A multi-tissue atlas of regulatory variants in cattle

被引:126
作者
Liu, Shuli [1 ,2 ,3 ]
Gao, Yahui [1 ,4 ]
Canela-Xandri, Oriol [5 ]
Wang, Sheng [6 ]
Yu, Ying [2 ]
Cai, Wentao [7 ]
Li, Bingjie [8 ]
Xiang, Ruidong [9 ,10 ]
Chamberlain, Amanda J. [10 ]
Pairo-Castineira, Erola [5 ,11 ]
D'Mellow, Kenton [5 ]
Rawlik, Konrad [11 ]
Xia, Charley [11 ]
Yao, Yuelin [5 ]
Navarro, Pau [5 ]
Rocha, Dominique [12 ]
Li, Xiujin [13 ]
Yan, Ze [2 ]
Li, Congjun [1 ]
Rosen, Benjamin D. [1 ]
Van Tassell, Curtis P. [1 ]
Vanraden, Paul M. [1 ]
Zhang, Shengli [2 ]
Ma, Li [4 ]
Cole, John B. [1 ]
Liu, George E. [1 ]
Tenesa, Albert [5 ,11 ]
Fang, Lingzhao [1 ,5 ,14 ]
机构
[1] ARS, Anim Genom & Improvement Lab, Henry A Wallace Beltsville Agr Res Ctr, USDA, Beltsville, MD 20705 USA
[2] China Agr Univ, Coll Anim Sci & Technol, Natl Engn Lab Anim Breeding, Beijing, Peoples R China
[3] Westlake Univ, Sch Life Sci, Hangzhou, Peoples R China
[4] Univ Maryland, Dept Anim & Avian Sci, College Pk, MD 20742 USA
[5] Univ Edinburgh, MRC Human Genet Unit, Inst Genet & Canc, Edinburgh, Midlothian, Scotland
[6] Chinese Acad Sci, Kunming Inst Zool, State Key Lab Genet Resources & Evolut, Kunming, Yunnan, Peoples R China
[7] Chinese Acad Agr Sci, Inst Anim Sci, Beijing, Peoples R China
[8] Scotlands Rural Coll SRUC, Roslin Inst Bldg, Roslin, Midlothian, Scotland
[9] Univ Melbourne, Fac Vet & Agr Sci, Parkville, Vic, Australia
[10] Ctr AgriBiosci, AgriBio, Agr Victoria, Bundoora, Vic, Australia
[11] Univ Edinburgh, Royal Dick Sch Vet Studies, Roslin Inst, Edinburgh, Midlothian, Scotland
[12] Univ Paris Saclay, AgroParisTech, INRAE, GABI, Jouy En Josas, France
[13] Zhongkai Univ Agr & Engn, Coll Anim Sci & Technol, Guangdong Prov Key Lab Waterfowl Hlth Breeding, Guangzhou, Peoples R China
[14] Aarhus Univ, Ctr Quantitat Genet & Genom, Aarhus, Denmark
基金
澳大利亚研究理事会; 英国生物技术与生命科学研究理事会; 美国农业部; 国家重点研发计划; 英国医学研究理事会; 美国国家科学基金会;
关键词
READ ALIGNMENT; ASSOCIATION; ANNOTATION;
D O I
10.1038/s41588-022-01153-5
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Characterization of genetic regulatory variants acting on livestock gene expression is essential for interpreting the molecular mechanisms underlying traits of economic value and for increasing the rate of genetic gain through artificial selection. Here we build a Cattle Genotype-Tissue Expression atlas (CattleGTEx) as part of the pilot phase of the Farm animal GTEx (FarmGTEx) project for the research community based on 7,180 publicly available RNA-sequencing (RNA-seq) samples. We describe the transcriptomic landscape of more than 100 tissues/cell types and report hundreds of thousands of genetic associations with gene expression and alternative splicing for 23 distinct tissues. We evaluate the tissue-sharing patterns of these genetic regulatory effects, and functionally annotate them using multiomics data. Finally, we link gene expression in different tissues to 43 economically important traits using both transcriptome-wide association and colocalization analyses to decipher the molecular regulatory mechanisms underpinning such agronomic traits in cattle. The cattle Genotype-Tissue Expression atlas of expression and splicing QTLs is generated from 7,180 uniformly re-processed RNA-seq samples. Integration with GWAS identifies candidate genes and variants associated with economically important traits.
引用
收藏
页码:1438 / +
页数:27
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