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reString:一个用于执行自动功能富集检索、结果聚合和数据可视化的开源 Python 软件。

reString: an open-source Python software to perform automatic functional enrichment retrieval, results aggregation and data visualization.

机构信息

Department of Pharmacological and Biomolecular Sciences, Università Degli Studi Di Milano, Milan, Italy.

Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.

出版信息

Sci Rep. 2021 Dec 6;11(1):23458. doi: 10.1038/s41598-021-02528-0.

Abstract

Functional enrichment analysis is an analytical method to extract biological insights from gene expression data, popularized by the ever-growing application of high-throughput techniques. Typically, expression profiles are generated for hundreds to thousands of genes/proteins from samples belonging to two experimental groups, and after ad-hoc statistical tests, researchers are left with lists of statistically significant entities, possibly lacking any unifying biological theme. Functional enrichment tackles the problem of putting overall gene expression changes into a broader biological context, based on pre-existing knowledge bases of reference: database collections of known expression regulation, relationships and molecular interactions. STRING is among the most popular tools, providing both protein-protein interaction networks and functional enrichment analysis for any given set of identifiers. For complex experimental designs, manually retrieving, interpreting, analyzing and abridging functional enrichment results is a daunting task, usually performed by hand by the average wet-biology researcher. We have developed reString, a cross-platform software that seamlessly retrieves from STRING functional enrichments from multiple user-supplied gene sets, with just a few clicks, without any need for specific bioinformatics skills. Further, it aggregates all findings into human-readable table summaries, with built-in features to easily produce user-customizable publication-grade clustermaps and bubble plots. Herein, we outline a complete reString protocol, showcasing its features on a real use-case.

摘要

功能富集分析是一种从基因表达数据中提取生物学见解的分析方法,随着高通量技术的应用越来越广泛,这种方法也变得流行起来。通常,从属于两个实验组的样本中生成数百到数千个基因/蛋白质的表达谱,并且在进行特定的统计测试后,研究人员得到了一组具有统计学意义的实体列表,这些实体可能缺乏任何统一的生物学主题。功能富集基于现有的参考知识库,即已知的表达调控、关系和分子相互作用的数据库集合,解决了将整体基因表达变化置于更广泛的生物学背景下的问题。STRING 是最受欢迎的工具之一,它为任何给定的标识符集提供蛋白质-蛋白质相互作用网络和功能富集分析。对于复杂的实验设计,手动检索、解释、分析和简化功能富集结果是一项艰巨的任务,通常由普通湿实验研究人员手动完成。我们开发了 reString,这是一个跨平台软件,可以通过几个简单的点击,从 STRING 中无缝检索多个用户提供的基因集的功能富集,而无需任何特定的生物信息学技能。此外,它将所有发现汇总到易于阅读的表格摘要中,并具有内置功能,可轻松生成用户可自定义的出版物级别的聚类图和气泡图。在此,我们概述了一个完整的 reString 协议,并在实际用例中展示了其功能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7a52/8648753/be034accf972/41598_2021_2528_Fig1_HTML.jpg

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