Palo

Palo optimizes color palette assignments in a spatially-aware manner to improve visualization of clusters in single-cell and spatial genomic datasets.


Key Features:

  • Spatially-aware palette optimization: Considers spatial adjacency when assigning colors to clusters on two-dimensional plots to reduce visually similar colors among neighboring clusters.
  • Neighbor-pair detection: Identifies pairs of clusters that are spatially neighboring each other within plots.
  • Distinct color assignment: Assigns visually distinct colors specifically to neighboring cluster pairs to improve differentiation.
  • Support for cells and spots: Operates on clusters of cells or spatial spots in single-cell and spatial genomic datasets.
  • R package implementation: Implemented as an R package for integration into analysis workflows.

Scientific Applications:

  • Visualization of single-cell and spatial genomic data: Enhances clarity of cluster visualizations in real-world single-cell and spatial genomic datasets.
  • Exploratory cluster analysis: Facilitates identification and differentiation of clusters on two-dimensional plots during exploratory data analysis.
  • Spatial relationship interpretation: Aids interpretation of complex spatial relationships by making adjacent clusters visually distinct.

Methodology:

Palo identifies spatially neighboring cluster pairs within two-dimensional plots and assigns visually distinct colors to those neighboring pairs; the method is implemented as an R package.

Topics

Details

License:
MIT
Cost:
Free of charge
Tool Type:
library
Operating Systems:
Mac, Linux, Windows
Programming Languages:
R
Added:
1/17/2023
Last Updated:
11/24/2024

Operations

Data Inputs & Outputs

Clustering

Publications

Hou W, Ji Z. Palo: spatially aware color palette optimization for single-cell and spatial data. Bioinformatics. 2022;38(14):3654-3656. doi:10.1093/bioinformatics/btac368. PMID:35642896. PMCID:PMC9272793.

PMID: 35642896
PMCID: PMC9272793
Funding: - National Institutes of Health: 1K99HG011468, 1U54AG075936-01

Documentation