Detecting and visualizing nonlinear interaction effects of single nucleotide polymorphisms (SNPs) or epistatic interactions are important topics in bioinformatics since they play an important role in unraveling the mystery of missing heritability. However, related studies are almost limited to pairwise epistatic interactions due to their methodological and computational challenges.