» Articles » PMID: 37719152

Comprehensive Single-cell Genome Analysis at Nucleotide Resolution Using the PTA Analysis Toolbox

Abstract

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.

Citing Articles

Protocol for genome-wide analysis of somatic variants at single-cell resolution using primary template-directed DNA amplification.

Derks L, van Leeuwen A, Steemers A, Trabut L, van Roosmalen M, Poort V STAR Protoc. 2024; 6(1):103499.

PMID: 39709610 PMC: 11726792. DOI: 10.1016/j.xpro.2024.103499.


Selective pressures of platinum compounds shape the evolution of therapy-related myeloid neoplasms.

Bertrums E, de Kanter J, Derks L, Verheul M, Trabut L, van Roosmalen M Nat Commun. 2024; 15(1):6025.

PMID: 39019934 PMC: 11255340. DOI: 10.1038/s41467-024-50384-z.


Transient Differentiation-State Plasticity Occurs during Acute Lymphoblastic Leukemia Initiation.

Poort V, Hagelaar R, van Roosmalen M, Trabut L, Buijs-Gladdines J, van Wijk B Cancer Res. 2024; 84(16):2720-2733.

PMID: 38885294 PMC: 11325147. DOI: 10.1158/0008-5472.CAN-24-1090.


Mitochondrial HO release does not directly cause damage to chromosomal DNA.

van Soest D, Polderman P, den Toom W, Keijer J, van Roosmalen M, Leyten T Nat Commun. 2024; 15(1):2725.

PMID: 38548751 PMC: 10978998. DOI: 10.1038/s41467-024-47008-x.


Stem cell mutations, associated cancer risk, and consequences for regenerative medicine.

Derks L, van Boxtel R Cell Stem Cell. 2023; 30(11):1421-1433.

PMID: 37832550 PMC: 10624213. DOI: 10.1016/j.stem.2023.09.008.

References
1.
Li H, Durbin R . Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics. 2009; 25(14):1754-60. PMC: 2705234. DOI: 10.1093/bioinformatics/btp324. View

2.
Neveling K, Endt D, Hoehn H, Schindler D . Genotype-phenotype correlations in Fanconi anemia. Mutat Res. 2009; 668(1-2):73-91. DOI: 10.1016/j.mrfmmm.2009.05.006. View

3.
Adair J, Chandrasekaran D, Sghia-Hughes G, Haworth K, Woolfrey A, Burroughs L . Novel lineage depletion preserves autologous blood stem cells for gene therapy of Fanconi anemia complementation group A. Haematologica. 2018; 103(11):1806-1814. PMC: 6278989. DOI: 10.3324/haematol.2018.194571. View

4.
Manders F, van Boxtel R, Middelkamp S . The Dynamics of Somatic Mutagenesis During Life in Humans. Front Aging. 2022; 2:802407. PMC: 9261377. DOI: 10.3389/fragi.2021.802407. View

5.
Obenchain V, Lawrence M, Carey V, Gogarten S, Shannon P, Morgan M . VariantAnnotation: a Bioconductor package for exploration and annotation of genetic variants. Bioinformatics. 2014; 30(14):2076-8. PMC: 4080743. DOI: 10.1093/bioinformatics/btu168. View