Fig. 2

A GNN-based signaling pathway identification framework: feature interactions in histopathological images are modeled using GNN methods, and a Gene–Pathway Heterogeneous Graph Structure is constructed based on inter-group relationships among signaling pathway-associated Gene groups, with prior knowledge leveraged to assist in the prediction of pathways and genes.