I am clustering some genes (around 11k) using WGCNA. However, I noticed that many of the probe ids have the same gene name/symbols. I am not sure how to deal with it. Will over representation of some genes will affect the clustering method ?..Any suggestion would be greatly appreciated
1 answer
I'm going to assume you have done proper pre-processing (background correction, normalisation and summarisation) using RMA or likewise.
For translating probe ids to genes you might want to use a custom CDF instead of the supplied one (http://brainarray.mbni.med.umich.edu/brainarray/Database/CustomCDF/cdfreadme.htm).
For a naive approach, you could just use the median values of the genes. Most people discourage this, though, since multiple expression levels for a gene may come from different isoforms.
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