Description Usage Arguments Details Value Author(s) See Also Examples
View source: R/preprocessIllumina.R
These functions implements preprocessing for Illumina methylation microarrays as used in Genome Studio, the standard software provided by Illumina.
1 2 3 4 | preprocessIllumina(rgSet, bg.correct = TRUE, normalize = c("controls", "no"),
reference = 1)
bgcorrect.illumina(rgSet)
normalize.illumina.control(rgSet, reference = 1)
|
rgSet |
An object of class |
bg.correct |
logical, should background correction be performed? |
normalize |
logical, should (control) normalization be performed? |
reference |
for control normalization, which array is the reference? |
We have reverse engineered the preprocessing methods from Genome Studio, based on the documentation.
The current implementation of control normalization is equal to what Genome Studio provides (this statement is based on comparing Genome Studio output to the output of this function), with the following caveat: this kind of normalization requires the selection of a reference array. It is unclear how Genome Studio selects the reference array, but we allow for the manual specification of this parameter.
The current implementation of background correction is roughly equal to Genome Studio. Based on examining the output of 24 arrays, we are able to exactly recreate 18 out of the 24. The remaining 6 arrays had a max discrepancy in the Red and/or Green channel of 1-4 (this is on the unlogged intensity scale, so 4 is very small).
A script for doing this comparison may be found in the scripts
directory (although it is of limited use without the data files).
preprocessIllumina
returns a MethylSet
, while
bgcorrect.illumina
and normalize.illumina.control
both
return a RGChannelSet
with corrected color channels.
Kasper Daniel Hansen khansen@jhsph.edu.
RGChannelSet
and MethylSet
as well as IlluminaMethylationManifest
for the
basic classes involved in these functions.
preprocessRaw
is another basic preprocessing function.
1 2 3 4 5 6 | if (require(minfiData)) {
dat <- preprocessIllumina(RGsetEx, bg.correct=FALSE, normalize="controls")
slot(name="preprocessMethod", dat)[1]
}
|
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