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expands (version 2.1.3)

Expanding Ploidy and Allele-Frequency on Nested Subpopulations

Description

Expanding Ploidy and Allele Frequency on Nested Subpopulations (expands) characterizes coexisting subpopulations in a single tumor sample using copy number and allele frequencies derived from exome- or whole genome sequencing input data (). The model detects coexisting genotypes by leveraging run-specific tradeoffs between depth of coverage and breadth of coverage. This package predicts the number of clonal expansions, the size of the resulting subpopulations in the tumor bulk, the mutations specific to each subpopulation, tumor purity and phylogeny. The main function runExPANdS() provides the complete functionality needed to predict coexisting subpopulations from single nucleotide variations (SNVs) and associated copy numbers. The robustness of subpopulation predictions increases with the number of mutations provided. It is recommended that at least 200 mutations are used as input to obtain stable results. Updates in version 2.1 include: (i) new parameter ploidy in runExPANdS.R allows specification of non-diploid background ploidies (e.g. for near-triploid cell lines); (ii) parallel computing option is available.

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Install

install.packages('expands')

Monthly Downloads

98

Version

2.1.3

License

GPL-2

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Maintainer

Noemi Andor

Last Published

September 3rd, 2021

Functions in expands (2.1.3)

gatherEXPANDSoutput

Reading EXPANDS' output files
clusterCellFrequencies

Clustering of cellular frequency probability distributions
buildMultiSamplePhylo

Relations between inter- and intra-sample subpopulations
cbs

Matrix of copy number fragments
buildPhylo

Relations between subpopulations
computeCellFrequencyDistributions

Gathering of cell frequency probability distributions
assignQuantityToSP

Quantity assignment (copy number) to subpopulations
assignMutations

Mutation Assignment
cellfrequency_pdf

Computes the probability distribution of cellular frequencies for a single mutation.
assignQuantityToMutation

Quantity assignment (copy number) to mutations
snv

Single Nucleotide Variations
simulation

Simulated heterogeneous samples
runExPANdS

Main Function
plotSPs

Subpopulation Visualization
roi

Regions of interest