首页> 外文期刊>Source Code for Biology Medicine >GenePattern flow cytometry suite
【24h】

GenePattern flow cytometry suite

机译:GenePattern流式细胞仪套件

获取原文
       

摘要

Background Traditional flow cytometry data analysis is largely based on interactive and time consuming analysis of series two dimensional representations of up to 20 dimensional data. Recent technological advances have increased the amount of data generated by the technology and outpaced the development of data analysis approaches. While there are advanced tools available, including many R/BioConductor packages, these are only accessible programmatically and therefore out of reach for most experimentalists. GenePattern is a powerful genomic analysis platform with over 200 tools for analysis of gene expression, proteomics, and other data. A web-based interface provides easy access to these tools and allows the creation of automated analysis pipelines enabling reproducible research. Results In order to bring advanced flow cytometry data analysis tools to experimentalists without programmatic skills, we developed the GenePattern Flow Cytometry Suite. It contains 34 open source GenePattern flow cytometry modules covering methods from basic processing of flow cytometry standard (i.e., FCS) files to advanced algorithms for automated identification of cell populations, normalization and quality assessment. Internally, these modules leverage from functionality developed in R/BioConductor. Using the GenePattern web-based interface, they can be connected to build analytical pipelines. Conclusions GenePattern Flow Cytometry Suite brings advanced flow cytometry data analysis capabilities to users with minimal computer skills. Functionality previously available only to skilled bioinformaticians is now easily accessible from a web browser.
机译:背景技术传统的流式细胞术数据分析主要基于对多达20维数据的系列二维表示的交互式且耗时的分析。最近的技术进步增加了该技术生成的数据量,并且超过了数据分析方法的发展。尽管有可用的高级工具,包括许多R / BioConductor软件包,但是只能以编程方式访问,因此大多数实验者无法使用。 GenePattern是一个功能强大的基因组分析平台,拥有200多种工具,可用于分析基因表达,蛋白质组学和其他数据。基于Web的界面可轻松访问这些工具,并允许创建自动分析管道以实现可重复的研究。结果为了将高级流式细胞术数据分析工具带给没有编程技能的实验人员,我们开发了GenePattern流式细胞术套件。它包含34个开源GenePattern流式细胞仪模块,涵盖了从流式细胞仪标准(即FCS)文件的基本处理到用于自动识别细胞群体,标准化和质量评估的高级算法的方法。在内部,这些模块利用R / BioConductor中开发的功能。使用基于网络的GenePattern界面,可以将它们连接起来以建立分析管道。结论GenePattern流式细胞术套件以最少的计算机技能为用户提供了先进的流式细胞术数据分析功能。现在,可以从Web浏览器轻松访问以前仅对熟练的生物信息学家可用的功能。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号