DOTSeq
Genome-wide Detection of Differential ORF Usage
Bioconductor version: 3.23 · Package version: 1.0.0
Differential open reading frame (ORF) translation analysis framework for ribosome profiling (Ribo-seq) with matched RNA-seq. Implements (i) Differential ORF Usage (DOU), a beta-binomial generalized linear model that models the expected proportion of Ribo-seq versus RNA-seq reads mapping to each ORF within a gene, and (ii) ORF-level Differential Translation Efficiency (DTE), a negative binomial GLM that capture changes in translation efficiency of individual ORFs across experimental conditions. Supports ORF-level read summarization for bulk and single-cell Ribo-seq.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("DOTSeq") Details
| Maintainer | Chun Shen Lim <lim.bioinfo@gmail.com> |
| Author | Chun Shen Lim [aut, cre] (ORCID: <https://orcid.org/0000-0001-7015-0125>), Gabrielle Chieng [aut, ctb] (ORCID: <https://orcid.org/0009-0008-8710-9979>), Marsden [fnd] |
| License | MIT + file LICENSE |
| URL | https://github.com/compgenom/DOTSeq |
| Bug Reports | https://github.com/compgenom/DOTSeq/issues |
| Downloads rank | 72 |
| Source branch | RELEASE_3_23 |
| biocViews | Bayesian, DifferentialExpression, GeneExpression, GeneRegulation, Genetics, MultipleComparison, RNASeq, Regression, RiboSeq, Sequencing, SingleCell, Software |
Documentation
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Dependencies
Imports: ashr, boot, data.table, emmeans, glmmTMB, Matrix, methods, Rcpp, stats, utils, graphics, grDevices, pbapply, AnnotationDbi, BiocGenerics, BiocParallel, Biostrings, BSgenome, txdbmaker, DESeq2, GenomicAlignments, GenomicFeatures, GenomeInfoDb, GenomeInfoDbData, GenomicRanges, IRanges, rtracklayer, Rsamtools, S4Vectors, SummarizedExperiment
LinkingTo: Rcpp
Suggests: BSgenome.Hsapiens.UCSC.hg38, TxDb.Hsapiens.UCSC.hg38.knownGene, TxDb.Dmelanogaster.UCSC.dm3.ensGene, org.Hs.eg.db, curl, pasillaBamSubset, BiocStyle, biomaRt, DHARMa, eulerr, ggplot2, ggsignif, knitr, rmarkdown, testthat, withr, magick