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热图生成器:一款高性能的RNA测序和微阵列可视化软件套件,使用R和C++混合计算管道来检查差异基因表达水平。

HeatmapGenerator: high performance RNAseq and microarray visualization software suite to examine differential gene expression levels using an R and C++ hybrid computational pipeline.

作者信息

Khomtchouk Bohdan B, Van Booven Derek J, Wahlestedt Claes

机构信息

Center for Therapeutic Innovation and Department of Psychiatry and Behavioral Sciences, University of Miami Miller School of Medicine, 1120 NW 14th ST, Miami, 33136 FL USA.

John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, 1501 NW 10th Avenue, Miami, 33136 FL USA.

出版信息

Source Code Biol Med. 2014 Dec 24;9(1):30. doi: 10.1186/s13029-014-0030-2. eCollection 2014.

Abstract

BACKGROUND

The graphical visualization of gene expression data using heatmaps has become an integral component of modern-day medical research. Heatmaps are used extensively to plot quantitative differences in gene expression levels, such as those measured with RNAseq and microarray experiments, to provide qualitative large-scale views of the transcriptonomic landscape. Creating high-quality heatmaps is a computationally intensive task, often requiring considerable programming experience, particularly for customizing features to a specific dataset at hand.

METHODS

Software to create publication-quality heatmaps is developed with the R programming language, C++ programming language, and OpenGL application programming interface (API) to create industry-grade high performance graphics.

RESULTS

We create a graphical user interface (GUI) software package called HeatmapGenerator for Windows OS and Mac OS X as an intuitive, user-friendly alternative to researchers with minimal prior coding experience to allow them to create publication-quality heatmaps using R graphics without sacrificing their desired level of customization. The simplicity of HeatmapGenerator is that it only requires the user to upload a preformatted input file and download the publicly available R software language, among a few other operating system-specific requirements. Advanced features such as color, text labels, scaling, legend construction, and even database storage can be easily customized with no prior programming knowledge.

CONCLUSION

We provide an intuitive and user-friendly software package, HeatmapGenerator, to create high-quality, customizable heatmaps generated using the high-resolution color graphics capabilities of R. The software is available for Microsoft Windows and Apple Mac OS X. HeatmapGenerator is released under the GNU General Public License and publicly available at: http://sourceforge.net/projects/heatmapgenerator/. The Mac OS X direct download is available at: http://sourceforge.net/projects/heatmapgenerator/files/HeatmapGenerator_MAC_OSX.tar.gz/download. The Windows OS direct download is available at: http://sourceforge.net/projects/heatmapgenerator/files/HeatmapGenerator_WINDOWS.zip/download.

摘要

背景

使用热图对基因表达数据进行图形可视化已成为现代医学研究的一个重要组成部分。热图被广泛用于绘制基因表达水平的定量差异,例如通过RNA测序和微阵列实验测量的差异,以提供转录组景观的定性大规模视图。创建高质量的热图是一项计算密集型任务,通常需要相当多的编程经验,尤其是针对手头特定数据集定制功能时。

方法

使用R编程语言、C++编程语言和OpenGL应用程序编程接口(API)开发用于创建可发表质量热图的软件,以创建行业级高性能图形。

结果

我们为Windows操作系统和Mac OS X创建了一个名为HeatmapGenerator的图形用户界面(GUI)软件包,作为一种直观、用户友好的工具,供几乎没有编码经验的研究人员使用。这使他们能够使用R图形创建可发表质量的热图,而不牺牲所需的定制水平。HeatmapGenerator的简单之处在于,除了一些特定于操作系统的要求外,它只要求用户上传一个预格式化的输入文件并下载公开可用的R软件语言。诸如颜色、文本标签、缩放、图例构建甚至数据库存储等高级功能,无需任何编程知识即可轻松定制。

结论

我们提供了一个直观且用户友好的软件包HeatmapGenerator,用于创建使用R的高分辨率彩色图形功能生成的高质量、可定制热图。该软件适用于Microsoft Windows和Apple Mac OS X。HeatmapGenerator根据GNU通用公共许可证发布,可在以下网址公开获取:http://sourceforge.net/projects/heatmapgenerator/。Mac OS X的直接下载链接为:http://sourceforge.net/projects/heatmapgenerator/files/HeatmapGenerator_MAC_OSX.tar.gz/download。Windows操作系统的直接下载链接为:http://sourceforge.net/projects/heatmapgenerator/files/HeatmapGenerator_WINDOWS.zip/download。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cdda/4279803/7723bffa0642/13029_2014_30_Fig1_HTML.jpg

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