Institute of Bioinformatics and Systems Biology, National Chiao Tung University, Hsin-Chu 300, Taiwan, Republic of China.
BMC Bioinformatics. 2009 Oct 12;10:328. doi: 10.1186/1471-2105-10-328.
MicroRNAs (miRNAs), small non-coding RNAs of 19 to 25 nt, play important roles in gene regulation in both animals and plants. In the last few years, the oligonucleotide microarray is one high-throughput and robust method for detecting miRNA expression. However, the approach is restricted to detecting the expression of known miRNAs. Second-generation sequencing is an inexpensive and high-throughput sequencing method. This new method is a promising tool with high sensitivity and specificity and can be used to measure the abundance of small-RNA sequences in a sample. Hence, the expression profiling of miRNAs can involve use of sequencing rather than an oligonucleotide array. Additionally, this method can be adopted to discover novel miRNAs.
This work presents a systematic approach, miRExpress, for extracting miRNA expression profiles from sequencing reads obtained by second-generation sequencing technology. A stand-alone software package is implemented for generating miRNA expression profiles from high-throughput sequencing of RNA without the need for sequenced genomes. The software is also a database-supported, efficient and flexible tool for investigating miRNA regulation. Moreover, we demonstrate the utility of miRExpress in extracting miRNA expression profiles from two Illumina data sets constructed for the human and a plant species.
We develop miRExpress, which is a database-supported, efficient and flexible tool for detecting miRNA expression profile. The analysis of two Illumina data sets constructed from human and plant demonstrate the effectiveness of miRExpress to obtain miRNA expression profiles and show the usability in finding novel miRNAs.
MicroRNAs(miRNAs)是一种 19 到 25 个核苷酸的小非编码 RNA,在动植物基因调控中发挥着重要作用。在过去的几年中,寡核苷酸微阵列是一种高通量且强大的检测 miRNA 表达的方法。然而,这种方法仅限于检测已知 miRNA 的表达。第二代测序是一种廉价且高通量的测序方法。这种新方法是一种有前途的工具,具有高灵敏度和特异性,可用于测量样品中小 RNA 序列的丰度。因此,miRNA 的表达谱分析可以涉及使用测序而不是寡核苷酸阵列。此外,这种方法可以用于发现新的 miRNA。
本工作提出了一种系统的方法 miRExpress,用于从第二代测序技术获得的测序读取中提取 miRNA 表达谱。实现了一个独立的软件包,用于从无参考基因组的高通量 RNA 测序中生成 miRNA 表达谱。该软件还支持数据库,是一种高效灵活的 miRNA 调控研究工具。此外,我们还展示了 miRExpress 从两个 Illumina 数据集(构建于人类和植物物种)中提取 miRNA 表达谱的实用性。
我们开发了 miRExpress,它是一种支持数据库、高效且灵活的检测 miRNA 表达谱的工具。对两个由人类和植物构建的 Illumina 数据集的分析表明,miRExpress 可以有效地获得 miRNA 表达谱,并展示了在发现新的 miRNA 方面的可用性。