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Canopy (version 1.0.0)

Accessing Intra-Tumor Heterogeneity and Tracking Longitudinal and Spatial Clonal Evolutionary History by Next-Generation Sequencing

Description

A statistical framework and computational procedure for identifying the sub-populations within a tumor, determining the mutation profiles of each subpopulation, and inferring the tumor's phylogenetic history. The input are variant allele frequencies (VAFs) of somatic single nucleotide alterations (SNAs) along with allele-specific coverage ratios between the tumor and matched normal sample for somatic copy number alterations (CNAs). These quantities can be directly taken from the output of existing software. Canopy provides a general mathematical framework for pooling data across samples and sites to infer the underlying parameters. For SNAs that fall within CNA regions, Canopy infers their temporal ordering and resolves their phase. When there are multiple evolutionary configurations consistent with the data, Canopy outputs all configurations along with their confidence assessment.

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Version

Install

install.packages('Canopy')

Monthly Downloads

152

Version

1.0.0

License

GPL-2

Maintainer

Yuchao Jiang

Last Published

October 29th, 2015

Functions in Canopy (1.0.0)

getclonalcomposition

To get clonal composition
canopy.BIC

To get BIC as a model selection criterion
getCMCm

To get major and minor copy per clone
toy

Toy dataset for Canopy
MDA231

Dataset for project MDA231
canopy.sample

MCMC sampling in tree space
sampP

To sample clonal frequency
sortcna

To sort identified overlapping CNAs.
getVAF

To get variant allele frequency (VAF)
getlikelihood

To get likelihood of the tree
sampcna

To sample CNA positions
sampsna

To sample SNA positions
initialsna

To initialize positions of SNAs
initialcnacopy

To initialize major and minor copies of CNAs
initialcna

To initialize positions of CNAs
getZ

To get SNA genotyping matrix $Z$
canopy.post

Posterior evaluation of MCMC sampled trees
addsamptree

To determine whether the sampled tree will be accepted
getCZ

To get CNA genotyping matrix CZ
canopy.output

To generate a posterior tree
sampcnacopy

To sample major and minor copies of CNAs
MDA231_sampchain

List of pre-sampled trees
canopy.plottree

To plot tree inferred by Canopy
initialP

To initialize clonal frequency matrix
getQ

To get SNA-CNA genotyping matrix
plotpostlikelihood

To plot posterior likelihood
MDA231_tree

Most likely tree from project MDA231