Single and longitudinal genome-wide association studies for dairy traits available in goats with three recorded lactations

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Maria Gracia Luigi-Sierra, Amparo Martínez, Martina Macri, Juan Vicente Delgado, Anna Castelló, Javier Fernández Alvarez, Xavier Such, Jordi Jordana, Marcel Amills
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Abstract

Milk yield and composition phenotypes are systematically recorded across several lactations in goats, but the majority of genome-wide association studies (GWAS) performed so far have rather ignored the longitudinal nature of such data. Here, we have used two different GWAS approaches to analyse data from three lactations recorded in Murciano-Granadina goats. In Analysis 1, independent GWAS have been carried out for each trait and lactation, while a single longitudinal GWAS, jointly considering all data, has been performed in Analysis 2. In both analyses, genome-wide significant QTL for lactose percentage on chromosome 2 (129.77–131.01 Mb) and for milk protein percentage on the chromosome 6 (74.8–94.6 Mb) casein gene cluster region were detected. In Analysis 1, several QTL were not replicated in all three lactations, possibly due to the existence of lactation-specific genetic determinants. In Analysis 2, we identified several genome-wide significant QTL related to milk yield and protein content that were not uncovered in Analysis 1. The increased number of QTL identified in Analysis 2 suggests that the longitudinal GWAS is particularly well suited for the genetic analysis of dairy traits. Moreover, our data confirm that variability within or close to the casein complex is the main genetic determinant of milk protein percentage in Murciano-Granadina goats.

Abstract Image

对有三次泌乳记录的山羊进行乳制品性状的单基因组和纵向全基因组关联研究。
山羊的产奶量和成分表型在几个泌乳期都有系统记录,但迄今为止进行的大多数全基因组关联研究(GWAS)都忽略了这些数据的纵向性质。在这里,我们使用了两种不同的 GWAS 方法来分析 Murciano-Granadina 山羊三个泌乳期的数据。在分析 1 中,我们对每个性状和泌乳期进行了独立的 GWAS 分析,而在分析 2 中,我们联合考虑了所有数据,进行了单一的纵向 GWAS 分析。在这两项分析中,我们都在 2 号染色体(129.77-131.01 Mb)上检测到了乳糖百分比的全基因组显著 QTL,在 6 号染色体(74.8-94.6 Mb)酪蛋白基因簇区域上检测到了乳蛋白百分比的全基因组显著 QTL。在分析 1 中,几个 QTL 没有在所有三个泌乳期中得到复制,这可能是由于存在泌乳期特异性遗传决定因素。在分析 2 中,我们发现了几个与产奶量和蛋白质含量相关的全基因组显著 QTL,这些 QTL 在分析 1 中没有被发现。 在分析 2 中发现的 QTL 数量的增加表明,纵向 GWAS 特别适合奶牛性状的遗传分析。此外,我们的数据证实,酪蛋白复合体内部或附近的变异是决定 Murciano-Granadina 山羊乳蛋白百分比的主要遗传因素。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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