CREDO: Highly confident disease- relevant A-to-I RNA-editing discovery in breast cancer

被引:2
作者
Hwang, Woochang [1 ,2 ]
Calza, Stefano [3 ,4 ]
Silvestri, Marco [4 ,5 ]
Pawitan, Yudi [3 ]
Lee, Youngjo [1 ,2 ]
机构
[1] Seoul Natl Univ, Data Sci Knowledge Creat Res Ctr, Seoul, South Korea
[2] Seoul Natl Univ, Dept Stat, Seoul, South Korea
[3] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[4] Univ Brescia, Dept Mol & Translat Med, Brescia, Italy
[5] Ist Nazl Tumori, Fdn IRCCS, Dept Appl Res & Tech Dev, Milan, Italy
基金
新加坡国家研究基金会;
关键词
ACCURATE IDENTIFICATION; EXPRESSION; MIGRATION; PATHWAY;
D O I
10.1038/s41598-019-41294-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Adenosine-to-Inosine (A-to-I) RNA editing is the most prevalent post-transcriptional modification of RNA molecules. Researchers have attempted to find reliable RNA editing using next generation sequencing (NGS) data. However, most of these attempts suffered from a high rate of false positives, and they did not consider the clinical relevance of the identified RNA editing, for example, in disease progression. We devised an effective RNA-editing discovery pipeline called CREDO, which includes novel statistical filtering modules based on integration of DNA- and RNA-seq data from matched tumor-normal tissues. CREDO was compared with three other RNA-editing discovery pipelines and found to give significantly fewer false positives. Application of CREDO to breast cancer data from the Cancer Genome Atlas (TCGA) project discovered highly confident RNA editing with clinical relevance to cancer progression in terms of patient survival. RNA-editing detection using DNA- and RNA-seq data from matched tumor-normal tissues should be more routinely performed as multiple omics data are becoming commonly available from each patient sample. We believe CREDO is an effective and reliable tool for this problem.
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页数:8
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