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Baker, Stephen
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Bioconductor Digest, Vol 11, Issue 12I would think that ANY
significant differential expression by ANOVA is evidence of presence.
Also if using MAS5 or LiWong PM-MM, any significant effect including
intercept would be evidence of presence but I don't think the same can
be said of RMA or PM only estimates.
-.- -.. .---- .--. ..-.
Stephen P. Baker, MScPH , PhD(ABD) (508) 856-2625
Senior Biostatistician
(775) 254-4885 fax
Information Services Bioinformatics Unit
Lecturer in Biostatistics , Graduate School of Biomedical Sciences
University of Massachusetts Medical School
55 Lake Avenue North
stephen.baker@umassmed.edu
Worcester, MA 01655 USA
Message: 2
Date: Fri, 09 Jan 2004 17:00:07 -0500
From: Naomi Altman <naomi@stat.psu.edu>
Subject: Re: [BioC] P calls (VSN and RMA)
To: w.huber@dkfz-heidelberg.de, Isaac Neuhaus <isaac.neuhaus@bms.com>
Cc: rafa@jhu.edu, Petra B Ross-MacDonald
<petra.rossmacdonald@bms.com>, robert.nadon@mcgill.ca,
bioconductor@stat.math.ethz.ch
Message-ID: <6.0.0.22.2.20040109165122.01dbfcc8@stat.psu.edu>
Content-Type: text/plain; charset="us-ascii"; format=flowed
I have also been working on this problem.
I compared the Affy "present" calls, and calls based on various levels
of
normalized expression. Needless to say, these do not match well.
In our study, it is known that some genes do express at very low
levels in
one of our conditions, and do not express under the other
conditions. These genes were declared "not present" in all conditions
both
by Affy and by our (admittedly arbitrary) cut point (which was 50).
I did a gene-by-gene ANOVA (which included all genes, even if
"absent"). Interestingly enough, a few of these genes had a
statistically
significant ANOVA F-test and a look at the expression values confirmed
that
this was due to much higher expression values (2-fold or more) in the
known condition. This seemed to me to indicate that perhaps we ought
to
consider lowering the cut point. However, if we do this, we also
include a
lot more genes that appear (by RT-PCR) to really be absent.
So, now I wonder if I can use the ANOVA to provide information about
when a
gene is present. I appreciate this discussion, because it is an
important
issue for the group of biologists I work with.
--Naomi
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