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merge microarray from different platforms for differentially expressed gene analysis

Hi, I want to merge microarrays from different platforms to analyze differentially expressed genes, should I do something or just merge them and remove batch effect, for example I want to merge the microarrays from the GPL570 and GPL11532. Any guidance is appreciated!

merge differential microarray genetic analysis

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