464084
Abstract

Longevity is a highly important trait to the efficiency of beef cattle production. The objective of this study was to evaluate the genomic prediction of longevity and identify genomic regions associated with this trait. The data used in this study consisted of 547 Composite Gene Combination cows (1/2 Red Angus, 1/4 Charolais, 1/4 Tarentaise) born from 2002 to 2011 genotyped with Illumina BovineSNP50 BeadChip. Three models were used to assess genomic prediction: Bayes A, Bayes B and GBLUP using a genomic relationship matrix. To identify genomic regions associated with longevity 2 approaches were adopted: single marker genome wide association and Bayesian approach using GenSel software. The genomic prediction accuracy was low 0.28, 0.25, and 0.22 for Bayes A, Bayes B and GBLUP, respectively. The single-marker genome wide association study (GWAS)identified 5 loci with -value less than 0.05 after false discovery correction: UA-IFASA-7571 on chromosome 19 (58.03 Mb), ARS-BFGL-BAC-15059 on BTA 1 (28.8 Mb), ARS-BFGL-NGS-104159 on BTA3 (29.4 Mb), ARS-BFGL-NGS-32882 on BTA9 (104.07 Mb) and ARS-BFGL-NGS-32883 on BTA25 (33.77 Mb). The Bayesian GWAS yielded 4 genomic regions overlapping with the single marker GWAS results. The region with the highest percentage of genomic variance (3.73%) was detected on chromosome 19. Both GWAS approaches adopted in this study showed evidence for association with various chromosomal locations.

摘要

长寿对于肉牛生产效率而言是一个极为重要的性状。本研究的目的是评估长寿的基因组预测,并识别与该性状相关的基因组区域。本研究使用的数据包括547头复合基因组合奶牛(1/2红安格斯、1/4夏洛莱、1/4塔朗泰斯),这些奶牛于2002年至2011年出生,使用Illumina BovineSNP50 BeadChip进行了基因分型。使用了三种模型来评估基因组预测:贝叶斯A、贝叶斯B以及使用基因组关系矩阵的GBLUP。为了识别与长寿相关的基因组区域,采用了两种方法:单标记全基因组关联分析和使用GenSel软件的贝叶斯方法。贝叶斯A、贝叶斯B和GBLUP的基因组预测准确性分别较低,为0.28、0.25和0.22。单标记全基因组关联研究(GWAS)在错误发现校正后,识别出5个P值小于0.05的位点:19号染色体上的UA-IFASA-7571(58.03 Mb)、BTA 1上的ARS-BFGL-BAC-15059(28.8 Mb)、BTA3上的ARS-BFGL-NGS-104159(29.4 Mb)、BTA9上的ARS-BFGL-NGS-32882(104.07 Mb)以及BTA25上的ARS-BFGL-NGS-32883(33.77 Mb)。贝叶斯GWAS产生了4个与单标记GWAS结果重叠的基因组区域。在19号染色体上检测到基因组方差百分比最高的区域(3.73%)。本研究采用的两种GWAS方法均显示出与不同染色体位置相关的证据。

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