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利用环境调整统计模型检测韩牛脂肪酸合酶的优良基因型

Detection of superior genotype of fatty acid synthase in Korean native cattle by an environment-adjusted statistical model.

作者信息

Lee Jea-Young, Oh Dong-Yep, Kim Hyun-Ji, Jang Gab-Sue, Lee Seung-Uk

机构信息

Department of Statistics, Yeungnam University, Gyeongsan 712-749, Korea.

Livestock Research institute, Yeongju 750-871, Korea.

出版信息

Asian-Australas J Anim Sci. 2017 Jun;30(6):765-772. doi: 10.5713/ajas.16.0263. Epub 2017 Feb 1.

Abstract

OBJECTIVE

This study examines the genetic factors influencing the phenotypes (four economic traits:oleic acid [C18:1], monounsaturated fatty acids, carcass weight, and marbling score) of Hanwoo.

METHODS

To enhance the accuracy of the genetic analysis, the study proposes a new statistical model that excludes environmental factors. A statistically adjusted, analysis of covariance model of environmental and genetic factors was developed, and estimated environmental effects (covariate effects of age and effects of calving farms) were excluded from the model.

RESULTS

The accuracy was compared before and after adjustment. The accuracy of the best single nucleotide polymorphism (SNP) in C18:1 increased from 60.16% to 74.26%, and that of the two-factor interaction increased from 58.69% to 87.19%. Also, superior SNPs and SNP interactions were identified using the multifactor dimensionality reduction method in Table 1 to 4. Finally, high- and low-risk genotypes were compared based on their mean scores for each trait.

CONCLUSION

The proposed method significantly improved the analysis accuracy and identified superior gene-gene interactions and genotypes for each of the four economic traits of Hanwoo.

摘要

目的

本研究探讨影响韩牛表型(四个经济性状:油酸[C18:1]、单不饱和脂肪酸、胴体重和大理石花纹评分)的遗传因素。

方法

为提高遗传分析的准确性,本研究提出一种排除环境因素的新统计模型。构建了环境和遗传因素的统计调整协方差分析模型,并将估计的环境效应(年龄的协变量效应和产犊农场的效应)从模型中排除。

结果

比较了调整前后的准确性。C18:1中最佳单核苷酸多态性(SNP)的准确性从60.16%提高到74.26%,双因素相互作用的准确性从58.69%提高到87.19%。此外,使用多因素降维方法在表1至4中鉴定了优良的SNP和SNP相互作用。最后,根据每个性状的平均得分比较了高风险和低风险基因型。

结论

所提出的方法显著提高了分析准确性,并鉴定了韩牛四个经济性状各自的优良基因-基因相互作用和基因型。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5e63/5411838/035336b6913f/ajas-30-6-765f1.jpg

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