An organism-wide ATAC-seq peak catalogue for the bovine and its use to identify regulatory variants

生物 表达数量性状基因座 计算生物学 调节顺序 遗传学 单核苷酸多态性 转录因子 基因组 基因 基因型
作者
Cheng Yuan,Lanhua Tang,Thomas Lopdell,В. А. Петров,Claire Oget-Ebrad,Gabriel Costa Monteiro Moreira,José Luis Gualdrón Duarte,Arnaud Sartelet,Zhangrui Cheng,Mazdak Salavati,Claire Wathes,M.A. Crowe,Wouter Coppieters,Mathew D Littlejohn,Carole Charlier,Tom Druet,Michel Georges,Hitoshi Takeda
出处
期刊:Genome Research [Cold Spring Harbor Laboratory]
卷期号:33 (10): 1848-1864
标识
DOI:10.1101/gr.277947.123
摘要

We report the generation of an organism-wide catalog of 976,813 cis -acting regulatory elements for the bovine detected by the assay for transposase accessible chromatin using sequencing (ATAC-seq). We regroup these regulatory elements in 16 components by nonnegative matrix factorization. Correlation between the genome-wide density of peaks and transcription start sites, correlation between peak accessibility and expression of neighboring genes, and enrichment in transcription factor binding motifs support their regulatory potential. Using a previously established catalog of 12,736,643 variants, we show that the proportion of single-nucleotide polymorphisms mapping to ATAC-seq peaks is higher than expected and that this is owing to an approximately 1.3-fold higher mutation rate within peaks. Their site frequency spectrum indicates that variants in ATAC-seq peaks are subject to purifying selection. We generate eQTL data sets for liver and blood and show that variants that drive eQTL fall into liver- and blood-specific ATAC-seq peaks more often than expected by chance. We combine ATAC-seq and eQTL data to estimate that the proportion of regulatory variants mapping to ATAC-seq peaks is approximately one in three and that the proportion of variants mapping to ATAC-seq peaks that are regulatory is approximately one in 25. We discuss the implication of these findings on the utility of ATAC-seq information to improve the accuracy of genomic selection.
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