Large gene expression studies typically contain some unwanted variation factors. These factors can arise from technical phenomenons (batch effect, platform effect...) or from biological signals which are unrelated to the factor of interest in a study (heterogeneity in ages, ethnic groups...). Our objective is to remove these unwanted variation factors without losing the factor of interest. This...