First, leveraging cell-specific gene expression data, we constructed two distinct molecular networks, a TF–target network for cancer-associated fibroblasts (CAFs) and a multi-interaction network for tumor cells, incorporating both ligand–TF interactions and TF–target interactions (details in Supplementary Methods 4). This evidence concerns the gene TF and cancer.