基于全转录组关联研究确定与牛奶生产和乳腺炎相关的候选基因

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Sevda Hosseinzadeh, Seyed Abbas Rafat, Arash Javanmard, Lingzhao Fang
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引用次数: 0

摘要

同时评估乳腺炎和产奶特性的遗传研究由来已久。在此背景下出现的主要问题是,由于选择的原因,乳腺炎风险与泌乳性能之间存在着已知的正相关性。全转录组关联研究(TWAS)方法致力于将表达定量性状位点和全基因组关联研究汇总统计结合起来,以解读复杂的性状或疾病。因此,我们将 farmgtex 项目的结果作为乳腺炎和产奶量的完整牛数据库。共定位和 TWAS 方法的结果被用于检测基于多个组织的转录组记录中与产奶量和乳腺炎性状相关的功能性候选基因。此外,我们还使用了基因本体的 david 数据库来识别重要的术语和相关基因。为了识别相互作用网络,我们使用了 genemania 和 string 数据库。此外,我们还使用了 TWAS 结果中可用的 z 分数来计算组织间的相关性。因此,本研究结果证实,LYNX1、DGAT1、C14H8orf33 和 LY6E 分别在 8 个、6 个、5 个和 5 个组织中被鉴定为与产奶量相关的重要基因。此外,FBXL6 也是与乳腺炎性状相关的重要基因。通过共定位和 TWAS 方法,CLN3 和 ZNF34 基因成为产奶量性状的重要基因。预计TWAS和共定位可提高我们对高产奶牛潜在健康状况控制机制的认识。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of candidate genes associated with milk production and mastitis based on transcriptome-wide association study

Genetic research for the assessment of mastitis and milk production traits simultaneously has a long history. The main issue that arises in this context is the known existence of a positive correlation between the risk of mastitis and lactation performance due to selection. The transcriptome-wide association study (TWAS) approach endeavors to combine the expression quantitative trait loci and genome-wide association study summary statistics to decode complex traits or diseases. Accordingly, we used the farmgtex project results as a complete bovine database for mastitis and milk production. The results of colocalization and TWAS approaches were used for the detection of functional associated candidate genes with milk production and mastitis traits on multiple tissue-based transcriptome records. Also, we used the david database for gene ontology to identify significant terms and associated genes. For the identification of interaction networks, the genemania and string databases were used. Also, the available z-scores in TWAS results were used for the calculation of the correlation between tissues. Therefore, the present results confirm that LYNX1, DGAT1, C14H8orf33, and LY6E were identified as significant genes associated with milk production in eight, six, five, and five tissues, respectively. Also, FBXL6 was detected as a significant gene associated with mastitis trait. CLN3 and ZNF34 genes emerged via both the colocalization and TWAS approaches as significant genes for milk production trait. It is expected that TWAS and colocalization can improve our perception of the potential health status control mechanism in high-yielding dairy cows.

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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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