HCA Data Explorer

Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins

Access Granted
Updated June 21, 2024

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.

Zewen Kelvin TuongWellcome Sanger Institutez.tuong@uq.edu.au
Menna R ClatworthyWellcome Sanger Institutemrc38@cam.ac.uk
Sarah A TeichmannWellcome Sanger Institutest9@sanger.ac.uk
Chenqu Suo1
Krzysztof Polanski1
Emma Dann1
Rik G H Lindeboom1
Roser Vilarrasa-Blasi1
Roser Vento-Tormo1
Muzlifah Haniffa1
Kerstin B Meyer1
Lisa M Dratva1
Zewen Kelvin Tuong1
Menna R Clatworthy1
Sarah A Teichmann1
1Wellcome Sanger Institute
Ida Zucchi

To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/a83b7f45-bfb1-4c6a-97e9-8e3370065cc1

Supplementary links are provided by contributors and represent items such as additional data which can’t be hosted here; code that was used to analyze this data; or tools and visualizations associated with this specific dataset.

1.https://www.github.com/zktuong/dandelion
INSDC Project Accessions:Array Express Accessions:INSDC Study Accessions:

Atlas

None

Analysis Portals

None

Project Label

dandelionPBCM

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

blood

Organ Part

Unspecified

Selected Cell Types

peripheral blood mononuclear cell

Disease Status (Specimen)

normal

Disease Status (Donor)

normal

Development Stage

human adult stage

Library Construction Method

10x immune profiling

Nucleic Acid Source

single cell

Paired End

false

Analysis Protocol

processed_matrix_generation, raw_matrix_generation, vdj_analysis

File Format

5 file formats

Cell Count Estimate

17.9k

Donor Count

1
csv4 file(s)fasta4 file(s)fastq.gz18 file(s)h54 file(s)xlsx1 file(s)