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RNA-SeqEZPZ:一个通过交互式可视化进行全面转录组学分析的点击式流程。

RNA-SeqEZPZ: A Point-and-Click Pipeline for Comprehensive Transcriptomics Analysis with Interactive Visualizations.

作者信息

Taslim Cenny, Zhang Yuan, Kendall Genevieve C, Theisen Emily R

出版信息

bioRxiv. 2024 Dec 23:2024.12.20.629844. doi: 10.1101/2024.12.20.629844.

Abstract

RNA-Seq analysis has become a routine task in numerous genomic research labs, driven by the reduced cost of bulk RNA sequencing experiments. These generate billions of reads that require accurate, efficient, effective, and reproducible analysis. But the time required for comprehensive analysis remains a bottleneck. Many labs rely on in-house scripts, making standardization and reproducibility challenging. To address this, we developed RNA-SeqEZPZ, an automated pipeline with a user-friendly point-and-click interface, enabling rigorous and reproducible RNA-Seq analysis without requiring programming or bioinformatics expertise. For advanced users, the pipeline can also be executed from the command line, allowing customization of steps to suit specific requirements. This pipeline includes multiple steps from quality control, alignment, filtering, read counting to differential expression and pathway analysis. We offer two different implementations of the pipeline using either (1) bash and SLURM or (2) Nextflow. The two implementation options allow for straightforward installation, making it easy for individuals familiar with either language to modify and/or run the pipeline across various computing environments. RNA-SeqEZPZ provides an interactive visualization tool using R shiny to easily select the FASTQ files for analysis and compare differentially expressed genes and their functions across experimental conditions. The tools required by the pipeline are packaged into a Singularity image for ease of installation and to ensure replicability. Finally, the pipeline performs a thorough statistical analysis and provides an option to perform batch adjustment to minimize effects of noise due to technical variations across replicates. RNA-SeqEZPZ is freely available and can be downloaded from https://github.com/cxtaslim/RNA-SeqEZPZ .

摘要

由于大量RNA测序实验成本的降低,RNA测序分析已成为众多基因组研究实验室的常规任务。这些实验产生了数十亿条读数,需要进行准确、高效、有效且可重复的分析。但全面分析所需的时间仍然是一个瓶颈。许多实验室依赖内部脚本,这使得标准化和可重复性具有挑战性。为了解决这个问题,我们开发了RNA-SeqEZPZ,这是一个具有用户友好的点击式界面的自动化流程,无需编程或生物信息学专业知识就能进行严格且可重复的RNA测序分析。对于高级用户,该流程也可以从命令行执行,允许根据特定要求定制步骤。这个流程包括从质量控制、比对、过滤、读数计数到差异表达和通路分析的多个步骤。我们提供了该流程的两种不同实现方式,分别使用(1)bash和SLURM或(2)Nextflow。这两种实现方式便于安装,使熟悉这两种语言之一的人能够在各种计算环境中轻松修改和/或运行该流程。RNA-SeqEZPZ使用R shiny提供了一个交互式可视化工具,可轻松选择用于分析的FASTQ文件,并比较不同实验条件下的差异表达基因及其功能。该流程所需的工具被打包成一个Singularity镜像,便于安装并确保可复制性。最后,该流程进行全面的统计分析,并提供批量调整选项,以最小化由于重复实验中的技术差异而产生的噪声影响。RNA-SeqEZPZ可免费获取,可从https://github.com/cxtaslim/RNA-SeqEZPZ下载。

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