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

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Peer-reviewed

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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 .

Description

Acknowledgements: We acknowledge the Cellular Genetics IT, New Pipeline Group and DNA pipelines of Sanger Institute. K.B.M. and S.A.T. are supported by Wellcome (WT211276/Z/18/Z, 108413/A/15/D, Sanger core grant WT206194 and Sanger QQ award 220540/Z/20/A). K.B.M. acknowledges funding from the MRC (MR/S035907/1). M.H. is supported by Wellcome (grant WT107931/Z/15/Z), the Lister Institute for Preventive Medicine, NIHR, and the Newcastle Biomedical Research Centre. S.A.T. is supported by an ERC Consolidator Grant ThDEFINE (646794). C.S. is supported by a Wellcome Trust Ph.D. Fellowship for Clinicians. Z.K.T. and M.R.C. are supported by a Medical Research Council Research Project Grant (MR/S035842/1). M.R.C. is supported by the National Institute of Health Research (NIHR) Research Professorship (RP-2017-08-ST2-002), a Wellcome Investigator Award (220268/Z/20/Z), the Blood and Transplant Research Unit in Organ Donation and the NIHR Cambridge Biomedical Research Centre. This publication is part of the Human Cell Atlas (www.humancellatlas.org/publications). We would like to thank the reviewers for their thoughtful comments and suggestions, which helped us to improve the quality of the manuscript.

Journal Title

Nat Biotechnol

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Journal ISSN

1087-0156
1546-1696

Volume Title

42

Publisher

Springer Nature

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Except where otherwised noted, this item's license is described as Attribution 4.0 International
Sponsorship
Medical Research Council (MR/S035842/1)
Medical Research Council (MR/S035907/1)
Wellcome Trust (220268/Z/20/Z)
BBSRC (BB/X000249/1)