Gene-based testing is a commonly employed strategy in many genetic association studies. Gene-trait associations can be complex due to underlying population heterogeneity, gene-environment interactions, and various other reasons. Existing gene-based tests, such as burden sequence kernel tests (SKAT), are mean-based may miss or underestimate higher-order that could scientifically interesting. In ...