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transformGamPoi

This is the development version of transformGamPoi; for the stable release version, see transformGamPoi.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16, 3.15, 3.14

Variance Stabilizing Transformation for Gamma-Poisson Models


Bioconductor version: Development (3.24)

Variance-stabilizing transformations help with the analysis of heteroskedastic data (i.e., data where the variance is not constant, like count data). This package provide two types of variance stabilizing transformations: (1) methods based on the delta method (e.g., 'acosh', 'log(x+1)'), (2) model residual based (Pearson and randomized quantile residuals).

Author: Constantin Ahlmann-Eltze [aut, cre] ORCID iD ORCID: 0000-0002-3762-068X

Maintainer: Constantin Ahlmann-Eltze <artjom31415 at googlemail.com>

Citation (from within R, enter citation("transformGamPoi")):

Constantin Ahlmann-Eltze. transformGamPoi: Variance Stabilizing Transformation for Gamma-Poisson Models. doi:10.18129/B9.bioc.transformGamPoi, R package version 1.19.0, https://bioconductor.org/packages/transformGamPoi.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("transformGamPoi")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("transformGamPoi")
glmGamPoi Quickstart HTML R Script
Reference ManualPDF
NEWSText

Details

biocViews Normalization, Preprocessing, Regression, SingleCell, Software
Version1.19.0
In Bioconductor sinceBioC 3.14 (R-4.1) (5 years)
License GPL-3
Depends
Imports glmGamPoi, DelayedArray, Matrix, MatrixGenerics, SummarizedExperiment, HDF5Array, methods, utils, Rcpp
System Requirements
URLhttps://github.com/const-ae/transformGamPoi
Bug Reportshttps://github.com/const-ae/transformGamPoi/issues
See More
Suggests testthat, TENxPBMCData, scran, knitr, rmarkdown, BiocStyle
Linking To Rcpp
Enhances
Depends On Me
Imports Me
Suggests Me scTypeEval
Links To Me
Build Report Build Report, r-universe

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package transformGamPoi_1.19.0.tar.gz
Windows Binary (x86_64) transformGamPoi_1.19.0.zip
macOS Binary (big-sur-x86_64) transformGamPoi_1.19.0.tgz
macOS Binary (sonoma-arm64) transformGamPoi_1.19.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/transformGamPoi
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/transformGamPoi
Package Short Url https://bioconductor.org/packages/transformGamPoi/
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