Lumi: filtering and batch effects (combat)
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@simone-de-jong-2612
Last seen 9.6 years ago
Dear List, Since your responses helped me many times before, I'm posting two more questions about Lumi: * Can I filter genes that are below a certain detection pvalue out of my file to speed up following analyses? How can I do that, at what stage and what should be the threshold? * I'm suspecting a batch effect in my data. I can work with ComBat, but I've no idea how to get the adjusted values back into Lumi (a lumibatch) to go on with transformation and normalization procedures. Any ideas? Thanks, Simone ___________________ Simone de Jong, Msc. PhD student The Netherlands
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Pan Du ★ 1.2k
@pan-du-2010
Last seen 9.6 years ago
Hi Simone, You can find your answers from the lumi vignette (latest version is 1.5.17). For your first question, you can use detectionCall function to select the threshold of deteciton p-value cut-off (0.01 by default). For example: presentCount <- detectionCall(example.lumi, Th=0.01) selDataMatrix <- dataMatrix[presentCount > 0,] See the use case in the vignette for more details. For the inverse transformation of VST, there is a function inverseVST. Now it only works for the RSN or SSN normalization algorithms. Please see the vignette for more details. As for batch effects, it is always a problem for microarray analysis. That's why we strongly suggest doing the experiment in the same batch. Different normalization methods or modeling can help to reduce the batch effects somehow. But they are always based on some assumptions. These assumptions may not work for some cases. Pan On 2/26/08 5:00 AM, "bioconductor-request at stat.math.ethz.ch" <bioconductor-request at="" stat.math.ethz.ch=""> wrote: > Message: 8 > Date: Tue, 26 Feb 2008 00:26:22 +0100 > From: "Simone de Jong" <s.dejong-6 at="" umcutrecht.nl=""> > Subject: [BioC] Lumi: filtering and batch effects (combat) > To: <bioconductor at="" stat.math.ethz.ch=""> > Message-ID: <002a01c87805$d64fc220$56a32f0a at cog063> > Content-Type: text/plain; charset="us-ascii" > > Dear List, > > Since your responses helped me many times before, I'm posting two more > questions about Lumi: > > * Can I filter genes that are below a certain detection pvalue out of my > file to speed up following analyses? How can I do that, at what stage and > what should be the threshold? > > * I'm suspecting a batch effect in my data. I can work with ComBat, but I've > no idea how to get the adjusted values back into Lumi (a lumibatch) to go on > with transformation and normalization procedures. Any ideas? > > Thanks, > Simone > > > ___________________ > Simone de Jong, Msc. > PhD student > The Netherlands
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