Wgcna For Multiple Experiments
I have performed WGCNA analysis on a single experiment corresponding to one GSE id in NCBI GEO. There are more such experiments for similar conditions corresponding to different GSE ids in GEO. I would like to include all those experiments and perform WGCNA analysis. How should I go about it ? (the experiments could be of different platforms).
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it is not a good idea to integrate micro-array data of different platforms for 2 reasons:
- data heterogeneity is a big problem for this kind of data.
- usually different platforms have different probe designs and may cover different aspects of transcriptome,trying to get the intersect part will lose lots of probes
U can do WGCNA separately on these data and try to find if there are any coincidence among the high level results(such as pathway functional enrichment).
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