vsn
Bioc currentVariance stabilization and calibration for microarray data
Release Lineage
Entered 1.4 · May 17, 2004
Current · Requires R 4.6
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.
Code
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Topics
Depended on by (50)
Bioconductor (48)
People
- Wolfgang Huber author maintainer
- Federal Ministry of Research, Technology and Space of Germany, DHGP fnd
- Robert Gentleman contributor
- Hans-Ulrich Klein contributor
- Dennis Kostka contributor
- David Kreil contributor
- Deepayan Sarkar contributor
- Gordon Smyth contributor
- Anja von Heydebreck author