4.7 Article

The construction of a haplotype reference panel using extremely low coverage whole genome sequences and its application in genome-wide association studies and genomic prediction in Duroc pigs

期刊

GENOMICS
卷 114, 期 1, 页码 340-350

出版社

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.ygeno.2021.12.016

关键词

Extremely low coverage whole genome sequencing; Imputation; GWAS; Genomic prediction

资金

  1. National Natural Science Foundation of China [32102503]
  2. Zhejiang Provincial Key R&D Program of China [2021C02068, 2021C02008]
  3. China Postdoctoral Science Foundation [2020M681879]

向作者/读者索取更多资源

The study utilized extremely low coverage whole genome sequencing (lcWGS) to construct a haplotype reference panel (lcHRP) for pigs, which significantly improved the accuracy of genomic prediction and identified more signals in genome-wide association study (GWAS) compared to traditional methods like SNP arrays.
Extremely low coverage whole genome sequencing (lcWGS) is an economical technique to obtain high-density single nucleotide polymorphisms (SNPs). Here, we explored the feasibility of constructing a haplotype reference panel (lcHRP) using lcWGS and evaluated the effects of lcHRP through a genome-wide association study (GWAS) and genomic prediction in pigs. A total of 297 and 974 Duroc pigs were genotyped using lcWGS and a 50 K SNP array, respectively. We obtained 19,306,498 SNPs using lcWGS with an accuracy of 0.984. With the help of lcHRP, the accuracy of imputation from the SNP array to lcWGS was 0.922. Compared to the SNP array findings, those from the imputation-based GWAS identified more signals across four traits. With the integration of the top 1% imputation-based GWAS findings as genomic features, the accuracies of genomic prediction was improved by 6.0% to 13.2%. This study showed the great potential of lcWGS in pigs' molecular breeding.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据