DESeq2 - Differential gene expression analysis based on the negative binomial distribution

Estimate variance-mean dependence in count data from high-throughput sequencing assays and test for differential expression based on a model using the negative binomial distribution.

Last updated 8 days ago

sequencingrnaseqchipseqgeneexpressiontranscriptionnormalizationdifferentialexpressionbayesianregressionprincipalcomponentclusteringimmunooncology

16.02 score 360 stars 118 packages 16k scripts 36k downloads

tximport - Import and summarize transcript-level estimates for transcript- and gene-level analysis

Imports transcript-level abundance, estimated counts and transcript lengths, and summarizes into matrices for use with downstream gene-level analysis packages. Average transcript length, weighted by sample-specific transcript abundance estimates, is provided as a matrix which can be used as an offset for different expression of gene-level counts.

Last updated 24 days ago

dataimportpreprocessingrnaseqtranscriptomicstranscriptiongeneexpressionimmunooncologybioconductordeseq2

12.90 score 136 stars 11 packages 2.4k scripts 4.9k downloads

plyranges - A fluent interface for manipulating GenomicRanges

A dplyr-like interface for interacting with the common Bioconductor classes Ranges and GenomicRanges. By providing a grammatical and consistent way of manipulating these classes their accessiblity for new Bioconductor users is hopefully increased.

Last updated 24 days ago

infrastructuredatarepresentationworkflowstepcoveragebioconductordata-analysisdplyrgenomic-rangesgenomicstidy-data

12.57 score 140 stars 20 packages 1.9k scripts 1.8k downloads

tximeta - Transcript Quantification Import with Automatic Metadata

Transcript quantification import from Salmon and other quantifiers with automatic attachment of transcript ranges and release information, and other associated metadata. De novo transcriptomes can be linked to the appropriate sources with linkedTxomes and shared for computational reproducibility.

Last updated 24 days ago

annotationgenomeannotationdataimportpreprocessingrnaseqsinglecelltranscriptomicstranscriptiongeneexpressionfunctionalgenomicsreproducibleresearchreportwritingimmunooncology

10.66 score 67 stars 1 packages 450 scripts 2.0k downloads

fishpond - Fishpond: downstream methods and tools for expression data

Fishpond contains methods for differential transcript and gene expression analysis of RNA-seq data using inferential replicates for uncertainty of abundance quantification, as generated by Gibbs sampling or bootstrap sampling. Also the package contains a number of utilities for working with Salmon and Alevin quantification files.

Last updated 24 days ago

sequencingrnaseqgeneexpressiontranscriptionnormalizationregressionmultiplecomparisonbatcheffectvisualizationdifferentialexpressiondifferentialsplicingalternativesplicingsinglecellbioconductorgene-expressiongenomicssalmonscrnaseqstatisticstranscriptomics

8.23 score 27 stars 1 packages 151 scripts 595 downloads

nullranges - Generation of null ranges via bootstrapping or covariate matching

Modular package for generation of sets of ranges representing the null hypothesis. These can take the form of bootstrap samples of ranges (using the block bootstrap framework of Bickel et al 2010), or sets of control ranges that are matched across one or more covariates. nullranges is designed to be inter-operable with other packages for analysis of genomic overlap enrichment, including the plyranges Bioconductor package.

Last updated 24 days ago

visualizationgenesetenrichmentfunctionalgenomicsepigeneticsgeneregulationgenetargetgenomeannotationannotationgenomewideassociationhistonemodificationchipseqatacseqdnaseseqrnaseqhiddenmarkovmodelbioconductorbootstrapgenomicsmatchingstatistics

8.12 score 26 stars 1 packages 47 scripts 340 downloads

eds - eds: Low-level reader for Alevin EDS format

This packages provides a single function, readEDS. This is a low-level utility for reading in Alevin EDS format into R. This function is not designed for end-users but instead the package is predominantly for simplifying package dependency graph for other Bioconductor packages.

Last updated 24 days ago

sequencingrnaseqgeneexpressionsinglecell

4.76 score 1 packages 19 scripts 654 downloads