Functional microRNA targets in protein coding sequences

Functional microRNA targets in protein coding sequences
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DOI:
10.1093/bioinformatics/bts043
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发表时间:
2012-03-15
期刊:
影响因子:
5.8
通讯作者:
Hatzigeorgiou, Artemis G.
Hatzigeorgiou, Artemis G.
中科院分区:
生物学3区
文献类型:
--
作者:
Reczko, Martin;Maragkakis, Manolis;Hatzigeorgiou, Artemis G.

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动机:实验证据已经积累表明,蛋白质编码序列(CDSs)内的microRNA(miRNA)的结合位点的功能在控制基因expression.Results:在这里,我们报告了一个计算分析这样的miRNA靶位点,从现有的哺乳动物高通量免疫沉淀和测序数据提取的功能的基础上。对CDS和3(')-非翻译区(3(')-UTR)独立进行分析,并揭示了两个区域的不同特征和模型集。将这两种模型结合起来,构建了一个新的miRNA靶基因计算模型DIANA-microT-CDS,与其他常用程序和仅使用3(')-UTR靶位点的模型相比,该模型具有更高的灵敏度。进一步的分析表明,具有较短3(')-UTR的基因优先靶向CDS,这表明在3(')-UTR上存在有限空间的情况下,进化选择可能有利于CDS上的额外位点。
Motivation: Experimental evidence has accumulated showing that microRNA (miRNA) binding sites within protein coding sequences (CDSs) are functional in controlling gene expression.Results: Here we report a computational analysis of such miRNA target sites, based on features extracted from existing mammalian high-throughput immunoprecipitation and sequencing data. The analysis is performed independently for the CDS and the 3(')-untranslated regions (3(')-UTRs) and reveals different sets of features and models for the two regions. The two models are combined into a novel computational model for miRNA target genes, DIANA-microT-CDS, which achieves higher sensitivity compared with other popular programs and the model that uses only the 3(')-UTR target sites. Further analysis indicates that genes with shorter 3(')-UTRs are preferentially targeted in the CDS, suggesting that evolutionary selection might favor additional sites on the CDS in cases where there is restricted space on the 3(')-UTR.