Particularly, the MDK signaling pathway demonstrated stronger activity in the high-risk group, with bidirectional signal exchanges established between high-risk cancer cells and hepatocytes, potentially promoting tumor growth and microenvironment remodeling. This evidence concerns the gene MDK and neoplasm.