CRUP: a comprehensive framework to predict condition-specific regulatory units

Genome Biology(2019)

引用 18|浏览52
暂无评分
摘要
We present the software Condition-specific Regulatory Units Prediction (CRUP) to infer from epigenetic marks a list of regulatory units consisting of dynamically changing enhancers with their target genes. The workflow consists of a novel pre-trained enhancer predictor that can be reliably applied across cell types and species, solely based on histone modification ChIP-seq data. Enhancers are subsequently assigned to different conditions and correlated with gene expression to derive regulatory units. We thoroughly test and then apply CRUP to a rheumatoid arthritis model, identifying enhancer-gene pairs comprising known disease genes as well as new candidate genes.
更多
查看译文
关键词
Enhancer prediction,Enhancer dynamics,Gene regulation,Epigenetics,Random forest,Differential analysis,Histone modification,3D interaction
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要