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Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins.
- Source :
-
Nature biotechnology [Nat Biotechnol] 2024 Jan; Vol. 42 (1), pp. 40-51. Date of Electronic Publication: 2023 Apr 13. - Publication Year :
- 2024
-
Abstract
- Assessment of single-cell gene expression (single-cell RNA sequencing) and adaptive immune receptor (AIR) sequencing (scVDJ-seq) has been invaluable in studying lymphocyte biology. Here we introduce Dandelion, a computational pipeline for scVDJ-seq analysis. It enables the application of standard V(D)J analysis workflows to single-cell datasets, delivering improved V(D)J contig annotation and the identification of nonproductive and partially spliced contigs. We devised a strategy to create an AIR feature space that can be used for both differential V(D)J usage analysis and pseudotime trajectory inference. The application of Dandelion improved the alignment of human thymic development trajectories of double-positive T cells to mature single-positive CD4/CD8 T cells, generating predictions of factors regulating lineage commitment. Dandelion analysis of other cell compartments provided insights into the origins of human B1 cells and ILC/NK cell development, illustrating the power of our approach. Dandelion is available at https://www.github.com/zktuong/dandelion .<br /> (© 2023. The Author(s).)
- Subjects :
- Humans
T-Lymphocytes
Single-Cell Analysis
Taraxacum
Subjects
Details
- Language :
- English
- ISSN :
- 1546-1696
- Volume :
- 42
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Nature biotechnology
- Publication Type :
- Academic Journal
- Accession number :
- 37055623
- Full Text :
- https://doi.org/10.1038/s41587-023-01734-7