Clonal genotype and population structure inference from single-cell tumor sequencing.

Roth, Andrew; McPherson, Andrew; Laks, Emma; Biele, Justina; Yap, Damian; Wan, Adrian; Smith, Maia A; Nielsen, Cydney B et al. · Nat Methods · 2016

basic_science · Level V

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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