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
Inputs
Outputs
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