I know that expression data generated by different experiments cannot be combined directly for downstream analysis due to “batch-effects”. My question is very straight forward. Is batch effect removal necessary before merging normalized microarray datasets that use the same Affymetrix platform but different chip types, say HG-U133A and HG-U133PLUS2. Or simple merging can solve the purpose?
All kind suggestions will be appreciated.