[BioC] Doubt/Help - Microarray in R 2.12.2
Vinicius Ribeiro
viniciusbuccelli at yahoo.com.br
Tue Apr 10 17:14:00 CEST 2012
Hello,
My name is Vinicius Ribeiro and I’m a PhD student in University of São Paulo (Brazil). I would like to solve a doubt regarding my microarray experiment that I carried out. I used a comparison between wild type and mutant Listeria monocytogenes (bacteria) in stress conditions.
Below you can find the sum of the commands that I used in my analysis. I had some warning messages and in the end of the processes I can not see p adj value <0.05 even with a lot of green and red spots in my slides (cy3 and cy5). I perfomed a similar experiment but using slides with 4 replicates of each probe and got excelent results but now using this slide (2 reps) I can not analyse properly.
R commands
> library(limma)
> library(statmod)
> targets.J1andC6<-readTargets("Targets_VR_2012.txt")
> raw.J1andC6<-read.maimages(targets.J1andC6, source="genepix", wt.fun=wtflags(0))
Read Slide 75_913_0700.gpr
Read Slide 76_913_0700.gpr
Read Slide 83_835_0656.gpr
> sorted.raw.J1andC6<-raw.J1andC6[order(raw.J1andC6$genes[,"Name"]),]
> norm.J1andC6<-normalizeWithinArrays(sorted.raw.J1andC6, method="printtiploess",bc.method="none")
> plotMA3by2(norm.J1andC6)
> design=c(-1,-1,1)
> corfit<-duplicateCorrelation(norm.J1andC6,design,ndup=2,spacing=1)
> corfit$consensus
[1] 0.7557859
> fit=lmFit(norm.J1andC6,design,ndup=2,correlation=corfit$consensus)
> fit2<-eBayes(fit)
Warning Message:
Zero sample variances detected, have been offset
> topTable(fit2,number=100,adjust="BH")
Block Row Column ID Name logFC AveExpr t
1210 8 15 5 LM00001775 lmo2097 1.0534570 12.33612 4.180630
1161 4 15 3 LM00002616 lmo1999 1.2559634 11.25120 4.019180
378 4 4 13 LM00002219 lmo0433 1.9634563 12.87347 3.340647
Continue...
P.Value adj.P.Val B
1210 0.0008789322 1 -4.286804
1161 0.0016090372 1 -4.328428
378 0.0047104593 1 -4.359437
Continue...
> write.fit(fit2,file="J1andC6fit.txt",adjust="BH")
I don´t know if this helps but attached you can find my raw data. I used GenePix to scan.
Could anyone help me please. Is there other analysis that I can try?
Thank you so much.
Vinicius
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