of rare variant effects and do not consider other scenarios (Figure 2) or the influence of LD structure among multiple common and rare variants (of the type that might create ‘synthetic associations’85). In addition, studies so far have not considered tests within a hierarchical collapsing framework that leverages functional annotations of genomic regions to separate truly causal variants from collections of rare variants that merely contain causal variants.