ID1 and pancreatic adenocarcinoma: ID1 has emerged as a pivotal regulator in PAAD progression, where its overexpression correlates with enhanced proliferation capacity, invasive potential, and stem-like properties——key hallmarks of aggressive disease progression (12, 21, 25–27, 29, 30).