Entering edit mode
Matt Ritchie
▴
460
@matt-ritchie-2048
Last seen 10.2 years ago
Dear Ina,
It is my understanding that the intensities stored in the txt files
have
undergone 'local' background correction. This is a standard part of
Illumina's image processing (i.e. not optional if you are going to use
the
intensities stored in the txt files by specifying useImages=FALSE).
This should not be confused with the 'global' background correction
step
carried out in BeadStudio which makes use of the negative control
probes.
This occurs after the data has been summarised and is optional.
We have found that the Illumina's default image processing steps
(which
includes local background correction) perform pretty well on spike-in
data
(see Dunning et al, BMC Bioinformatics 2008, 9:85
http://www.ncbi.nlm.nih.gov/pubmed/18254947), so I'd expect that the
analysis you propose (with useImages=FALSE, and
backgroundMethod="normexp")
should give good results.
In principle, running your analysis with useImages=FALSE,
backgroundMethod="normexp" should get you to the same place as if you
used
useImages=TRUE and backgroundMethod="normexp". Note that the values
stored
in the txt files are subject to rounding, so in practice the
intensities
will be off by a little bit.
I hope this clarifies things for you. Best wishes,
Matt
> Matt,
> when I work with the Grn values from the .txt files (i.e. I read
the data
> into beadarray with useImages=FALSE), everything looks good. Only
when I read
> from the .tif files (useImages=TRUE), then I have a problem. What I
am unclear
> about it whether the Grn values in the .txt files are foreground
intensities
> or already background corrected. I posed this question to our
Illumina
> representative but his answer is not clear to me (see below).
> "The value "Grn" is in fact the foreground signal intensity of that
> particular bead. There has not been a global background subtraction
> applied at this step. There is a local pixel level correction that
is
> done to generate this bead level intensity value, but this image
> pre-processing cannot be avoided."
>
> So I am wondering whether I can simply work with the Grn values from
the .txt
> files and still perform background subtraction, using
useImages=FALSE and
> backgroundMethod=normexp? I.e., should this produce the same result
as setting
> useImages=TRUE and backgroundMethod=normexp?
>
> Thanks, Ina