High-throughput gene expression platforms are powerful techniques but are quite susceptible to variations, either be from biological or technical sources. This is a non-exhaustive list of possible variation sources:
Because of this, it is best to verify before hand the quality of the data before getting into the normalization/summeraization process and the following analysis process. Replicates showing excessive variations will induce problems afterward, creating excessive noise in the data.