Suppr超能文献

PrInCE:一个用于从共分离质谱数据推断蛋白质-蛋白质相互作用网络的R/Bioconductor软件包。

PrInCE: an R/Bioconductor package for protein-protein interaction network inference from co-fractionation mass spectrometry data.

作者信息

Skinnider Michael A, Cai Charley, Stacey R Greg, Foster Leonard J

机构信息

Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.

Department of Biochemistry and Molecular Biology, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.

出版信息

Bioinformatics. 2021 Sep 9;37(17):2775-2777. doi: 10.1093/bioinformatics/btab022.

Abstract

SUMMARY

We present PrInCE, an R/Bioconductor package that employs a machine-learning approach to infer protein-protein interaction networks from co-fractionation mass spectrometry (CF-MS) data. Previously distributed as a collection of Matlab scripts, our ground-up rewrite of this software package in an open-source language dramatically improves runtime and memory requirements. We describe several new features in the R implementation, including a test for the detection of co-eluting protein complexes and a method for differential network analysis. PrInCE is extensively documented and fully compatible with Bioconductor classes, ensuring it can fit seamlessly into existing proteomics workflows.

AVAILABILITY AND IMPLEMENTATION

PrInCE is available from Bioconductor (https://www.bioconductor.org/packages/devel/bioc/html/PrInCE.html). Source code is freely available from GitHub under the MIT license (https://github.com/fosterlab/PrInCE). Support is provided via the GitHub issues tracker (https://github.com/fosterlab/PrInCE/issues).

SUPPLEMENTARY INFORMATION

Supplementary data are available at Bioinformatics online.

摘要

摘要

我们展示了PrInCE,一个R/Bioconductor软件包,它采用机器学习方法从共分离质谱(CF-MS)数据推断蛋白质-蛋白质相互作用网络。该软件包以前以Matlab脚本集合的形式发布,我们用开源语言对其进行了全新改写,显著提高了运行时性能和内存需求。我们描述了R实现中的几个新特性,包括检测共洗脱蛋白质复合物的测试和差异网络分析方法。PrInCE有详尽的文档记录,并且与Bioconductor类完全兼容,确保它能无缝融入现有的蛋白质组学工作流程。

可用性与实现

PrInCE可从Bioconductor获取(https://www.bioconductor.org/packages/devel/bioc/html/PrInCE.html)。源代码可在GitHub上根据MIT许可免费获取(https://github.com/fosterlab/PrInCE)。通过GitHub问题跟踪器(https://github.com/fosterlab/PrInCE/issues)提供支持。

补充信息

补充数据可在《生物信息学》在线获取。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验