MDK has been reported to promote M2-like macrophage polarization through the MDK-LRP1 axis in gallbladder cancer (31), leptomeningeal metastasis (32), and clear cell renal cell carcinoma (33), contributing to poor prognosis. The gene discussed is LRP1; the disease is gallbladder cancer.