The patterns of allelic architecture uncovered mean that replication efforts will need to feature comparably large sample sizes: even if one accepts more relaxed significance thresholds given the prior evidence, one has to consider the inflation in effect-size estimates in the primary study. Caution is required in reaching negative conclusions on the basis of a single failed attempt at replication, or any set of replication attempts that are inadequately powered.