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mirPRo - 一款用于miRNA差异表达和变异分析的新型独立程序。

mirPRo-a novel standalone program for differential expression and variation analysis of miRNAs.

作者信息

Shi Jieming, Dong Min, Li Lei, Liu Lin, Luz-Madrigal Agustin, Tsonis Panagiotis A, Del Rio-Tsonis Katia, Liang Chun

机构信息

Department of Biology, Miami University and Center for Visual Sciences at Miami University, Oxford, Ohio 45056, USA.

Department of Biology, University of Dayton and Center for Tissue Regeneration and Engineering at the University of Dayton (TREND), Dayton, Ohio 45469, USA.

出版信息

Sci Rep. 2015 Oct 5;5:14617. doi: 10.1038/srep14617.

Abstract

Being involved in many important biological processes, miRNAs can regulate gene expression by targeting mRNAs to facilitate their degradation or translational inhibition. Many miRNA sequencing studies reveal that miRNA variations such as isomiRs and "arm switching" are biologically relevant. However, existing standalone tools usually do not provide comprehensive, detailed information on miRNA variations. To deepen our understanding of miRNA variability, we developed a new standalone tool called "mirPRo" to quantify known miRNAs and predict novel miRNAs. Compared with the most widely used standalone program, miRDeep2, mirPRo offers several new functions including read cataloging based on genome annotation, optional seed region check, miRNA family expression quantification, isomiR identification and categorization, and "arm switching" detection. Our comparative data analyses using three datasets from mouse, human and chicken demonstrate that mirPRo is more accurate than miRDeep2 by avoiding over-counting of sequence reads and by implementing different approaches in adapter trimming, mapping and quantification. mirPRo is an open-source standalone program (https://sourceforge.net/projects/mirpro/).

摘要

微小RNA(miRNA)参与许多重要的生物学过程,可通过靶向信使核糖核酸(mRNA)来调节基因表达,从而促进其降解或抑制翻译。许多miRNA测序研究表明,诸如异源miRNA(isomiRs)和“臂转换”等miRNA变异具有生物学相关性。然而,现有的独立工具通常无法提供有关miRNA变异的全面、详细信息。为了加深我们对miRNA变异性的理解,我们开发了一种名为“mirPRo”的新独立工具,用于定量已知的miRNA并预测新的miRNA。与使用最广泛的独立程序miRDeep2相比,mirPRo具有多项新功能,包括基于基因组注释的读数编目、可选的种子区域检查、miRNA家族表达定量、异源miRNA鉴定和分类以及“臂转换”检测。我们使用来自小鼠、人类和鸡的三个数据集进行的比较数据分析表明,mirPRo通过避免对序列读数的过度计数以及在接头修剪、映射和定量中采用不同方法,比miRDeep2更准确。mirPRo是一个开源独立程序(https://sourceforge.net/projects/mirpro/)。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/662e/4592965/d73bc8def23a/srep14617-f1.jpg

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