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用于综合差异表达分析的工具。

: a tool for integrated differential expression analysis.

作者信息

Baldazzi Davide, Doni Michele, Valenti Beatrice, Ciuffetti Maria Elena, Pezzella Stefano, Maestro Roberta

机构信息

Unit of Oncogenetics and Functional Oncogenomics (CRO), Centro di Riferimento Oncologico di Aviano (CRO Aviano) IRCCS, Aviano, Italy.

出版信息

Front Genet. 2024 Nov 20;15:1440994. doi: 10.3389/fgene.2024.1440994. eCollection 2024.

Abstract

One of the fundamental aspects of genomic research is the identification of differentially expressed (DE) genes between two conditions. In the past decade, numerous DE analysis tools have been developed, employing various normalization methods and statistical modelling approaches. In this article, we introduce , an R package that leverages the capabilities of four state-of-the-art DE tools: edgeR, limma, DESeq2, and dearseq. returns the outputs of the four tools with a single command line, thus providing a simplified way for non-expert users to perform DE analysis. Furthermore, provides a statistically combined output of the four tools, and validations support the improved performance of these combination approaches for the detection of DE genes in small datasets. Finally, offers comprehensive and well-documented plots and tables at each stage of the analysis, thus facilitating result interpretation. Although has been designed with the intention of being accessible to users without extensive expertise in bioinformatics or statistics, the underlying code is open source and structured in such a way that it can be customized by advanced users to meet their specific requirements. is freely available for download from https://gitlab.com/soc-fogg-cro-aviano/DElite.

摘要

基因组研究的一个基本方面是识别两种条件之间差异表达(DE)的基因。在过去十年中,已经开发了许多DE分析工具,采用了各种归一化方法和统计建模方法。在本文中,我们介绍了DElite,这是一个R包,它利用了四种最先进的DE工具的功能:edgeR、limma、DESeq2和dearseq。DElite通过单个命令行返回这四种工具的输出,从而为非专业用户提供了一种简化的DE分析方法。此外,DElite提供了这四种工具的统计组合输出,并且验证支持这些组合方法在小数据集中检测DE基因时的性能提升。最后,DElite在分析的每个阶段都提供了全面且文档完善的图表和表格,从而便于结果解读。尽管DElite的设计初衷是让没有生物信息学或统计学广泛专业知识的用户也能使用,但底层代码是开源的,其结构方式使得高级用户可以根据自己的特定需求进行定制。DElite可从https://gitlab.com/soc-fogg-cro-aviano/DElite免费下载。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3c9f/11614847/23f102fbb4c7/fgene-15-1440994-g001.jpg

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