How to explain lumi expression values
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@rainy-gorilla-5284
Last seen 5.3 years ago
Netherlands
Hi All, I need some clarification for the sake of explaining to my PI (even though I read the documentation on the lumi/limma/beadarray packages I'm still not completely clear as to how to explain this). I have my Illumina expression data and the range of the log2 transformed expression values fall between 7.81 to 15.8. He wants to know what is considered expressed and what is not expressed. Kind regards, Varshna [[alternative HTML version deleted]]
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@gordon-smyth
Last seen 39 minutes ago
WEHI, Melbourne, Australia
Hi Varshna, lumi doesn't help you decide what is expressed vs what is not. For that you need to make use of the Illumina negative control probes. The simplest method is to use the Detection p-values for each expression value that are provided by the Illumina BeadStudio software and/or to use the propexpr() function in the limma package. See Section 17.3.4 of the limma User's Guide for a case study of how to decide which Illumina probes are expressed. Another consideration is that lumi compresses the range of the normalized intensity values considerably, so that the smallest log2 value become as large as 7.8 even for probes that are not expressed. See Figure 1 of: http://nar.oxfordjournals.org/content/38/22/e204 for a careful discussion this. This paper recommends the neqc() function as providing the same sort of precision as the lumi method but without so much compression. Best wishes Gordon > Date: Fri, 2 May 2014 11:38:05 +0200 > From: Varshna Goelela <v.goelela at="" gmail.com=""> > To: bioconductor at r-project.org > Subject: [BioC] How to explain lumi expression values > > Hi All, > > I need some clarification for the sake of explaining to my PI (even though > I read the documentation on the lumi/limma/beadarray packages I'm still > not completely clear as to how to explain this). > > I have my Illumina expression data and the range of the log2 > transformed expression values fall between 7.81 to 15.8. He wants to know > what is considered expressed and what is not expressed. > > Kind regards, > Varshna ______________________________________________________________________ The information in this email is confidential and intend...{{dropped:4}}
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