Early warning and diagnosis of liver cancer based on dynamic network biomarker and deep learning

CONCLUSION: The integration of DNB analysis and GCN demonstrates potential for the early detection of complex diseases by capturing network structures and molecular features that conventional biomarker discovery methods overlook. The approach warrants further development and …