[BioC] Error when applying ComBat in SCAN.UPC
jzma at unimelb.edu.au
Mon Jun 9 13:10:36 CEST 2014
Thanks for the suggestions. Apologies for my coding. As you can already tell, I have no expertise in this area of work. I have tried your suggestions and would like some advice.
This is what I did. Hopefully, my coding has improved abit since the last email.
> normData <- SCAN("*.CEL", convThreshold = 0.01, verbose = TRUE) ## expressionset
> edata <- exprs(normData)
> phenoData <- read.table("batchtargets1.txt", header = T) ## batch file
> batch = phenoData$batch
> mod = model.matrix(~1, data = data.frame(batch))
> combat_edata = ComBat(dat=edata, batch=batch, mod=mod, numCovs=NULL, par.prior=TRUE, prior.plots=TRUE)
Found 0 batches
Found 0 categorical covariate(s)
Standardizing Data across genes
Error in solve.default(t(design) %*% design) :
Lapack routine dgesv: system is exactly singular: U[1,1] = 0
I checked the forums for this error and found a reply: 'Capitalize the "b" in the "Batch" header, and let me know if this works. Alternatively, use the ComBat from the sva package of bioconductor. This will be less finicky.'
My Batch is capitalized and I used the sva package.
I tried to find out why it showed 0 batches when my >phenoData shows the following table of 48 datasets (24 from each batch).
1 b1.CEL 1
2 b2.CEL 1
3 b3.CEL 1
4 N1.CEL 1
5 N2.CEL 1
6 N3.CEL 1
7 c1.CEL 1
8 c2.CEL 1
9 c3.CEL 1
10 e1.CEL 1
11 e2.CEL 1
12 e3.CEL 1
13 d1.CEL 1
14 d2.CEL 1
15 d3.CEL 1
16 L1.CEL 2
17 L2.CEL 2
When I typed,
I am not sure why batch = phenoData$batch gave me a NULL. I feel I have done something wrong here, but can't identify the issue.
Joel Z Ma, PhD
Dept. of Microbiology and Immunology
The Peter Doherty Institute for Infection and Immunity
University of Melbourne
792 Elizabeth Street
Ph: +61 3 83440775
E-mail: jzma at unimelb.edu.au
From: Peter Langfelder [peter.langfelder at gmail.com]
Sent: Monday, June 09, 2014 6:55 AM
To: Joel Ma
Cc: W. Evan Johnson; bioconductor at r-project.org
Subject: Re: [BioC] Error when applying ComBat in SCAN.UPC
On Sun, Jun 8, 2014 at 10:24 AM, Joel Ma <jzma at unimelb.edu.au> wrote:
> Hi Peter
> Thanks for the reply.
> What if I used ComBat separate after SCAN.UPC? I have tried that but I couldn't get ComBat right.
> This is what I have typed in after going through forums on ComBat.
>> Sdata <- SCAN("*.CEL", convThreshold = 0.01, verbose = TRUE)
>> Bdata = ComBat(dat=Sdata, batch=batch, mod=batchtargets.txt, numCovs = 3, par.prior = TRUE, prior.plots = FALSE)
> Error in cbind(mod, batch) : object 'batchtargets.txt' not found
>> Bdata = ComBat(dat=Sdata, batch=batchtargets.txt, numCovs = 3, par.prior = TRUE, prior.plots = FALSE)
> Error in cbind(mod, batch) : argument "mod" is missing, with no default
>> Bdata <- ComBat(Sdata, sample$Batch, c(1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1))
> Error in sample$Batch : object of type 'closure' is not subsettable
Don't take this the wrong way, but your code simply doesn't make
sense, so much so that I don't even know what is it you are trying to
achieve, so I cannot suggest corrections.
Here are a few suggestions:
1. Read the help file for SCAN (type help("SCAN") in R). It returns an
object of type ExpressionSet; to get the actual expression data from
it, use the function (method) 'exprs' on it. Call the resulting object
2. The object 'normData' can be fed to ComBat; read the help file and
maybe try to find some examples of use for ComBat.
3. For ComBat, you need the batch variable (call it, for example,
'batch'); this is a vector with one element for each sample and you
can code the batches say 1 and 2. Make sure the order of the vector
'batch' corresponds to the order of the samples in 'normData'.
4. You also need a model matrix that specifies covariates you want
ComBat to take into account. If you have none, use the argument mod =
model.matrix(~1, data = data.frame(batch)).
5. Run ComBat and see if you get any errors; if you do, copy and paste
the relevant part of the error into your favorite search engine and
read the suggestions on how to solve it.
6. If you still can't get it to work, email the list again.
Hope this helps,
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