Our data highlight a number of factors that should be considered when designing array studies. For large cohort studies, it is important that all experiments are processed in one facility. Even though the data from different sites can be quite similar, they still differ enough to create problems in association analyses. It is also clear that comparison of data sets resulting from different platforms and/or different analytic tools will cause problems in association analyses and may create false association signals.