CoeViz: A Web-Based Integrative Platform for Interactive Visualization of Large Similarity and Distance Matrices

被引:7
|
作者
Baker, Frazier N. [1 ,2 ]
Porollo, Aleksey [2 ,3 ,4 ]
机构
[1] Univ Cincinnati, Dept Elect Engn & Comp Syst, Cincinnati, OH 45221 USA
[2] Cincinnati Childrens Hosp Med Ctr, Ctr Autoimmune Genom & Etiol, Cincinnati, OH 45229 USA
[3] Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA
[4] Univ Cincinnati, Coll Med, Dept Pediat, Cincinnati, OH 45267 USA
基金
美国国家卫生研究院;
关键词
distance matrix; similarity matrix; interactive visualization; zoomable heatmap; interactive dendrogram; circular relationship diagram; multi-dimensional scaling; CoeViz;
D O I
10.3390/data3010004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Similarity and distance matrices are general data structures that describe reciprocal relationships between the objects within a given dataset. Commonly used methods for representation of these matrices include heatmaps, hierarchical trees, dimensionality reduction, and various types of networks. However, despite a well-developed foundation for the visualization of such representations, the challenge of creating an interactive view that would allow for quick data navigation and interpretation remains largely unaddressed. This problem becomes especially evident for large matrices with hundreds or thousands objects. In this work, we present a web-based platform for the interactive analysis of large (dis-) similarity matrices. It consists of four major interconnected and synchronized components: a zoomable heatmap, interactive hierarchical tree, scalable circular relationship diagram, and 3D multi-dimensional scaling (MDS) scatterplot. We demonstrate the use of the platform for the analysis of amino acid covariance data in proteins as part of our previously developed CoeViz tool. The web-platform enables quick and focused analysis of protein features, such as structural domains and functional sites.
引用
收藏
页数:10
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