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安格斯-婆罗门杂交牛群体的种群结构和基因组品种组成

Population Structure and Genomic Breed Composition in an Angus-Brahman Crossbred Cattle Population.

作者信息

Gobena Mesfin, Elzo Mauricio A, Mateescu Raluca G

机构信息

Department of Animal Sciences, University of Florida, Gainesville, FL, United States.

出版信息

Front Genet. 2018 Mar 27;9:90. doi: 10.3389/fgene.2018.00090. eCollection 2018.

Abstract

Crossbreeding is a common strategy used in tropical and subtropical regions to enhance beef production, and having accurate knowledge of breed composition is essential for the success of a crossbreeding program. Although pedigree records have been traditionally used to obtain the breed composition of crossbred cattle, the accuracy of pedigree-based breed composition can be reduced by inaccurate and/or incomplete records and Mendelian sampling. Breed composition estimation from genomic data has multiple advantages including higher accuracy without being affected by missing, incomplete, or inaccurate records and the ability to be used as independent authentication of breed in breed-labeled beef products. The present study was conducted with 676 Angus-Brahman crossbred cattle with genotype and pedigree information to evaluate the feasibility and accuracy of using genomic data to determine breed composition. We used genomic data in parametric and non-parametric methods to detect population structure due to differences in breed composition while accounting for the confounding effect of close familial relationships. By applying principal component analysis (PCA) and the maximum likelihood method of ADMIXTURE to genomic data, it was possible to successfully characterize population structure resulting from heterogeneous breed ancestry, while accounting for close familial relationships. PCA results offered additional insight into the different hierarchies of genetic variation structuring. The first principal component was strongly correlated with Angus-Brahman proportions, and the second represented variation within animals that have a relatively more extended Brangus lineage-indicating the presence of a distinct pattern of genetic variation in these cattle. Although there was strong agreement between breed proportions estimated from pedigree and genetic information, there were significant discrepancies between these two methods for certain animals. This was most likely due to inaccuracies in the pedigree-based estimation of breed composition, which supported the case for using genomic information to complement and/or replace pedigree information when estimating breed composition. Comparison with a supervised analysis where purebreds are used as the training set suggest that accurate predictions can be achieved even in the absence of purebred population information.

摘要

杂交是热带和亚热带地区用于提高牛肉产量的常见策略,准确了解品种组成对于杂交计划的成功至关重要。尽管传统上使用系谱记录来获取杂交牛的品种组成,但基于系谱的品种组成的准确性可能会因记录不准确和/或不完整以及孟德尔抽样而降低。从基因组数据估计品种组成具有多个优点,包括更高的准确性,不受缺失、不完整或不准确记录的影响,以及能够用作品种标记牛肉产品中品种的独立认证。本研究对676头具有基因型和系谱信息的安格斯-婆罗门杂交牛进行,以评估使用基因组数据确定品种组成的可行性和准确性。我们在参数和非参数方法中使用基因组数据来检测由于品种组成差异导致的群体结构,同时考虑近亲关系的混杂效应。通过将主成分分析(PCA)和ADMIXTURE的最大似然方法应用于基因组数据,能够成功表征由异质品种血统导致的群体结构,同时考虑近亲关系。PCA结果提供了对遗传变异结构不同层次的额外见解。第一主成分与安格斯-婆罗门比例密切相关,第二主成分代表具有相对更广泛布朗格斯血统的动物内部的变异,表明这些牛存在独特的遗传变异模式。尽管从系谱和遗传信息估计的品种比例之间有很强的一致性,但对于某些动物,这两种方法之间存在显著差异。这很可能是由于基于系谱的品种组成估计不准确,这支持了在估计品种组成时使用基因组信息来补充和/或取代系谱信息的情况。与使用纯种作为训练集的监督分析相比表明,即使在没有纯种群体信息的情况下也能实现准确预测。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5baa/5881247/2b8c008f1302/fgene-09-00090-g001.jpg

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