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SparseSignatures

This is thereleased version of SparseSignatures; for the devel version, seeSparseSignatures.

SparseSignatures

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DOI: 10.18129/B9.bioc.SparseSignatures


Bioconductor version: Release (3.22)

Point mutations occurring in a genome can be divided into 96 categories based on the base being mutated, the base it is mutated into and its two flanking bases. Therefore, for any patient, it is possible to represent all the point mutations occurring in that patient's tumor as a vector of length 96, where each element represents the count of mutations for a given category in the patient. A mutational signature represents the pattern of mutations produced by a mutagen or mutagenic process inside the cell. Each signature can also be represented by a vector of length 96, where each element represents the probability that this particular mutagenic process generates a mutation of the 96 above mentioned categories. In this R package, we provide a set of functions to extract and visualize the mutational signatures that best explain the mutation counts of a large number of patients.

Author: Daniele Ramazzotti [aut]ORCID iD ORCID: 0000-0002-6087-2666, Avantika Lal [aut], Keli Liu [ctb], Luca De Sano [cre, aut]ORCID iD ORCID: 0000-0002-9618-3774, Robert Tibshirani [ctb], Arend Sidow [aut]

Maintainer: Luca De Sano <luca.desano at gmail.com>

Citation (from within R, entercitation("SparseSignatures")):

Installation

To install this package, start R (version "4.5") and enter:

if (!require("BiocManager", quietly = TRUE))    install.packages("BiocManager")BiocManager::install("SparseSignatures")

For older versions of R, please refer to the appropriateBioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("SparseSignatures")
v1_introduction.htmlHTML
v2_using_the_package.htmlHTMLR Script
Reference ManualPDF
NEWSText
LICENSEText

Need some help? Ask on the Bioconductor Support site!

Details

biocViewsBiomedicalInformatics,Software,SomaticMutation
Version2.20.0
In Bioconductor sinceBioC 3.7 (R-3.5) (7.5 years)
LicensefileLICENSE
DependsR (>= 4.1.0),NMF
Importsnnlasso,nnls, parallel,data.table,Biostrings,GenomicRanges,IRanges,BSgenome,GenomeInfoDb,ggplot2,gridExtra,reshape2,RhpcBLASctl
System Requirements
URLhttps://github.com/danro9685/SparseSignatures
Bug Reportshttps://github.com/danro9685/SparseSignatures
See More
SuggestsBiocGenerics,BSgenome.Hsapiens.1000genomes.hs37d5,BiocStyle,testthat,knitr
Linking To
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build ReportBuild Report

Package Archives

FollowInstallation instructions to use this package in your R session.

Source PackageSparseSignatures_2.20.0.tar.gz
Windows Binary (x86_64) SparseSignatures_2.20.0.zip
macOS Binary (x86_64)SparseSignatures_2.20.0.tgz
macOS Binary (arm64)SparseSignatures_2.20.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/SparseSignatures
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/SparseSignatures
Bioc Package Browserhttps://code.bioconductor.org/browse/SparseSignatures/
Package Short Urlhttps://bioconductor.org/packages/SparseSignatures/
Package Downloads ReportDownload Stats

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