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TRONCO

TRONCO, an R package for TRanslational ONCOlogy

Bioconductor version: 3.24 · Package version: 2.45.0

The TRONCO (TRanslational ONCOlogy) R package collects algorithms to infer progression models via the approach of Suppes-Bayes Causal Network, both from an ensemble of tumors (cross-sectional samples) and within an individual patient (multi-region or single-cell samples). The package provides parallel implementation of algorithms that process binary matrices where each row represents a tumor sample and each column a single-nucleotide or a structural variant driving the progression; a 0/1 value models the absence/presence of that alteration in the sample. The tool can import data from plain, MAF or GISTIC format files, and can fetch it from the cBioPortal for cancer genomics. Functions for data manipulation and visualization are provided, as well as functions to import/export such data to other bioinformatics tools for, e.g, clustering or detection of mutually exclusive alterations. Inferred models can be visualized and tested for their confidence via bootstrap and cross-validation. TRONCO is used for the implementation of the Pipeline for Cancer Inference (PICNIC).

Installation

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

BiocManager::install("TRONCO")

Details

MaintainerLuca De Sano <luca.desano@gmail.com>
AuthorMarco Antoniotti [ctb], Giulio Caravagna [aut], Luca De Sano [cre, aut] (ORCID: <https://orcid.org/0000-0002-9618-3774>), Alex Graudenzi [aut], Giancarlo Mauri [ctb], Bud Mishra [ctb], Daniele Ramazzotti [aut] (ORCID: <https://orcid.org/0000-0002-6087-2666>)
LicenseGPL-3
URLhttps://sites.google.com/site/troncopackage/
Bug Reportshttps://github.com/BIMIB-DISCo/TRONCO
Downloads rank659
Source branchdevel
biocViewsBayesian, BiomedicalInformatics, Clustering, DataImport, GraphAndNetwork, ImmunoOncology, Network, NetworkInference, SingleCell, Software, SomaticMutation

Documentation

Download

Follow the installation instructions to use this package in your R session.

Source packageTRONCO_2.45.0.tar.gz
Windows binary (x86_64)TRONCO_2.45.0.zip
macOS binary (arm64)TRONCO_2.45.0.tgz
macOS binary (x86_64)TRONCO_2.45.0.tgz
Dependencies

Depends: R (>= 4.1.0)

Imports: bnlearn, Rgraphviz, gtools, parallel, foreach, doParallel, iterators, RColorBrewer, circlize, igraph, grid, gridExtra, xtable, gtable, scales, R.matlab, grDevices, graphics, stats, utils, methods

Suggests: BiocGenerics, BiocStyle, testthat, knitr, rWikiPathways, magick