Nature Biotechnology · 2023 · 60 citations · 53 references
Life SciencesGeneticsMolecular GeneticsEpigeneticsEpigenomicsGenomicsGermline Variant AnalysisGermline Variant InterpretationSingle-cell AnalysisSingle-cell GenomicsVariant CallingVariant DetectionLocal Ancestry InferenceSingle Nucleotide Variant AnalysisSingle-cell Germline Variant CallingSingle-cell Single-nucleotide Variant CallingSingle-cell Variant CallingSingle-nucleotide PolymorphismsSingle-nucleotide Variant CallingSingle-nucleotide Variants
Single-cell omics technologies enable molecular characterization of diverse cell types and states, but how the resulting transcriptional and epigenetic profiles depend on the cell's genetic background remains understudied. We describe Monopogen, a computational tool to detect single-nucleotide variants (SNVs) from single-cell sequencing data. Monopogen leverages linkage disequilibrium from external reference panels to identify germline SNVs and detects putative somatic SNVs using allele cosegregating patterns at the cell population level. It can identify 100 K to 3 M germline SNVs achieving a genotyping accuracy of 95%, together with hundreds of putative somatic SNVs. Monopogen-derived genotypes enable global and local ancestry inference and identification of admixed samples. It identifies variants associated with cardiomyocyte metabolic levels and epigenomic programs. It also improves putative somatic SNV detection that enables clonal lineage tracing in primary human clonal hematopoiesis. Monopogen brings together population genetics, cell lineage tracing and single-cell omics to uncover genetic determinants of cellular processes.
53
The Sequence Alignment/Map format and SAMtools
Heng Li, Alec Wysoker, Tim Fennell et al. · Bioinformatics · 2009 · 67.5K citations · Full text
Integrated analysis of multimodal single-cell data
Yuhan Hao, Stephanie Hao, Erica Andersen‐Nissen et al. · Cell · 2021 · 16K citations · Full text
A framework for variation discovery and genotyping using next-generation DNA sequencing data
Mark A. DePristo, Eric Banks, Ryan Poplin et al. · Nature Genetics · 2011 · 12.4K citations · Full text
GCTA: A Tool for Genome-wide Complex Trait Analysis
Jian Yang, Sang Lee, Michael E. Goddard et al. · The American Journal of Human Genetics · 2010 · 9.3K citations · Full text