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Genotype-free demultiplexing of pooled single-cell RNA-seq
A variety of methods have been developed to demultiplex pooled samples in a single cell RNA sequencing (scRNA-seq) experiment which either require hashtag barcodes or sample genotypes prior to pooling. We introduce scSplit which utilizes genetic differences inferred from scRNA-seq data alone to demu...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6921391/ https://www.ncbi.nlm.nih.gov/pubmed/31856883 http://dx.doi.org/10.1186/s13059-019-1852-7 |
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author | Xu, Jun Falconer, Caitlin Nguyen, Quan Crawford, Joanna McKinnon, Brett D. Mortlock, Sally Senabouth, Anne Andersen, Stacey Chiu, Han Sheng Jiang, Longda Palpant, Nathan J. Yang, Jian Mueller, Michael D. Hewitt, Alex W. Pébay, Alice Montgomery, Grant W. Powell, Joseph E. Coin, Lachlan J.M |
author_facet | Xu, Jun Falconer, Caitlin Nguyen, Quan Crawford, Joanna McKinnon, Brett D. Mortlock, Sally Senabouth, Anne Andersen, Stacey Chiu, Han Sheng Jiang, Longda Palpant, Nathan J. Yang, Jian Mueller, Michael D. Hewitt, Alex W. Pébay, Alice Montgomery, Grant W. Powell, Joseph E. Coin, Lachlan J.M |
author_sort | Xu, Jun |
collection | PubMed |
description | A variety of methods have been developed to demultiplex pooled samples in a single cell RNA sequencing (scRNA-seq) experiment which either require hashtag barcodes or sample genotypes prior to pooling. We introduce scSplit which utilizes genetic differences inferred from scRNA-seq data alone to demultiplex pooled samples. scSplit also enables mapping clusters to original samples. Using simulated, merged, and pooled multi-individual datasets, we show that scSplit prediction is highly concordant with demuxlet predictions and is highly consistent with the known truth in cell-hashing dataset. scSplit is ideally suited to samples without external genotype information and is available at: https://github.com/jon-xu/scSplit |
format | Online Article Text |
id | pubmed-6921391 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-69213912019-12-30 Genotype-free demultiplexing of pooled single-cell RNA-seq Xu, Jun Falconer, Caitlin Nguyen, Quan Crawford, Joanna McKinnon, Brett D. Mortlock, Sally Senabouth, Anne Andersen, Stacey Chiu, Han Sheng Jiang, Longda Palpant, Nathan J. Yang, Jian Mueller, Michael D. Hewitt, Alex W. Pébay, Alice Montgomery, Grant W. Powell, Joseph E. Coin, Lachlan J.M Genome Biol Method A variety of methods have been developed to demultiplex pooled samples in a single cell RNA sequencing (scRNA-seq) experiment which either require hashtag barcodes or sample genotypes prior to pooling. We introduce scSplit which utilizes genetic differences inferred from scRNA-seq data alone to demultiplex pooled samples. scSplit also enables mapping clusters to original samples. Using simulated, merged, and pooled multi-individual datasets, we show that scSplit prediction is highly concordant with demuxlet predictions and is highly consistent with the known truth in cell-hashing dataset. scSplit is ideally suited to samples without external genotype information and is available at: https://github.com/jon-xu/scSplit BioMed Central 2019-12-19 /pmc/articles/PMC6921391/ /pubmed/31856883 http://dx.doi.org/10.1186/s13059-019-1852-7 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Method Xu, Jun Falconer, Caitlin Nguyen, Quan Crawford, Joanna McKinnon, Brett D. Mortlock, Sally Senabouth, Anne Andersen, Stacey Chiu, Han Sheng Jiang, Longda Palpant, Nathan J. Yang, Jian Mueller, Michael D. Hewitt, Alex W. Pébay, Alice Montgomery, Grant W. Powell, Joseph E. Coin, Lachlan J.M Genotype-free demultiplexing of pooled single-cell RNA-seq |
title | Genotype-free demultiplexing of pooled single-cell RNA-seq |
title_full | Genotype-free demultiplexing of pooled single-cell RNA-seq |
title_fullStr | Genotype-free demultiplexing of pooled single-cell RNA-seq |
title_full_unstemmed | Genotype-free demultiplexing of pooled single-cell RNA-seq |
title_short | Genotype-free demultiplexing of pooled single-cell RNA-seq |
title_sort | genotype-free demultiplexing of pooled single-cell rna-seq |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6921391/ https://www.ncbi.nlm.nih.gov/pubmed/31856883 http://dx.doi.org/10.1186/s13059-019-1852-7 |
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