[BioC] Question about design in limma
Gordon K Smyth
smyth at wehi.EDU.AU
Tue Jan 18 01:15:18 CET 2011
Hi January,
To compare KO to WT, you need to do a separate channel anlaysis, using
intraspotCorrelation() and lmscFit(). This will allow you to make any
comparison you like, as if you had 40 single-channel arrays, but taking
into account the two-colour structure. See the section on this in the
limma User's Guide.
Best wishes
Gordon
> Date: Mon, 17 Jan 2011 01:50:35 +0100
> From: January Weiner <january.weiner at mpiib-berlin.mpg.de>
> To: BioC <bioconductor at stat.math.ethz.ch>
> Subject: [BioC] Question about design in limma
> Content-Type: text/plain; charset=ISO-8859-1
>
> Hello,
>
> I've been presented with the following design:
>
> Tissue strain Cy5 Cy3
> 1 tis1 KO d0 d01
> 2 tis1 KO d01 d0
> 3 tis1 KO d0 d03
> 4 tis1 WT d03 d0
> 5 tis1 WT d0 d01
> 6 tis1 KO d03 d0
> 7 tis1 WT d01 d0
> 8 tis1 WT d0 d03
> 9 tis2 KO d0 d01
> 10 tis2 KO d01 d0
> 11 tis2 KO d0 d02
> 12 tis2 KO d02 d0
> 13 tis2 WT d0 d01
> 14 tis2 WT d01 d0
> 15 tis2 WT d0 d02
> 16 tis2 WT d02 d0
> 17 tis3 WT d0 d03
> 18 tis3 WT d03 d0
> 19 tis3 KO d03 d0
> 20 tis3 KO d0 d03
>
> In summary: there are three different tissues. There are two strains
> and four measurement points for the experiment (d0, d1, d2, d3), with
> d0 as reference. The two-channel arrays have been loaded with RNA
> samples such that the "day 0" from the respective tissue is the
> reference. There is a dye swap present.
>
> I am looking for differences in the strains -- which genes are
> regulated in a different manner between WT and KO. How should I do it
> best? obviously, simply comparing WT with KO is *not* the way to go,
> since change in d04 (as compared with d0) can be very different from
> response in d02, and also response is very variable between tissues.
> However, I am looking for genes that are, for example, differentially
> expressed in the KO, but not changing in the WT.
>
> One way of solving that would be splitting the data sets, fitting the
> model separately to the subsets, creating lists for subsets (e.g. list
> of genes diff. expressed in KO, list of DE genes in WT) and comparing
> the subsets. It works, but I don't like it.
>
> Best regards,
>
> j.
>
> --
> -------- Dr. January Weiner 3 --------------------------------------
> Max Planck Institute for Infection Biology
> Charit?platz 1
> D-10117 Berlin, Germany
> Web?? : www.mpiib-berlin.mpg.de
> Tel? ?? : +49-30-28460514
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