Resampling and permutation based approaches, for example, can help to establish meaningful significance cutoffs (Westfall and Young 1993; Tusher et al 2001; Segal et al 2003; Storey and Tibshirani 2003).
However, signals in such data sets are too subtle to yield statistics that pass rigorous sig- nifi cance cutoffs.