Back to Search Start Over

MQuad enables clonal substructure discovery using single cell mitochondrial variants.

Authors :
Kwok AWC
Qiao C
Huang R
Sham MH
Ho JWK
Huang Y
Source :
Nature communications [Nat Commun] 2022 Mar 08; Vol. 13 (1), pp. 1205. Date of Electronic Publication: 2022 Mar 08.
Publication Year :
2022

Abstract

Mitochondrial mutations are increasingly recognised as informative endogenous genetic markers that can be used to reconstruct cellular clonal structure using single-cell RNA or DNA sequencing data. However, identifying informative mtDNA variants in noisy and sparse single-cell sequencing data is still challenging with few computation methods available. Here we present an open source computational tool MQuad that accurately calls clonally informative mtDNA variants in a population of single cells, and an analysis suite for complete clonality inference, based on single cell RNA, DNA or ATAC sequencing data. Through a variety of simulated and experimental single cell sequencing data, we showed that MQuad can identify mitochondrial variants with both high sensitivity and specificity, outperforming existing methods by a large extent. Furthermore, we demonstrate its wide applicability in different single cell sequencing protocols, particularly in complementing single-nucleotide and copy-number variations to extract finer clonal resolution.<br /> (© 2022. The Author(s).)

Details

Language :
English
ISSN :
2041-1723
Volume :
13
Issue :
1
Database :
MEDLINE
Journal :
Nature communications
Publication Type :
Academic Journal
Accession number :
35260582
Full Text :
https://doi.org/10.1038/s41467-022-28845-0