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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
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
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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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