These results suggest that the acidic TME promotes the upregulation of Linc01559 in duodenal adenocarcinoma by influencing macrophage activation, which in turn drives malignant phenotypes such as stemness, invasion, metastasis, and apoptosis. Here, LINC01559 is linked to duodenal adenocarcinoma.