LogFC in Limma
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Entering edit mode
Dawn ▴ 10
@dawn-4206
Last seen 7.6 years ago

Hi,

I'm using Limma for DE of microarray data. But logFC values in the topTable are not correct, and actually I got the minus values of the two conditions C1 and C2: mean(C1)-mean(C2).

>head(dat_mean)

                    mock_EGF_mean1 mock_EGF_mean2 mock_no_mean1 mock_no_mean2
p63(Phospho-Ser455)          10720          12198          8806          6693
p53(Phospho-Thr81)           24904          26344         24109         23845
p53(Phospho-Thr18)           24353          25907         10325         13047

                    WT_EGF_mean1 WT_EGF_mean2 WT_no_mean1 WT_no_mean2
p63(Phospho-Ser455)        11679        11527        4240        4485
p53(Phospho-Thr81)         23098        24763       22169       25038
p53(Phospho-Thr18)         19030        22638       14085       13643

>design <- cbind(mock.EGF=c(1,1,0,0,0,0,0,0),mock.no=c(0,0,1,1,0,0,0,0),
                WT.EGF=c(0,0,0,0,1,1,0,0),WT.no=c(0,0,0,0,0,0,1,1))

>fit <- lmFit(dat_mean, design)
>cont.matrix <- makeContrasts(mock_LigvsNo=mock.EGF-mock.no,WT_LigvsNo=WT.EGF-WT.no,Lig_MockvsWT=mock.EGF-WT.EGF, No_MockvsWT=mock.no-WT.no,levels=design)
>fit2 <- contrasts.fit(fit, cont.matrix)
>fit2 <- eBayes(fit2)

>results <- decideTests(fit2)

>AA1<-topTable(fit2,coef=1,number=30,adjust="BH")
>AA2 <- topTable(fit2,coef=2,number=30,adjust="BH")
>AA3 <- topTable(fit2,coef=3,number=30,adjust="BH")
>AA4 <- topTable(fit2,coef=4,number=30,adjust="BH")

Any comments/suggestions are highly acknowledged!

Dawn

 

 

microarray limma • 919 views
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Entering edit mode

While you're addressing Ryan's comment, also note that it looks like you are sending raw microarray data into limma.

You are going to want to normalize this data first. Minimally, you should take note that limma expects that the expression values be in log2 space.

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Can you explain your problem in more detail and with examples?

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