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bakR: Analyze and Compare Nucleotide Recoding RNA Sequencing Datasets

Several implementations of a novel Bayesian hierarchical statistical model of nucleotide recoding RNA-seq experiments (NR-seq; TimeLapse-seq, SLAM-seq, TUC-seq, etc.) for analyzing and comparing NR-seq datasets (see 'Vock and Simon' (2023) <doi:10.1261/rna.079451.122>). NR-seq is a powerful extension of RNA-seq that provides information about the kinetics of RNA metabolism (e.g., RNA degradation rate constants), which is notably lacking in standard RNA-seq data. The statistical model makes maximal use of these high-throughput datasets by sharing information across transcripts to significantly improve uncertainty quantification and increase statistical power. 'bakR' includes a maximally efficient implementation of this model for conservative initial investigations of datasets. 'bakR' also provides more highly powered implementations using the probabilistic programming language 'Stan' to sample from the full posterior distribution. 'bakR' performs multiple-test adjusted statistical inference with the output of these model implementations to help biologists separate signal from background. Methods to automatically visualize key results and detect batch effects are also provided.

Version: 1.0.1
Depends: R (≥ 3.5.0)
Imports: purrr, methods, Rcpp (≥ 0.12.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.26.0), rstantools (≥ 2.1.1), dplyr, tidyr, stats, magrittr, Hmisc, ggplot2, data.table
LinkingTo: BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.26.0), StanHeaders (≥ 2.26.0)
Suggests: rmarkdown, knitr, DESeq2, pheatmap, Ckmeans.1d.dp, corrplot
Published: 2024-01-13
DOI: 10.32614/CRAN.package.bakR
Author: Isaac Vock ORCID iD [aut, cre]
Maintainer: Isaac Vock <isaac.vock at gmail.com>
BugReports: https://github.com/simonlabcode/bakR/issues/
License: MIT + file LICENSE
URL: https://simonlabcode.github.io/bakR/
NeedsCompilation: yes
SystemRequirements: GNU make C++17
Materials: README NEWS
CRAN checks: bakR results

Documentation:

Reference manual: bakR.pdf
Vignettes: Differential-Synth
Dropout
Getting-Started
NSS
Troubleshooting
bakR-Fn
bakR-Quickstart

Downloads:

Package source: bakR_1.0.1.tar.gz
Windows binaries: r-devel: bakR_1.0.1.zip, r-release: bakR_1.0.1.zip, r-oldrel: bakR_1.0.1.zip
macOS binaries: r-release (arm64): bakR_1.0.1.tgz, r-oldrel (arm64): bakR_1.0.1.tgz, r-release (x86_64): bakR_1.0.1.tgz, r-oldrel (x86_64): bakR_1.0.1.tgz
Old sources: bakR archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=bakR to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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