可折叠树:交互式网络应用程序,用于呈现可折叠的层次结构。

Yuan Gao, Rob Patro, Peng Jiang
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引用次数: 0

摘要

动机直观数据可视化的一个重要组成部分是呈现具有交互功能的分层树结构。例如,单细胞转录组学研究可能会产生具有发育轨迹或细胞系结构的基因表达值。t-SNE和UMAP这两种常见的可视化方法需要两个独立的图来描述细胞类型和基因表达数据的分布,而低维度的投影可能无法捕捉细胞间的层次结构:在此,我们介绍了一个 JavaScript 框架和一个名为 "可折叠树 "的交互式网络应用程序,它能以交互式、可扩展和可折叠的系谱结构联合呈现数值。例如,"可折叠树 "将单细胞转录组学中的细胞状态和基因表达呈现在单个层次图中,从而可以比较各系间的基因表达以及子系间的微妙模式。我们的框架有助于探索在 UMAP 或 t-SNE 图中不明显的复杂值模式:Collapsible Tree 网络界面可在 https://collapsibletree.data2in.net 上获取。JavaScript 库源代码可在 https://github.com/data2intelligence/collapsible_tree 上获取。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Collapsible tree: interactive web app to present collapsible hierarchies.

Motivation: A crucial component of intuitive data visualization is presenting a hierarchical tree structure with interactive functions. For example, single-cell transcriptomics studies may generate gene expression values with developmental trajectories or cell lineage structures. Two common visualization methods, t-Distributed Stochastic Neighbor Embedding (t-SNE) and Uniform Manifold Approximation and Projection (UMAP), require two separate figures to depict the distribution of cell types and gene expression data, with low-dimension projections that may not capture the hierarchical structures among cells.

Results: Here, we present a JavaScript framework and an interactive web app named Collapsible Tree, which presents values jointly with interactive, expandable, and collapsible lineage structures. For example, the Collapsible Tree presents cellular states and gene expression from single-cell transcriptomics within a single hierarchical plot, enabling comparisons of gene expression across lineages and subtle patterns between sub-lineages. Our framework can facilitate the exploration of complicated value patterns that are not evident in UMAP or t-SNE plots.

Availability and implementation: The Collapsible Tree web interface is available at https://collapsibletree.data2in.net. The JavaScript library source code is available at https://github.com/data2intelligence/collapsible_tree.

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