This review synthesizes recent mechanistic and translational findings on LEM-D proteins in cancer, highlighting isoform-specific functions, context-dependent oncogenic versus tumor-suppressive roles, and convergence on key pathways such as Wnt/β-catenin, PI3K/AKT, MAPK, and TGF-β signaling. Here, TGFB1 is linked to cancer.