<?xml version="1.0"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Souporcell : robust clustering of single-cell RNA-seq data by genotype without reference genotypes</dc:title>
  <dc:creator>Heaton, H.</dc:creator>
  <dc:creator>/Talman, Arthur</dc:creator>
  <dc:creator>Knights, A.</dc:creator>
  <dc:creator>Imaz, M.</dc:creator>
  <dc:creator>Gaffney, D. J.</dc:creator>
  <dc:creator>Durbin, R.</dc:creator>
  <dc:creator>Hemberg, M.</dc:creator>
  <dc:creator>Lawniczak, M. K. N.</dc:creator>
  <dc:description>Souporcell clusters single-cell RNA-seq data using genotype information without the use of a genotype reference. Methods to deconvolve single-cell RNA-sequencing (scRNA-seq) data are necessary for samples containing a mixture of genotypes, whether they are natural or experimentally combined. Multiplexing across donors is a popular experimental design that can avoid batch effects, reduce costs and improve doublet detection. By using variants detected in scRNA-seq reads, it is possible to assign cells to their donor of origin and identify cross-genotype doublets that may have highly similar transcriptional profiles, precluding detection by transcriptional profile. More subtle cross-genotype variant contamination can be used to estimate the amount of ambient RNA. Ambient RNA is caused by cell lysis before droplet partitioning and is an important confounder of scRNA-seq analysis. Here we develop souporcell, a method to cluster cells using the genetic variants detected within the scRNA-seq reads. We show that it achieves high accuracy on genotype clustering, doublet detection and ambient RNA estimation, as demonstrated across a range of challenging scenarios.</dc:description>
  <dc:date>2020</dc:date>
  <dc:type>text</dc:type>
  <dc:identifier>https://www.documentation.ird.fr/hor/fdi:010079057</dc:identifier>
  <dc:identifier>fdi:010079057</dc:identifier>
  <dc:identifier>Heaton H., Talman Arthur, Knights A., Imaz M., Gaffney D. J., Durbin R., Hemberg M., Lawniczak M. K. N.. Souporcell : robust clustering of single-cell RNA-seq data by genotype without reference genotypes. 2020, 17 (6),  615-620</dc:identifier>
  <dc:language>EN</dc:language>
</oai_dc:dc>
