Normalizing Affymetrix Multispecies miRNA-1 and miRNA-2 array simultaneously
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arisarkar88 ▴ 40
@arisarkar88-11464
Last seen 17 months ago
Los Angeles

How can I normalize datasets from [miRNA-1] Affymetrix Multispecies miRNA-1 Array and [miRNA-2] Affymetrix Multispecies miRNA-2 Array simultaneously?

normalization mirna array • 1.5k views
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Are you working with a data that uses miRNA-1 Affymetrix Multispecies miRNA array? I downloaded a dataset that used this array, but they don´t have any information about it at the Affymetrix website. 

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@james-w-macdonald-5106
Last seen 2 days ago
United States

The short answer is that you can't. This is true of pretty much any microarray, not just these two. To normalize a set of arrays, they have to contain the same content, and these two arrays have different content, so normalizing together doesn't make sense.

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Thank you for the reply. Will it be correct if I normalize them individually and then scoop out the common miRNAs between them and then proceed to differential regulation analysis?

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It depends. If you have analyzed the same sample types on each array, then you could normalize separately, subset to the overlapping probes and then analyze using a batch effect. An alternative would be to use meta-analysis instead, say with the GeneMeta package.

If however you have something like all the treated samples on one array and the controls on the other, then there is no way to distinguish technical differences (which will predominate) from real biological differences. If that is the case then the experiment is pretty much dead on arrival.

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