Prediction of functional microRNA targets by integrative modeling of microRNA binding and target expression data

被引:584
作者
Liu, Weijun [1 ,2 ]
Wang, Xiaowei [1 ]
机构
[1] Washington Univ, Sch Med, Dept Radiat Oncol, St Louis, MO 63130 USA
[2] Nawgen LLC, St Louis, MO USA
基金
美国国家卫生研究院;
关键词
MicroRNA; Target prediction; RNA-seq; CLIP-seq; SYSTEMATIC IDENTIFICATION; PROTEIN;
D O I
10.1186/s13059-019-1629-z
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We perform a large-scale RNA sequencing study to experimentally identify genes that are downregulated by 25 miRNAs. This RNA-seq dataset is combined with public miRNA target binding data to systematically identify miRNA targeting features that are characteristic of both miRNA binding and target downregulation. By integrating these common features in a machine learning framework, we develop and validate an improved computational model for genome-wide miRNA target prediction. All prediction data can be accessed at miRDB (http://mirdb.org).
引用
收藏
页数:10
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