[BioC] Pre-filtering and the gene universe of gene set tests in microarray analysis
matthew.arno at kcl.ac.uk
Wed Jun 15 10:29:50 CEST 2011
Does that mean that there may be valid and invalid reasons for excluding or filtering out genes prior to a statistical filtering (e.g. t-test). Some examples are low expression values throughout dataset, and low variation across dataset (i.e. likely to be 'housekeeping-type' genes). I would say its fine to exclude these if you are fully aware of the risks and you're just looking for a few genes for an informal study. Whether this is acceptable as publication standard data is a separate question, and I don't know the answer. What do the MIAME chaps say about this? Are there any guidelines there?
Matthew Arno, Ph.D.
Genomics Centre Manager
King's College London
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>From: bioconductor-bounces at r-project.org [mailto:bioconductor-bounces at r-
>project.org] On Behalf Of François Lefebvre
>Sent: 14 June 2011 20:59
>To: bioconductor at r-project.org
>Subject: [BioC] Pre-filtering and the gene universe of gene set tests in
>This question regards how various gene set testing methods deal with
>pre-filtered (non-specifically) data sets.
>Don't genes in a gene set that did not pass a filter constitute
>important evidence "against" that gene set? Not taking them into account
>when calculating whatever gene set summary statistic seems wrong (e.g.
>as recommended in chapters 13 & 14 of "Bioconductor Case Studies", if I
>read correctly). To put it differently, excluding a gene in the summary
>statistic calculation "because it is likely not to be interesting" seems
>different than excluding it because it was not on the chip in the first
> [[alternative HTML version deleted]]
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