Decontamination of ambient RNA in single-cell RNA-seq with DecontX
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Abstract
Droplet-based microfluidic devices have become widely used to perform single-cell RNA sequencing (scRNA-seq). However, ambient RNA present in the cell suspension can be aberrantly counted along with a cell's native mRNA and result in cross-contamination of transcripts between different cell populations. DecontX is a novel Bayesian method to estimate and remove contamination in individual cells. DecontX accurately predicts contamination levels in a mouse-human mixture dataset and removes aberrant expression of marker genes in PBMC datasets. We also compare the contamination levels between four different scRNA-seq protocols. Overall, DecontX can be incorporated into scRNA-seq workflows to improve downstream…
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Authors
7Topics & keywords
Topics
Keywords
- Biology
- RNA
- Contamination
- Cell
- Computational biology
- RNA-Seq
- Transcriptome
- Gene expression
UN Sustainable Development Goals
- Clean water and sanitation
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