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. Here, MGMT is linked to glioblastoma.