Nature GeneticsGenomicsPeer-reviewed journal article
A comprehensive catalogue of regulatory variants in the cattle transcriptome
Shuli LiuiD, Yahui GaoiD, Oriol Canela‐XandriiD, Sheng WangiD, Ying YuiD, Wentao CaiiD, Bingjie LiiD, Ruidong XiangiD, Amanda Jane ChamberlainiD, Erola Pairo‐CastineiraiD, Kenton D’Mellow, Konrad RawlikiD, Charley XiaiD, Yuelin YaoiD, Pau NavarroiD, Dominique RochaiD, Xiujin LiiD, Ze YaniD, Congjun LiiD, Benjamin D. RoseniD, Curtis P. Van TasselliD, Paul Michael VanRadeniD, Shengli ZhangiD, Li MaiD, John B. ColeiD, , Lingzhao FangiD
Abstract
Characterization of genetic regulatory variants acting on the transcriptome of livestock 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 (cattle GTEx, http://cgtex.roslin.ed.ac.uk/) as part of the pilot phase of Farm animal GTEx (FarmGTEx) project for the research community based on publicly available 11,642 RNA-Seq datasets. We describe the landscape of the transcriptome across over 100 tissues and report hundreds of thousands of genetic associations with gene expression and alternative splicing for 24 major tissues. We evaluate the tissue-sharing patterns of these genetic regulatory effects, and functionally annotate them using multi-omics data. Finally, we link gene expression in different tissues to 43 economically important traits using both transcriptome-wide association study (TWAS) and colocalization analyses to decipher the molecular regulatory mechanisms underpinning such agronomic traits in cattle.
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- research focus: GWAS / association mapping
- approach: statistical model
- Citations
- 313
- FWCI
- 43.86
- Field percentile
- top 1%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The enhanced multi-tissue atlas of regulatory effects in cattle
Houcheng Li, Huicong Zhang, … Lingzhao Fang·bioRxiv·Mar 21, 2026
- An atlas of cell type specific regulatory effects in cattle
Houcheng Li, Huicong Zhang, … Lingzhao Fang·bioRxiv·Jun 23, 2025
- A multi-tissue atlas of genetic regulatory effects in sheep
Mian Gong, Ziyang Zhuang, … Lingzhao Fang·bioRxiv·Nov 3, 2025
- A high-resolution atlas of cattle regulatory variants and their cross-species activity in matched human cells
Rongrong Zhao, Lindsey J. Plenderleith, … James G. D. Prendergast·bioRxiv·May 7, 2026
- A novel reusable transcriptome-wide association study workflow used to map key genes linked to important cattle traits
Siddharth Jayaraman, R. Zhao, … Emily L. Clark·GenomicsPeer-reviewed·Jun 23, 2026
- A compendium of genetic regulatory effects across pig tissues
Jinyan Teng, Yahui Gao, … George E. Liu·Nature GeneticsPeer-reviewed·Jan 1, 2024