Entering edit mode
Pan Du
★
1.2k
@pan-du-2010
Last seen 10.3 years ago
Hi Eva,
Using VST instead of log2 is for the purpose of variance
stabilization.
Basically the variance will be close to independent of amplitude after
VST
transformation. The VST will be very close to log2 in the middle or
high
expression range.
There is a function called "inverseVST", which inverse-tranforms the
data
into raw scale. So you can calculate the fold-change by dividing them.
However, you need to be careful for the high fold-change when one
expression
value is low.
Pan
On 9/3/08 5:00 AM, "bioconductor-request at stat.math.ethz.ch"
<bioconductor-request at="" stat.math.ethz.ch=""> wrote:
> Date: Tue, 2 Sep 2008 15:18:33 +0200
> From: " Mgr. Eva Budinsk? " <budinska at="" iba.muni.cz="">
> Subject: [BioC] How to interpret the vst transformation of illumina
> expression data?
> To: <bioconductor at="" stat.math.ethz.ch="">
> Message-ID: <200809021318.m82DIhZH018743 at minas.ics.muni.cz>
> Content-Type: text/plain
>
> Dear all,
>
>
>
> I am analyzing illumina data and I treat a "little" problem. If I
use vst
> transformation as proposed by Simon Lin and Pan Du for
normalization, I have
> a problem with interpretation of these values.
>
> I have 5 clinical groups, from which one is represents controls. If
I apply
> log2 transformation, I can simply subtract let's say median of
control group
> from all values and thus obtain a kind of ratio representing the
relative
> fold change in expression. If the biologists are interested in
"real", not
> logged expression, I can derive it using the 2^ function to the
logarithm of
> value of relative fold change (I know this is a bit tricky, but for
> informative purposes still usable).
>
> But when using vst, where arcsinh is used, this task is not so
simple,
> especially for relative fold change in comparison to control.
>
> How do you treat this problem?
>
>
>
> Thank you very much.
>
>
>
> Eva
>
>
>
> *********************************************
> Eva Budinsk?, M.Sc.
> Institute of Biostatistics and Analyses
> Faculty of Science and Faculty of Medicine
> Masaryk University
> Kamenice 126/3, 625 00, Brno, Czech Republic
> ----------------------------
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