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How to estimate batch effect in microarray gene expression data?

I have microarray gene expression data and their labels for a supervised tasks and some sample info, how can I estimate the batch effect?

gene-expression batch-effect

what kind of gene expression data?

RNA-seq or microarray?

batch effect usually arises during analysis of cross-platform datasets

Microarray. I have updated the question

so you have microarray datasets from different platforms.

you can normalize their quantile wrt reference sample , and batch effect would be removed . Removed batch effect is estimation of batch effect.

1 answer

If you are looking for a tool then COMBAT is the answer.

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