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使用单一品种和混合品种的参考猪群对基因组估计育种值预测准确性的比较。

Comparison of prediction accuracy for genomic estimated breeding value using the reference pig population of single-breed and admixed-breed.

作者信息

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

机构信息

Division of Animal and Dairy Science, Chungnam National University, Daejeon 34134, Korea.

Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea.

出版信息

J Anim Sci Technol. 2020 Jul;62(4):438-448. doi: 10.5187/jast.2020.62.4.438. Epub 2020 Jul 31.

Abstract

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.

摘要

本研究旨在提高使用单一品种和混合参考群体(伯克希尔猪单一品种[BS]以及韩国本地猪与长白猪的杂交品种[CB])对家猪基因组估计育种值(GEBV)预测的准确性。在进行基因组预测之前,开展了主成分分析(PCA)、连锁不平衡(LD)和全基因组关联研究(GWAS)以分析群体结构。参考群体和测试群体数据集各随机抽样10次,并根据参考群体规模(100、200、300或400头动物)分析预测准确性。对于BS群体,参考群体规模越大,所有经济重要性状的预测准确性越高。当以CB作为参考群体、BS作为测试群体时,除胴体重(CWT)外,所有性状的预测准确性在-0.05至0.003之间。以混合群体作为参考时,CB对背膘厚(BF)和剪切力(SF)的准确性随参考群体规模增加而提高,而对于CWT和屠宰后24小时的肌肉pH值(pH),准确性与参考群体规模之间的关系并不明确,尽管总体准确性与以BS作为参考时相似。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a668/7416156/ea1b95c3b0d5/jast-62-4-438-g1.jpg

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