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]
日期:2023-09-26
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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