作者
Haynes Heaton, Arthur M Talman, Andrew Knights, Maria Imaz, Daniel J Gaffney, Richard Durbin, Martin Hemberg, Mara KN Lawniczak
发表日期
2020/6
期刊
Nature methods
卷号
17
期号
6
页码范围
615-620
出版商
Nature Publishing Group US
简介
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 …
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