Metaviz: interactive statistical and visual analysis of metagenomic data

被引:20
作者
Wagner, Justin [1 ,2 ,3 ]
Chelaru, Florin [1 ,2 ,3 ]
Kancherla, Jayaram [2 ,3 ]
Paulson, Joseph N. [4 ,5 ]
Zhang, Alexander [1 ]
Felix, Victor [6 ]
Mahurkar, Anup [6 ]
Elmqvist, Niklas [3 ,7 ,8 ]
Bravo, Hector Corrada [1 ,2 ,3 ]
机构
[1] Univ Maryland, Dept Comp Sci, College Pk, MD 20742 USA
[2] Univ Maryland, Ctr Bioinformat & Computat Biol, College Pk, MD 20742 USA
[3] Univ Maryland, Inst Adv Comp Studies, College Pk, MD 20742 USA
[4] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
[5] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[6] Univ Maryland, Inst Genome Sci, Baltimore, MD 21201 USA
[7] Univ Maryland, Coll Informat Studies, College Pk, MD 20742 USA
[8] Univ Maryland, Human Comp Interact Lab, College Pk, MD 20742 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
VISUALIZATION; MICROBIOTA;
D O I
10.1093/nar/gky136
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Large studies profiling microbial communities and their association with healthy or disease phenotypes are now commonplace. Processed data from many of these studies are publicly available but significant effort is required for users to effectively organize, explore and integrate it, limiting the utility of these rich data resources. Effective integrative and interactive visual and statistical tools to analyze many metagenomic samples can greatly increase the value of these data for researchers. We present Metaviz, a tool for interactive exploratory data analysis of annotated microbiome taxonomic community profiles derived from marker gene or whole metagenome shotgun sequencing. Metaviz is uniquely designed to address the challenge of browsing the hierarchical structure of metagenomic data features while rendering visualizations of data values that are dynamically updated in response to user navigation. We use Metaviz to provide the UMD Metagenome Browser web service, allowing users to browse and explore data for more than 7000 microbiomes from published studies. Users can also deploy Metaviz as a web service, or use it to analyze data through the metavizr package to interoperate with state-of-the-art analysis tools available through Bioconductor. Metaviz is free and open source with the code, documentation and tutorials publicly accessible.
引用
收藏
页码:2777 / 2787
页数:11
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