In-depth study of the specific mechanisms by which TSPAN4+ fibroblasts regulate immune responses and extracellular matrix remodeling using spatial transcriptomics will be essential for the development of targeted therapeutic strategies against pancreatic cancer (76). Here, TSPAN4 is linked to familial pancreatic carcinoma.