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Compare between microarray data sets

Hello, everyone, I downloaded 6 data sets from GEO but they are not in the same form of normalisation, now I want to combine to the expression matrix to compare the expression data. Should I re-normalize the data again and how should I do it? Is it possible to compare those time in log2 normalisation form? Your help is really appreciated!

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microarray

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