ANGPTL4 and cancer: In summary, our study sheds light on the transcriptional dynamics of fibroblasts in early pancreatic carcinogenesis and sets the stage for future investigations into the mechanisms driving fibroblast-mediated expression of Angptl4 and ECM genes, along with their potential roles in crosstalk with pre-neoplastic cells during early cancer development.