CellPhoneDB
CellPhoneDB catalogs curated receptors, ligands, and their heteromeric subunit architectures and predicts enriched cell–cell communications from single-cell RNA-seq data to analyze intercellular signaling.
Key Features:
- Curated Interaction Repository: Provides a curated database of receptors, ligands, and annotated ligand–receptor interactions.
- Subunit Architecture Representation: Represents detailed subunit composition for ligands and receptors, including heteromeric complexes.
- Single-Cell Statistical Framework: Integrates single-cell transcriptomics with a statistical framework to predict enriched interactions between cell types.
- Extensible Interaction Set: Supports incorporation of new interacting molecules into the database.
- Efficient Data Handling: Enables analysis of large datasets (example: ~10 GB, ~10,000 cells across 19 cell types) with reported runtimes around two hours using five computational threads.
Scientific Applications:
- Development and Differentiation: Investigating molecular mechanisms of tissue development and cellular differentiation via ligand–receptor signaling.
- Immune Responses and Inflammation: Analyzing immune cell communication and inflammatory signaling networks in single-cell data.
- Disease Mechanisms and Progression: Exploring altered intercellular signaling underlying disease progression in pathological tissues.
Methodology:
CellPhoneDB integrates curated ligand–receptor interaction data with a statistical framework that assesses enrichment and the likelihood of cell–cell interactions using single-cell RNA sequencing across cell types.
Topics
Details
- License:
- MIT
- Tool Type:
- web application
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 2/10/2021
Operations
Publications
Efremova M, Vento-Tormo M, Teichmann SA, Vento-Tormo R. CellPhoneDB: inferring cell–cell communication from combined expression of multi-subunit ligand–receptor complexes. Nature Protocols. 2020;15(4):1484-1506. doi:10.1038/s41596-020-0292-x. PMID:32103204.
Downloads
- Downloads pagehttps://cellphonedb.org/downloads