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使用 ncRNAscout 在基因组序列中搜索非编码 RNA。

Searching for non-coding RNAs in genomic sequences using ncRNAscout.

机构信息

Bioinformatics Center, New Jersey Institute of Technology, Newark, NJ 07102, USA.

出版信息

Genomics Proteomics Bioinformatics. 2012 Apr;10(2):114-21. doi: 10.1016/j.gpb.2012.05.004. Epub 2012 Jun 9.

Abstract

Recently non-coding RNA (ncRNA) genes have been found to serve many important functions in the cell such as regulation of gene expression at the transcriptional level. Potentially there are more ncRNA molecules yet to be found and their possible functions are to be revealed. The discovery of ncRNAs is a difficult task because they lack sequence indicators such as the start and stop codons displayed by protein-coding RNAs. Current methods utilize either sequence motifs or structural parameters to detect novel ncRNAs within genomes. Here, we present an ab initio ncRNA finder, named ncRNAscout, by utilizing both sequence motifs and structural parameters. Specifically, our method has three components: (i) a measure of the frequency of a sequence, (ii) a measure of the structural stability of a sequence contained in a t-score, and (iii) a measure of the frequency of certain patterns within a sequence that may indicate the presence of ncRNA. Experimental results show that, given a genome and a set of known ncRNAs, our method is able to accurately identify and locate a significant number of ncRNA sequences in the genome. The ncRNAscout tool is available for downloading at http://bioinformatics.njit.edu/ncRNAscout.

摘要

最近,非编码 RNA(ncRNA)基因被发现具有许多重要的细胞功能,如在转录水平上调节基因表达。可能还有更多的 ncRNA 分子有待发现,它们的可能功能有待揭示。ncRNA 的发现是一项艰巨的任务,因为它们缺乏蛋白质编码 RNA 显示的起始和终止密码子等序列指示符。目前的方法利用序列基序或结构参数来检测基因组内的新型 ncRNA。在这里,我们提出了一种从头 ncRNA 发现器 ncRNAscout,它同时利用序列基序和结构参数。具体来说,我们的方法有三个组成部分:(i)序列频率的度量,(ii)包含在 t 分数中的序列结构稳定性的度量,以及(iii)序列中可能指示 ncRNA 存在的某些模式的频率的度量。实验结果表明,给定一个基因组和一组已知的 ncRNA,我们的方法能够准确地识别和定位基因组中大量的 ncRNA 序列。ncRNAscout 工具可在 http://bioinformatics.njit.edu/ncRNAscout 下载。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/48e6/5054157/359b30c9fb6e/gr1.jpg

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