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Filtering of ineffective siRNAs and improved siRNA design tool

机译:过滤无效的siRNA和改进的siRNA设计工具

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Short interfering RNAs (siRNAs) can be used to suppress gene expression and have many potential applications in therapy, yet how to design an effective siRNA is still not clear. Based on the MPI basic principles (Tuschl, Elbashir, Harborth & Weber 2003), a number of siRNA design tools have been developed in the past two years. The set of candidates output by these tools is usually large and often contains some ineffective siRNAs. In view of this, we initiate the study of filtering ineffective siRNAs. The contribution of this paper is two-fold. Firstly, we propose a fair scheme to compare existing design tools based on real data in the literature. Secondly, we attempt to improve the MPI principles and existing tools by an algorithm that can filter ineffective siRNAs. The algorithm is based on some new observations on the secondary structure, which we have verified by AI techniques (decision trees and support vector machines). We have tested our algorithm together with the MPI principles and the existing tools. The results show that our filtering algorithm is effective.
机译:短干扰RNA(siRNA)可用于抑制基因表达并在治疗中具有许多潜在应用,但如何设计有效的siRNA仍不清楚。根据MPI基本原理(Tuschl,Elbashir,Harborth&Weber 2003),在过去两年中开发了许多siRNA设计工具。这些工具输出的候选集通常很大,并且通常包含一些无效的siRNA。有鉴于此,我们开始研究过滤无效的siRNA。本文的贡献是双重的。首先,我们提出了一个公平的方案来比较现有文献中基于真实数据的设计工具。其次,我们尝试通过一种可以过滤无效siRNA的算法来改进MPI原理和现有工具。该算法基于对二级结构的一些新观察,我们已经通过AI技术(决策树和支持向量机)进行了验证。我们已经将算法与MPI原理和现有工具一起进行了测试。结果表明,我们的滤波算法是有效的。

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