Utilizing single-cell RNA sequencing and spatial transcriptomics, this study identified migrator-associated genes, including TSPAN4 and ITGA5, as critical regulators of fibroblast function in pancreatic cancer. This evidence concerns the gene TSPAN4 and pancreatic neoplasm.