仙人掌一个用户友好、可重复的 ATAC-Seq 和 mRNA-Seq 分析管道,用于数据预处理、差异分析和富集分析。

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Jérôme Salignon , Lluís Millan-Ariño , Maxime U. Garcia , Christian G. Riedel
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引用次数: 0

摘要

下一代测序技术的成本不断降低,再加上高效、可重复的分析管道的出现,使得基因组学方法更容易获得。然而,在大多数工作流程中,下游分析是基本的或缺失的,这给非生物信息学家造成了巨大障碍。为了缩小这一差距,我们开发了 Cactus,这是一个端到端的管道,用于单独或联合分析 ATAC-Seq 和 mRNA-Seq 数据。它基于 Nextflow、容器和虚拟环境的架构确保了分析的高效性和可重复性。Cactus 对原始读数进行预处理,在不同条件下进行差异分析,并在各种数据库中进行富集分析,包括 DNA 结合基序、ChIP-Seq 结合位点、染色质状态和本体。我们在一个多模式、多物种的案例研究中展示了 Cactus 的实用性,并展示了它与其他 ATAC-Seq 管道相比的独特功能。总之,Cactus 可以帮助研究人员以快速、用户友好和可重复的方式从染色质可及性和基因表达数据中获得全面的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cactus: A user-friendly and reproducible ATAC-Seq and mRNA-Seq analysis pipeline for data preprocessing, differential analysis, and enrichment analysis

The ever decreasing cost of Next-Generation Sequencing coupled with the emergence of efficient and reproducible analysis pipelines has rendered genomic methods more accessible. However, downstream analyses are basic or missing in most workflows, creating a significant barrier for non-bioinformaticians. To help close this gap, we developed Cactus, an end-to-end pipeline for analyzing ATAC-Seq and mRNA-Seq data, either separately or jointly. Its Nextflow-, container-, and virtual environment-based architecture ensures efficient and reproducible analyses. Cactus preprocesses raw reads, conducts differential analyses between conditions, and performs enrichment analyses in various databases, including DNA-binding motifs, ChIP-Seq binding sites, chromatin states, and ontologies. We demonstrate the utility of Cactus in a multi-modal and multi-species case study as well as by showcasing its unique capabilities as compared to other ATAC-Seq pipelines. In conclusion, Cactus can assist researchers in gaining comprehensive insights from chromatin accessibility and gene expression data in a quick, user-friendly, and reproducible manner.

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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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