Cell Genomics · 2023 · 16 citations · 49 references
Life SciencesBioinformaticsGeneticsGenomic Data AnalysisGenomicsStem Cell BiologyGenome SequencingSingle-cell AnalysisSingle-cell GenomicsSingle-cell Variant AnalysisVariant DetectionBase SubstitutionsSingle-cell Genome SequencingSingle-cell Somatic Mutation DetectionSingle-cell Structural Variant DetectionSingle-cell Variant CallingSingle-cell Whole-genome SequencingSomatic MutationsWhole-genome Amplification
Detection of somatic mutations in single cells has been severely hampered by technical limitations of whole-genome amplification. Novel technologies including primary template-directed amplification (PTA) significantly improved the accuracy of single-cell whole-genome sequencing (WGS) but still generate hundreds of artifacts per amplification reaction. We developed a comprehensive bioinformatic workflow, called the PTA Analysis Toolbox (PTATO), to accurately detect single base substitutions, insertions-deletions (indels), and structural variants in PTA-based WGS data. PTATO includes a machine learning approach and filtering based on recurrence to distinguish PTA artifacts from true mutations with high sensitivity (up to 90%), outperforming existing bioinformatic approaches. Using PTATO, we demonstrate that hematopoietic stem cells of patients with Fanconi anemia, which cannot be analyzed using regular WGS, have normal somatic single base substitution burdens but increased numbers of deletions. Our results show that PTATO enables studying somatic mutagenesis in the genomes of single cells with unprecedented sensitivity and accuracy.
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