Clonal genotype and population structure inference from single-cell tumor sequencing.
Andrew RothAndrew W McPhersonEmma LaksJustina BieleDamian YapAdrian WanMaia A SmithCydney B NielsenJessica N McAlpineSamuel AparicioAlexandre Bouchard-CôtéSohrab P ShahPublished in: Nature methods (2016)
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.