Demuxafy: improvement in droplet assignment by integrating multiple single-cell demultiplexing and doublet detection methods

Author:

Neavin Drew,Senabouth Anne,Arora Himanshi,Lee Jimmy Tsz Hang,Ripoll-Cladellas Aida, ,Franke Lude,Prabhakar Shyam,Ye Chun Jimmie,McCarthy Davis J.,Melé Marta,Hemberg Martin,Powell Joseph E.ORCID

Abstract

AbstractRecent innovations in single-cell RNA-sequencing (scRNA-seq) provide the technology to investigate biological questions at cellular resolution. Pooling cells from multiple individuals has become a common strategy, and droplets can subsequently be assigned to a specific individual by leveraging their inherent genetic differences. An implicit challenge with scRNA-seq is the occurrence of doublets—droplets containing two or more cells. We develop Demuxafy, a framework to enhance donor assignment and doublet removal through the consensus intersection of multiple demultiplexing and doublet detecting methods. Demuxafy significantly improves droplet assignment by separating singlets from doublets and classifying the correct individual.

Publisher

Springer Science and Business Media LLC

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