A statistical integrative analysis method for microRNA and gene expression

IF 0.5 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Keita Kodama, Tomohiro Umezu, Yutaka Fukuoka
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引用次数: 0

Abstract

MicroRNA (miRNA), a type of non-coding RNA, is known to suppress the expression of target genes and there is an increasing number of studies analyzing various miRNAs in cancer. In an integrated analysis of miRNA and gene expressions, it is often difficult to obtain a significant result with a small amount of data. In this study, we proposed a method that allows integrated analysis even with a small amount of miRNA and gene expression data, and examined its validity. The method is based on a group comparison between target genes having specific functions controlled by a specific miRNA and a background group of randomly selected genes. We conducted a simulation to verify the validity of the proposed method. The simulation results indicated that the method can detect significant differences in expression of target genes controlled by a miRNA showing significant expression change. We then applied the proposed method to real data derived from multiple myeloma cells. As a result, some functions were detected as significantly changed due to a significant change of miRNA.

微 RNA 和基因表达的统计综合分析方法
微RNA(miRNA)是一种非编码RNA,已知能抑制靶基因的表达,越来越多的研究分析了癌症中的各种miRNA。在对 miRNA 和基因表达进行综合分析时,往往很难通过少量数据获得显著结果。在本研究中,我们提出了一种即使只有少量 miRNA 和基因表达数据也能进行综合分析的方法,并检验了其有效性。该方法的基础是将受特定 miRNA 控制的具有特定功能的目标基因与随机选择的背景基因进行分组比较。我们进行了模拟,以验证所提方法的有效性。仿真结果表明,该方法能检测出受 miRNA 控制的目标基因在表达量上的显著差异。然后,我们将提出的方法应用于多发性骨髓瘤细胞的真实数据。结果发现,由于 miRNA 的显著变化,一些功能发生了明显改变。
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来源期刊
Electronics and Communications in Japan
Electronics and Communications in Japan 工程技术-工程:电子与电气
CiteScore
0.60
自引率
0.00%
发文量
45
审稿时长
6-12 weeks
期刊介绍: Electronics and Communications in Japan (ECJ) publishes papers translated from the Transactions of the Institute of Electrical Engineers of Japan 12 times per year as an official journal of the Institute of Electrical Engineers of Japan (IEEJ). ECJ aims to provide world-class researches in highly diverse and sophisticated areas of Electrical and Electronic Engineering as well as in related disciplines with emphasis on electronic circuits, controls and communications. ECJ focuses on the following fields: - Electronic theory and circuits, - Control theory, - Communications, - Cryptography, - Biomedical fields, - Surveillance, - Robotics, - Sensors and actuators, - Micromachines, - Image analysis and signal analysis, - New materials. For works related to the science, technology, and applications of electric power, please refer to the sister journal Electrical Engineering in Japan (EEJ).
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