In contrast to popular single variant meta-analysis methods, such as implemented in METAL (Willer et al., 2010), our new approach is expected to provide more power for analysis of rare variants (Liu et al., 2014). We hope RAREMETAL will accelerate the discovery of trait-associated rare variants, leading to insights into human biology.