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

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.

    Links