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使用 clusterProfiler 对多组学数据进行特征分析。

Using clusterProfiler to characterize multiomics data.

机构信息

Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou, China.

Division of Laboratory Medicine, Microbiome Center, Zhujiang Hospital, Southern Medical University, Guangzhou, China.

出版信息

Nat Protoc. 2024 Nov;19(11):3292-3320. doi: 10.1038/s41596-024-01020-z. Epub 2024 Jul 17.

DOI:10.1038/s41596-024-01020-z
PMID:39019974
Abstract

With the advent of multiomics, software capable of multidimensional enrichment analysis has become increasingly crucial for uncovering gene set variations in biological processes and disease pathways. This is essential for elucidating disease mechanisms and identifying potential therapeutic targets. clusterProfiler stands out for its comprehensive utilization of databases and advanced visualization features. Importantly, clusterProfiler supports various biological knowledge, including Gene Ontology and Kyoto Encyclopedia of Genes and Genomes, through performing over-representation and gene set enrichment analyses. A key feature is that clusterProfiler allows users to choose from various graphical outputs to visualize results, enhancing interpretability. This protocol describes innovative ways in which clusterProfiler has been used for integrating metabolomics and metagenomics analyses, identifying and characterizing transcription factors under stress conditions, and annotating cells in single-cell studies. In all cases, the computational steps can be completed within ~2 min. clusterProfiler is released through the Bioconductor project and can be accessed via https://bioconductor.org/packages/clusterProfiler/ .

摘要

随着多组学的出现,能够进行多维富集分析的软件对于揭示生物过程和疾病途径中的基因集变化变得越来越重要。这对于阐明疾病机制和确定潜在的治疗靶点至关重要。clusterProfiler 因其对数据库的全面利用和先进的可视化功能而脱颖而出。重要的是,clusterProfiler 通过进行过表达和基因集富集分析,支持各种生物学知识,包括基因本体论和京都基因与基因组百科全书。一个关键特性是,clusterProfiler 允许用户从各种图形输出中选择来可视化结果,从而提高可解释性。本方案介绍了 clusterProfiler 在整合代谢组学和宏基因组学分析、鉴定和描述应激条件下的转录因子以及注释单细胞研究中的细胞方面的创新应用。在所有情况下,计算步骤都可以在大约 2 分钟内完成。clusterProfiler 通过 Bioconductor 项目发布,可以通过 https://bioconductor.org/packages/clusterProfiler/ 访问。

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