Sevda Hosseinzadeh, Seyed Abbas Rafat, Arash Javanmard, Lingzhao Fang
{"title":"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","authors":"Sevda Hosseinzadeh, Seyed Abbas Rafat, Arash Javanmard, Lingzhao Fang","doi":"10.1111/age.13422","DOIUrl":null,"url":null,"abstract":"<p>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 <span>farmgtex</span> project results as a complete <span>bovine</span> 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 <span>david</span> database for gene ontology to identify significant terms and associated genes. For the identification of interaction networks, the <span>genemania</span> and <span>string</span> databases were used. Also, the available <i>z</i>-scores in TWAS results were used for the calculation of the correlation between tissues. Therefore, the present results confirm that <i>LYNX1</i>, <i>DGAT1</i>, <i>C14H8orf33</i>, and <i>LY6E</i> were identified as significant genes associated with milk production in eight, six, five, and five tissues, respectively. Also, <i>FBXL6</i> was detected as a significant gene associated with mastitis trait. <i>CLN3</i> and <i>ZNF34</i> 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.</p>","PeriodicalId":7905,"journal":{"name":"Animal genetics","volume":"55 3","pages":"430-439"},"PeriodicalIF":1.8000,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identification of candidate genes associated with milk production and mastitis based on transcriptome-wide association study\",\"authors\":\"Sevda Hosseinzadeh, Seyed Abbas Rafat, Arash Javanmard, Lingzhao Fang\",\"doi\":\"10.1111/age.13422\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>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 <span>farmgtex</span> project results as a complete <span>bovine</span> 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 <span>david</span> database for gene ontology to identify significant terms and associated genes. For the identification of interaction networks, the <span>genemania</span> and <span>string</span> databases were used. Also, the available <i>z</i>-scores in TWAS results were used for the calculation of the correlation between tissues. Therefore, the present results confirm that <i>LYNX1</i>, <i>DGAT1</i>, <i>C14H8orf33</i>, and <i>LY6E</i> were identified as significant genes associated with milk production in eight, six, five, and five tissues, respectively. Also, <i>FBXL6</i> was detected as a significant gene associated with mastitis trait. <i>CLN3</i> and <i>ZNF34</i> 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.</p>\",\"PeriodicalId\":7905,\"journal\":{\"name\":\"Animal genetics\",\"volume\":\"55 3\",\"pages\":\"430-439\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2024-04-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Animal genetics\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/age.13422\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"AGRICULTURE, DAIRY & ANIMAL SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Animal genetics","FirstCategoryId":"99","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/age.13422","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AGRICULTURE, DAIRY & ANIMAL SCIENCE","Score":null,"Total":0}
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.
期刊介绍:
Animal Genetics reports frontline research on immunogenetics, molecular genetics and functional genomics of economically important and domesticated animals. Publications include the study of variability at gene and protein levels, mapping of genes, traits and QTLs, associations between genes and traits, genetic diversity, and characterization of gene or protein expression and control related to phenotypic or genetic variation.
The journal publishes full-length articles, short communications and brief notes, as well as commissioned and submitted mini-reviews on issues of interest to Animal Genetics readers.