•The molecular interpretation of rare diseases is a challenging task•Multilayer networks allow patient stratification and explainability•We identify subgroup-specific genes multilayer associations in medulloblastoma•Multilayer community analysis enables the Multilayer interpreting basis diseases, which particularly where number cases small compared with size associated multi-omics datasets. In ...