Plate IV.150 · Publications

hadge: a comprehensive pipeline for donor deconvolution in single-cell studies

Article in Genome Biology, 26 April 2024.

Open accessResearch area: Spatial, Omics Data

Authors

  1. Fabiola Curion
  2. Xichen Wu
  3. Lukas Heumos
  4. Mylene Mariana Gonzales André
  5. Lennard Halle
  6. Matiss Ozols
  7. Melissa Grant-Peters
  8. Charlotte Rich-Griffin
  9. Hing-Yuen Yeung
  10. Calliope A. Dendrou
  11. Herbert B. Schiller
  12. Fabian J. Theis

Abstract

Single-cell multiplexing techniques (cell hashing and genetic multiplexing) combine multiple samples, optimizing sample processing and reducing costs. Cell hashing conjugates antibody-tags or chemical-oligonucleotides to cell membranes, while genetic multiplexing allows to mix genetically diverse samples and relies on aggregation of RNA reads at known genomic coordinates. We develop hadge (hashing deconvolution combined with genotype information), a Nextflow pipeline that combines 12 methods to perform both hashing- and genotype-based deconvolution. We propose a joint deconvolution strategy combining best-performing methods and demonstrate how this approach leads to the recovery of previously discarded cells in a nuclei hashing of fresh-frozen brain tissue.

Cite

@article{curion2024hadge,
  title = {{hadge: a comprehensive pipeline for donor deconvolution in single-cell studies}},
  author = {Curion, Fabiola and Wu, Xichen and Heumos, Lukas and André, Mylene Mariana Gonzales and Halle, Lennard and Ozols, Matiss and Grant-Peters, Melissa and Rich-Griffin, Charlotte and Yeung, Hing-Yuen and Dendrou, Calliope A. and Schiller, Herbert B. and Theis, Fabian J.},
  journal = {Genome Biology},
  publisher = {Springer Science and Business Media LLC},
  year = {2024},
  month = apr,
  doi = {10.1186/s13059-024-03249-z},
  url = {https://doi.org/10.1186/s13059-024-03249-z},
  pmid = {38671451},
  pmcid = {PMC11055383}
}
.bib file