Dandelion
Dandelion analyzes single-cell adaptive immune receptor sequencing (scVDJ-seq) data to characterize V(D)J repertoires and infer lymphocyte developmental trajectories.
Key Features:
- Improved V(D)J Contig Annotation: Provides refined annotations of V(D)J contigs, identifying productive and nonproductive rearrangements and partially spliced contigs.
- AIR Feature Space Creation: Constructs an adaptive immune receptor (AIR) feature space to enable differential V(D)J usage analysis and pseudotime trajectory inference.
- Trajectory Inference and Lineage Commitment Analysis: Aligns developmental trajectories of thymic double-positive T cells to mature single-positive CD4 and CD8 T cells to predict factors associated with lineage commitment.
Scientific Applications:
- Thymic T Cell Development: Supports analysis of thymic development trajectories, including alignment of double-positive T cells with mature single-positive CD4 and CD8 T cells.
- B1 Cell and ILC/NK Cell Development: Applied to study the origins of human B1 cells and the development of innate lymphoid cells (ILCs) and natural killer (NK) cells.
Methodology:
Integrates scVDJ-seq with single-cell RNA sequencing data and applies standard V(D)J analysis workflows at the single-cell level, including refined contig annotation, construction of an AIR feature space, differential V(D)J usage analysis, pseudotime trajectory inference, and alignment of developmental trajectories for lineage-commitment analysis.
Topics
Details
- License:
- AGPL-3.0
- Cost:
- Free of charge
- Tool Type:
- library
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python
- Added:
- 10/15/2023
- Last Updated:
- 11/24/2024
Operations
Publications
Suo C, Polanski K, Dann E, Lindeboom RGH, Vilarrasa-Blasi R, Vento-Tormo R, Haniffa M, Meyer KB, Dratva LM, Tuong ZK, Clatworthy MR, Teichmann SA. Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins. Nature Biotechnology. 2023;42(1):40-51. doi:10.1038/s41587-023-01734-7. PMID:37055623. PMCID:PMC10791579.