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A bioinformatics tool for linking gene expression profiling results with public databases of microRNA target predictions

机译:将基因表达谱分析结果与microRNA靶标预测的公共数据库联系起来的生物信息学工具

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摘要

MicroRNAs are short (∼22 nucleotides) noncoding RNAs that regulate the stability and translation of mRNA targets. A number of computational algorithms have been developed to help predict which microRNAs are likely to regulate which genes. Gene expression profiling of biological systems where microRNAs might be active can yield hundreds of differentially expressed genes. The commonly used public microRNA target prediction databases facilitate gene-by-gene searches. However, integration of microRNA–mRNA target predictions with gene expression data on a large scale using these databases is currently cumbersome and time consuming for many researchers. We have developed a desktop software application which, for a given target prediction database, retrieves all microRNA:mRNA functional pairs represented by an experimentally derived set of genes. Furthermore, for each microRNA, the software computes an enrichment statistic for overrepresentation of predicted targets within the gene set, which could help to implicate roles for specific microRNAs and microRNA-regulated genes in the system under study. Currently, the software supports searching of results from PicTar, TargetScan, and miRanda algorithms. In addition, the software can accept any user-defined set of gene-to-class associations for searching, which can include the results of other target prediction algorithms, as well as gene annotation or gene-to-pathway associations. A search (using our software) of genes transcriptionally regulated in vitro by estrogen in breast cancer uncovered numerous targeting associations for specific microRNAs—above what could be observed in randomly generated gene lists—suggesting a role for microRNAs in mediating the estrogen response. The software and Excel VBA source code are freely available at http://sigterms.sourceforge.net.
机译:MicroRNA是短的(〜22个核苷酸)非编码RNA,可调节mRNA靶标的稳定性和翻译。已经开发了许多计算算法来帮助预测哪些microRNA可能调控哪些基因。 microRNA可能活跃的生物系统的基因表达谱分析可以产生数百个差异表达的基因。常用的公共microRNA靶标预测数据库促进了逐基因搜索。但是,使用许多数据库将microRNA–mRNA靶标预测与基因表达数据进行大规模整合目前对于许多研究人员而言既麻烦又耗时。我们已经开发了一个桌面软件应用程序,对于给定的目标预测数据库,该应用程序可以检索由实验得出的一组基因代表的所有microRNA:mRNA功能对。此外,对于每个microRNA,该软件都会计算出一个丰富的统计量,用于预测基因集中靶标的过量表达,这有助于在研究的系统中暗示特定microRNA和microRNA调控基因的作用。当前,该软件支持搜索PicTar,TargetScan和miRanda算法的结果。此外,该软件可以接受任何用户定义的基因-类别关联集进行搜索,其中可以包括其他目标预测算法的结果,以及基因注释或基因-途径关联。搜索(使用我们的软件)在乳腺癌中由雌激素体外转录调控的基因,发现了针对特定microRNA的众多靶向关联-高于在随机生成的基因列表中可以观察到的关联-暗示了microRNA在介导雌激素反应中的作用。该软件和Excel VBA源代码可从http://sigterms.sourceforge.net免费获得。

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