“…Rare genetic variants, imbalanced case control ratios, phenotypic outliers (Stranger et al, ), or non‐normally distributed phenotypes can lead to scenarios in which standard asymptotic theory does not provide reliable results. For some test statistics of interest, for example in gene‐based/region‐based analysis (Chen, Hsu, Gamazon, Cox, & Nicolae, ; Lee, Abecasis, Boehnke, & Lin, ; Liu et al, ; Mishra & Macgregor, ), the asymptotic distribution of the test statistic is even not tractable and permutation/simulation procedures have to be applied, which can be computationally challenging (Malik et al, ; Sugasawa, Noma, Otani, Nishino, & Matsui, ).…”