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
Data Inputs & Outputs
Essential dynamics
Inputs
Outputs
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.