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黄牛-瘤牛在繁殖力和产奶相关基因方面的平衡

The Bos taurus-Bos indicus balance in fertility and milk related genes.

作者信息

Kasarapu Parthan, Porto-Neto Laercio R, Fortes Marina R S, Lehnert Sigrid A, Mudadu Mauricio A, Coutinho Luiz, Regitano Luciana, George Andrew, Reverter Antonio

机构信息

CSIRO Agriculture and Food, Queensland Bioscience Precinct, St. Lucia, Brisbane, Queensland, Australia.

School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia.

出版信息

PLoS One. 2017 Aug 1;12(8):e0181930. doi: 10.1371/journal.pone.0181930. eCollection 2017.

Abstract

Numerical approaches to high-density single nucleotide polymorphism (SNP) data are often employed independently to address individual questions. We linked independent approaches in a bioinformatics pipeline for further insight. The pipeline driven by heterozygosity and Hardy-Weinberg equilibrium (HWE) analyses was applied to characterize Bos taurus and Bos indicus ancestry. We infer a gene co-heterozygosity network that regulates bovine fertility, from data on 18,363 cattle with genotypes for 729,068 SNP. Hierarchical clustering separated populations according to Bos taurus and Bos indicus ancestry. The weights of the first principal component were subjected to Normal mixture modelling allowing the estimation of a gene's contribution to the Bos taurus-Bos indicus axis. We used deviation from HWE, contribution to Bos indicus content and association to fertility traits to select 1,284 genes. With this set, we developed a co-heterozygosity network where the group of genes annotated as fertility-related had significantly higher Bos indicus content compared to other functional classes of genes, while the group of genes associated with milk production had significantly higher Bos taurus content. The network analysis resulted in capturing novel gene associations of relevance to bovine domestication events. We report transcription factors that are likely to regulate genes associated with cattle domestication and tropical adaptation. Our pipeline can be generalized to any scenarios where population structure requires scrutiny at the molecular level, particularly in the presence of a priori set of genes known to impact a phenotype of evolutionary interest such as fertility.

摘要

高密度单核苷酸多态性(SNP)数据的数值方法通常被独立用于解决个别问题。我们在一个生物信息学流程中连接了这些独立方法,以获得更深入的见解。由杂合性和哈迪-温伯格平衡(HWE)分析驱动的流程被应用于表征牛的欧洲牛和瘤牛血统。我们从18363头具有729068个SNP基因型的牛的数据中推断出一个调节牛繁殖力的基因共杂合性网络。层次聚类根据欧洲牛和瘤牛血统对群体进行了分离。对第一主成分的权重进行了正态混合建模,从而能够估计一个基因对欧洲牛-瘤牛轴的贡献。我们利用偏离HWE、对瘤牛含量的贡献以及与繁殖性状的关联来选择1284个基因。利用这一组基因,我们构建了一个共杂合性网络,其中注释为与繁殖力相关的基因组与其他功能类别的基因相比,具有显著更高的瘤牛含量,而与产奶相关的基因组则具有显著更高的欧洲牛含量。网络分析揭示了与牛驯化事件相关的新基因关联。我们报告了可能调节与牛驯化和热带适应性相关基因的转录因子。我们的流程可以推广到任何需要在分子水平上仔细研究群体结构的情况,特别是在存在一组已知会影响进化相关表型(如繁殖力)的先验基因的情况下。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c8d6/5538644/fcf5ab651e7a/pone.0181930.g001.jpg

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