The detection of weak and rare effects in large amounts data arises a number modern analysis problems. Known results show that this situation the potential statistical inference is severely limited by large-scale multiple testing inherent these Here, we fundamentally more powerful possible when there some structure signal can be exploited, for example, if clustered many small blocks, as case re...