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iSRAP – a one-touch research tool for rapid profiling of small RNA-seq data

机译:iSRAP –一键式研究工具用于快速分析小型RNA-seq数据

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摘要

Small non-coding RNAs have been significantly recognized as the key modulators in many biological processes, and are emerging as promising biomarkers for several diseases. These RNA species are transcribed in cells and can be packaged in extracellular vesicles, which are small vesicles released from many biotypes, and are involved in intercellular communication. Currently, the advent of next-generation sequencing (NGS) technology for high-throughput profiling has further advanced the biological insights of non-coding RNA on a genome-wide scale and has become the preferred approach for the discovery and quantification of non-coding RNA species. Despite the routine practice of NGS, the processing of large data sets poses difficulty for analysis before conducting downstream experiments. Often, the current analysis tools are designed for specific RNA species, such as microRNA, and are limited in flexibility for modifying parameters for optimization. An analysis tool that allows for maximum control of different software is essential for drawing concrete conclusions for differentially expressed transcripts. Here, we developed a one-touch integrated small RNA analysis pipeline (iSRAP) research tool that is composed of widely used tools for rapid profiling of small RNAs. The performance test of iSRAP using publicly and in-house available data sets shows its ability of comprehensive profiling of small RNAs of various classes, and analysis of differentially expressed small RNAs. iSRAP offers comprehensive analysis of small RNA sequencing data that leverage informed decisions on the downstream analyses of small RNA studies, including extracellular vesicles such as exosomes.
机译:小型非编码RNA已被公认为许多生物过程中的关键调节剂,并正在成为多种疾病的有前途的生物标志物。这些RNA物种在细胞中转录,可以包装在细胞外囊泡中,细胞外囊泡是从许多生物型释放的小囊泡,并参与细胞间通讯。当前,用于高通量分析的下一代测序(NGS)技术的出现进一步提高了非编码RNA在全基因组范围内的生物学见解,并已成为发现和定量非编码RNA的首选方法。 RNA种类。尽管使用了NGS的常规做法,但是在进行下游实验之前,对大数据集的处理仍然难以分析。通常,当前的分析工具是为特定的RNA种类(例如microRNA)而设计的,并且在修改参数以进行优化时灵活性有限。允许最大程度地控制不同软件的分析工具对于得出差异表达的笔录的具体结论至关重要。在这里,我们开发了一种一键式集成的小RNA分析管道(iSRAP)研究工具,该工具由用于快速分析小RNA的广泛使用的工具组成。使用公开和内部可用的数据集进行的iSRAP的性能测试表明,它具有对各种类型的小RNA进行综合分析以及对差异表达的小RNA进行分析的能力。 iSRAP可对小RNA测序数据进行全面分析,从而利用对小RNA研究(包括细胞外囊泡,如外泌体)下游分析的明智决策。

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