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VIPER:RNA-seq 可视化管道,一个 Snakemake 工作流程,用于高效完整的 RNA-seq 分析。

VIPER: Visualization Pipeline for RNA-seq, a Snakemake workflow for efficient and complete RNA-seq analysis.

机构信息

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA.

University of Massachusetts Medical School, Worcester, MA, 01655, USA.

出版信息

BMC Bioinformatics. 2018 Apr 12;19(1):135. doi: 10.1186/s12859-018-2139-9.

Abstract

BACKGROUND

RNA sequencing has become a ubiquitous technology used throughout life sciences as an effective method of measuring RNA abundance quantitatively in tissues and cells. The increase in use of RNA-seq technology has led to the continuous development of new tools for every step of analysis from alignment to downstream pathway analysis. However, effectively using these analysis tools in a scalable and reproducible way can be challenging, especially for non-experts.

RESULTS

Using the workflow management system Snakemake we have developed a user friendly, fast, efficient, and comprehensive pipeline for RNA-seq analysis. VIPER (Visualization Pipeline for RNA-seq analysis) is an analysis workflow that combines some of the most popular tools to take RNA-seq analysis from raw sequencing data, through alignment and quality control, into downstream differential expression and pathway analysis. VIPER has been created in a modular fashion to allow for the rapid incorporation of new tools to expand the capabilities. This capacity has already been exploited to include very recently developed tools that explore immune infiltrate and T-cell CDR (Complementarity-Determining Regions) reconstruction abilities. The pipeline has been conveniently packaged such that minimal computational skills are required to download and install the dozens of software packages that VIPER uses.

CONCLUSIONS

VIPER is a comprehensive solution that performs most standard RNA-seq analyses quickly and effectively with a built-in capacity for customization and expansion.

摘要

背景

RNA 测序已成为生命科学中无处不在的技术,是一种在组织和细胞中定量测量 RNA 丰度的有效方法。RNA-seq 技术的使用不断增加,导致从比对到下游途径分析的每个分析步骤的新工具不断发展。然而,以可扩展和可重复的方式有效地使用这些分析工具对于非专家来说可能具有挑战性。

结果

我们使用工作流管理系统 Snakemake 开发了一个用户友好、快速、高效且全面的 RNA-seq 分析管道。VIPER(RNA-seq 分析的可视化管道)是一种分析工作流程,它结合了一些最流行的工具,可将 RNA-seq 分析从原始测序数据,通过比对和质量控制,扩展到下游差异表达和途径分析。VIPER 采用模块化方式构建,可快速整合新工具以扩展功能。这种能力已经被利用来包括最近开发的探索免疫浸润和 T 细胞 CDR(互补决定区)重建能力的工具。该管道已方便地进行了打包,因此下载和安装 VIPER 使用的数十个软件包所需的计算技能很少。

结论

VIPER 是一个全面的解决方案,可快速有效地执行大多数标准的 RNA-seq 分析,并具有定制和扩展的内置能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5def/5897949/e3484d58a9d5/12859_2018_2139_Fig1_HTML.jpg

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