Clonal genotype and population structure inference from single-cell tumor sequencing.
basic_science · Level V
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- Record sourced from PubMed, PMID 27183439.
- Also identified by DOI 10.1038/nmeth.3867.
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Abstract
Single-cell DNA sequencing has great potential to reveal the clonal genotypes and population structure of human cancers. However, single-cell data suffer from missing values and biased allelic counts as well as false genotype measurements owing to the sequencing of multiple cells. We describe the Single Cell Genotyper (https://bitbucket.org/aroth85/scg), an open-source software based on a statistical model coupled with a mean-field variational inference method, which can be used to address these problems and robustly infer clonal genotypes.
Medical subject headings
- Cystadenocarcinoma, Serous
- Leukemia
- Mammary Glands, Human
- Ovarian Neoplasms
- Single-Cell Analysis
- Software