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bioconductor-vsn

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Variance stabilization and calibration for microarray data

Installation

To install this package, run one of the following:

Conda
$conda install bioconda::bioconductor-vsn

Usage Tracking

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Description

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.

About

Summary

Variance stabilization and calibration for microarray data

Last Updated

Dec 16, 2024 at 23:40

License

Artistic-2.0

Total Downloads

95.5K

Supported Platforms

linux-64
macOS-64
linux-aarch64
macOS-arm64