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Paul ChristophSchröder
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70
@paul-christophschroder-1940
Last seen 10.4 years ago
Hi Dear BioC!
I have a question concerning batch effect using Limma. I searched
through the BioC archives but didn't find the answer to my question.
Suppose I have the folling three factors:
/f1<-as.factor(c(rep("WT",18),rep("KO",18)))
f2<-as.factor(c(rep("d15",3),rep("m1",3),rep("m3",6),rep("m5",3),rep("
m8",3),rep("d15",3),rep("m1",3),rep("m3",6),rep("m5",3),rep("m8",3)))
f3<-as.factor(c(rep("n",24),rep("f",6),rep("n",6)))
/
f1 is the type, f2 the stage in which the sample was collected and f3
the m3 KO samples that have a clear batch effect.
The idea is to try to modell this batch effect of the m3 KO mice.
Hence,
/design<-model.matrix(~0+f1+f2+f3)
design
/
Obtaining the following design:
f1KO f1WT f2m1 f2m3 f2m5 f2m8 f3n
1 0 1 0 0 0 0 1
2 0 1 0 0 0 0 1
3 0 1 0 0 0 0 1
4 0 1 1 0 0 0 1
5 0 1 1 0 0 0 1
6 0 1 1 0 0 0 1
7 0 1 0 1 0 0 1
8 0 1 0 1 0 0 1
9 0 1 0 1 0 0 1
10 0 1 0 1 0 0 1
11 0 1 0 1 0 0 1
12 0 1 0 1 0 0 1
13 0 1 0 0 1 0 1
14 0 1 0 0 1 0 1
15 0 1 0 0 1 0 1
16 0 1 0 0 0 1 1
17 0 1 0 0 0 1 1
18 0 1 0 0 0 1 1
19 1 0 0 0 0 0 1
20 1 0 0 0 0 0 1
21 1 0 0 0 0 0 1
22 1 0 1 0 0 0 1
23 1 0 1 0 0 0 1
24 1 0 1 0 0 0 1
25 1 0 0 1 0 0 0
26 1 0 0 1 0 0 0
27 1 0 0 1 0 0 0
28 1 0 0 1 0 0 0
29 1 0 0 1 0 0 0
30 1 0 0 1 0 0 0
31 1 0 0 0 1 0 1
32 1 0 0 0 1 0 1
33 1 0 0 0 1 0 1
34 1 0 0 0 0 1 1
35 1 0 0 0 0 1 1
36 1 0 0 0 0 1 1
As it could be notice, the d15 dissapeared, maybe due to lineal
dependency?
Now, my question is if I'm doing right with the following contrast:
/cont.matrix<-make.Contrasts(KO1mvsWT1m=f2m1+(f1KO-f1WT),
levels=design)
cont.matrix
/
Obtaining the following:
Levels KO1mvsWT1m
f1KO 1
f1WT -1
f2m1 1
f2m3 0
f2m5 0
f2m8 0
f3n 0
As I mentioned before, I would like to obtain the differences between
KO
and WT (in this case the m1 old mice) but subtracting the batch
effect
caused by the six m3 KO samples (as defined by factor f3).
1) Am I doing right formulating the contrast the way I described it in
/cont.matrix/?
2) How can I rescue de d15 information?
Thanks in advance!
Regards,
Paul
--
Paul C. Schröder
PhD-Student
Division of Proteomics, Genomics & Bioinformatics
Center for Applied Medicine (CIMA)
University of Navarra
Avda. Pio XII, 55
E-31008 Pamplona, Spain
Tel: +34 948 194700, ext 5032
email: pschrode@alumni.unav.es
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