IDH1 and glioblastoma: Somatic drivers and copy number states provide complementary constraints on pathway dependence and can be incorporated as inputs to shared latent representations; for example, modeling interactions between EGFR and ALK alterations in LUAD, or conditioning on IDH1 status and MGMT promoter methylation in GBM when evaluating temozolomide response.