Butte is a computational framework to calculate the arrival time and initiation time of a clonal somatic copy number alteration (SCNA) observed in patient tumor sample(s). Currently the method focuses on copy number gains. A genomic region at an observed clonal SCNA state has evolved during the timeline from the germline to the founder cell of the clonal expansion. The timeline can be divided into three fractions in term of the copy number evolution. The first time fraction (T0) is the SCNA initiation time when the first gain occurs. The third fraction (TK) is the arrival time which measure the delay from the last gain to the start of population expansion. Butte can estimate the initation time and arrival time of an SCNA (with the total copy number as high as 7) given the read counts of somatic single nucleotide variants (SSNVs) occurred within corresponding genomic region and tumor purity. To do so, Butte adopts EM algorithm to find the allele state distribution of SSNVs. Then it either directly solve the time fraction (for SCNAs with identifiable history matrices), or adopts linear programming to calculate the upper bounds of these time fractions if multiple history matrices can exist for the SCNA or the underlying linear system is underdetermined.
Package details |
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Maintainer | |
License | MIT License |
Version | 0.0.0.9000 |
Package repository | View on GitHub |
Installation |
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