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Bioconductor - vsn (development version)

vsn

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

Variance stabilization and calibration for microarray data

Bioconductor version: Development (3.22)

The package implements a method for normalising microarray intensities from single- and multiple-color arrays. It can also be used for data from other technologies, as long as they have similar format. The method uses a robust variant of the maximum-likelihood estimator for an additive-multiplicative error model and affine calibration. The model incorporates data calibration step (a.k.a. normalization), a model for the dependence of the variance on the mean intensity and a variance stabilizing data transformation. Differences between transformed intensities are analogous to "normalized log-ratios". However, in contrast to the latter, their variance is independent of the mean, and they are usually more sensitive and specific in detecting differential transcription.

Author: Wolfgang Huber, with contributions from Anja von Heydebreck. Many comments and suggestions by users are acknowledged, among them Dennis Kostka, David Kreil, Hans-Ulrich Klein, Robert Gentleman, Deepayan Sarkar and Gordon Smyth

Maintainer: Wolfgang Huber <wolfgang.huber at embl.org>

Citation (from within R, enter citation("vsn")): Installation

To install this package, start R (version "4.5") and enter:


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

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("vsn")

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("vsn")
Introduction to vsn (HTML version) HTML R Script Likelihood Calculations for vsn PDF R Script Verifying and assessing the performance with simulated data PDF Reference Manual PDF NEWS Text Details See More Suggests affydata, hgu95av2cdf, BiocStyle, knitr, rmarkdown, dplyr, testthat Linking To Enhances Depends On Me webbioc, rnaseqGene Imports Me arrayQualityMetrics, autonomics, bnem, DEP, Doscheda, MatrixQCvis, metaseqR2, MSnbase, NormalyzerDE, PRONE, pvca, tilingArray, ExpressionNormalizationWorkflow, lfproQC Suggests Me adSplit, beadarray, DAPAR, DESeq2, ggbio, GlobalAncova, globaltest, limma, lumi, MsCoreUtils, PAA, QFeatures, qmtools, ribosomeProfilingQC, scp, twilight, estrogen, wrMisc Links To Me Build Report Build Report Package Archives

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


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