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Enrichr-KG:跨多个文库进行富集分析的桥梁。

Enrichr-KG: bridging enrichment analysis across multiple libraries.

机构信息

Department of Pharmacological Sciences, Mount Sinai Center for Bioinformatics, Icahn School of Medicine at Mount Sinai, NY, NY, USA.

出版信息

Nucleic Acids Res. 2023 Jul 5;51(W1):W168-W179. doi: 10.1093/nar/gkad393.

Abstract

Gene and protein set enrichment analysis is a critical step in the analysis of data collected from omics experiments. Enrichr is a popular gene set enrichment analysis web-server search engine that contains hundreds of thousands of annotated gene sets. While Enrichr has been useful in providing enrichment analysis with many gene set libraries from different categories, integrating enrichment results across libraries and domains of knowledge can further hypothesis generation. To this end, Enrichr-KG is a knowledge graph database and a web-server application that combines selected gene set libraries from Enrichr for integrative enrichment analysis and visualization. The enrichment results are presented as subgraphs made of nodes and links that connect genes to their enriched terms. In addition, users of Enrichr-KG can add gene-gene links, as well as predicted genes to the subgraphs. This graphical representation of cross-library results with enriched and predicted genes can illuminate hidden associations between genes and annotated enriched terms from across datasets and resources. Enrichr-KG currently serves 26 gene set libraries from different categories that include transcription, pathways, ontologies, diseases/drugs, and cell types. To demonstrate the utility of Enrichr-KG we provide several case studies. Enrichr-KG is freely available at: https://maayanlab.cloud/enrichr-kg.

摘要

基因和蛋白质集富集分析是分析组学实验中收集的数据的关键步骤。Enrichr 是一种流行的基因集富集分析网络服务器搜索引擎,其中包含数十万注释的基因集。虽然 Enrichr 在提供来自不同类别许多基因集库的富集分析方面非常有用,但整合库和知识领域的富集结果可以进一步生成假设。为此,Enrichr-KG 是一个知识图谱数据库和网络服务器应用程序,它结合了 Enrichr 中的选定基因集库,用于综合富集分析和可视化。富集结果以由节点和连接基因与其丰富术语的链接组成的子图呈现。此外,Enrichr-KG 的用户可以向子图中添加基因-基因链接以及预测基因。来自不同数据集和资源的基因与注释的富集术语之间的隐藏关联可以通过这种跨库结果的图形表示来阐明。Enrichr-KG 当前提供来自不同类别(包括转录、途径、本体、疾病/药物和细胞类型)的 26 个基因集库。为了演示 Enrichr-KG 的实用性,我们提供了几个案例研究。Enrichr-KG 可免费在以下网址获取:https://maayanlab.cloud/enrichr-kg。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4b7e/10320098/9fea9673c73c/gkad393figgra1.jpg

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