BANDITS
BANDITS: Bayesian ANalysis of DIfferenTial Splicing
Bioconductor version: 3.23 · Package version: 1.28.0
BANDITS is a Bayesian hierarchical model for detecting differential splicing of genes and transcripts, via differential transcript usage (DTU), between two or more conditions. The method uses a Bayesian hierarchical framework, which allows for sample specific proportions in a Dirichlet-Multinomial model, and samples the allocation of fragments to the transcripts. Parameters are inferred via Markov chain Monte Carlo (MCMC) techniques and a DTU test is performed via a multivariate Wald test on the posterior densities for the average relative abundance of transcripts.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("BANDITS") Details
| Maintainer | Simone Tiberi <simone.tiberi@unibo.it> |
| Author | Simone Tiberi [aut, cre]. |
| License | GPL (>= 3) |
| URL | https://github.com/SimoneTiberi/BANDITS |
| Bug Reports | https://github.com/SimoneTiberi/BANDITS/issues |
| System Requirements | C++17 |
| Downloads rank | 309 |
| Source branch | RELEASE_3_23 |
| biocViews | AlternativeSplicing, Bayesian, DifferentialExpression, DifferentialSplicing, GeneExpression, Genetics, MultipleComparison, RNASeq, Sequencing, Software, StatisticalMethod, Transcription, Visualization |
Documentation
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Dependencies
Depends: R (>= 4.3.0)
Imports: Rcpp, doRNG, MASS, data.table, R.utils, doParallel, parallel, foreach, methods, stats, graphics, ggplot2, DRIMSeq, BiocParallel
LinkingTo: Rcpp, RcppArmadillo
Suggests: knitr, rmarkdown, testthat, tximport, BiocStyle, GenomicFeatures, Biostrings
Reverse dependencies
Imports Me (1): DifferentialRegulation