Using expression profiling data to identify human microRNA targets

被引:0
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作者
Jim C Huang
Tomas Babak
Timothy W Corson
Gordon Chua
Sofia Khan
Brenda L Gallie
Timothy R Hughes
Benjamin J Blencowe
Brendan J Frey
Quaid D Morris
机构
[1] University of Toronto,Department of Electrical and Computer Engineering
[2] University of Toronto,Department of Molecular and Medical Genetics
[3] Ontario Cancer Institute/Princess Margaret Hospital,Division of Applied Molecular Oncology
[4] University Health Network,Banting and Best Department of Medical Research
[5] University of Toronto,Department of Computer Science
[6] University of Toronto,undefined
[7] Present address: Department of Molecular,undefined
[8] Cellular and Developmental Biology,undefined
[9] Yale University,undefined
[10] P.O. Box 208103,undefined
[11] New Haven,undefined
[12] Connecticut 06520,undefined
[13] USA.,undefined
来源
Nature Methods | 2007年 / 4卷
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摘要
We demonstrate that paired expression profiles of microRNAs (miRNAs) and mRNAs can be used to identify functional miRNA-target relationships with high precision. We used a Bayesian data analysis algorithm, GenMiR++, to identify a network of 1,597 high-confidence target predictions for 104 human miRNAs, which was supported by RNA expression data across 88 tissues and cell types, sequence complementarity and comparative genomics data. We experimentally verified our predictions by investigating the result of let-7b downregulation in retinoblastoma using quantitative reverse transcriptase (RT)-PCR and microarray profiling: some of our verified let-7b targets include CDC25A and BCL7A. Compared to sequence-based predictions, our high-scoring GenMiR++ predictions had much more consistent Gene Ontology annotations and were more accurate predictors of which mRNA levels respond to changes in let-7b levels.
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页码:1045 / 1049
页数:4
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