StarmapVis
StarmapVis visualizes high-dimensional single-cell and spatial transcriptomic data to enable interactive exploration of cell clusters, trajectories, and spatial organization.
Key Features:
- Interactive Visualization: Enables interactive exploration of single-cell and spatial transcriptomic datasets across multiple viewing angles and representations.
- High-Dimensional Data Exploration: Projects high-dimensional datasets into "map" views to reveal cell clusters, trajectories, and local single-cell neighborhoods.
- Scatter Plots and Connectivity Networks: Generates scatter plots showing clustering and connectivity networks that illustrate trajectories and cross-comparisons among coordinates.
- Automated Animation: Produces automated animated transitions including conversion from two-dimensional spatial omic layouts to three-dimensional single-cell coordinates.
- Applied Examples: Demonstrated on four diverse datasets to illustrate visualization capabilities.
Scientific Applications:
- Cell type discovery: Supports identification of novel cell types from single-cell expression patterns.
- Trajectory analysis: Facilitates elucidation of developmental and cellular trajectories.
- Tissue architecture mapping: Enables exploration of tissue architecture using spatial transcriptomic and spatial omic data.
- Cellular heterogeneity and spatial context: Aids analysis of cellular heterogeneity and spatial relationships of gene expression.
Methodology:
Projection of high-dimensional single-cell and spatial transcriptomic data into map views, generation of interactive scatter plots and connectivity networks, and automated animated transitions between two-dimensional spatial omic layouts and three-dimensional single-cell coordinates.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- command-line tool, web application
- Operating Systems:
- Linux, Mac, Windows
- Programming Languages:
- R, Python
- Added:
- 8/23/2023
- Last Updated:
- 11/24/2024
Operations
Publications
Ma S, Fang X, Yao Y, Li J, Morgan DC, Xia Y, Kwok CS, Lo MC, Siu DM, Tsia KK, Yang A, Ho JW. StarmapVis: An interactive and narrative visualisation tool for single-cell and spatial data. Computational and Structural Biotechnology Journal. 2023;21:1598-1605. doi:10.1016/j.csbj.2023.02.023. PMID:36874160. PMCID:PMC9976191.