Transfer learning reveals cancer-associated fibroblasts are associated with epithelial-mesenchymal transition and inflammation in cancer cells in pancreatic ductal adenocarcinoma.

Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy characterized by an immunosuppressive tumor microenvironment enriched with cancer associated fibroblasts (CAFs). This study utilized a convergence approach to identify tumor cell and CAF interactions through the integration of single-cell data from human tumors with human organoid co-culture experiments. Analysis of a comprehensive atlas of PDAC single-cell RNA sequencing (scRNA-seq) data indicated that CAF density is associated with increased inflammation and epithelial-mesenchymal transition (EMT) in epithelial cells. Transfer learning using transcriptional data from patient-derived organoid and CAF co-cultures provided in silico validation of CAF induction of inflammatory and EMT epithelial cell states. Further experimental validation in co-cultures demonstrated integrin beta 1 (ITGB1) and vascular endothelial factor A (VEGF-A) interactions with neuropilin-1 (NRP1) mediating CAF-epithelial cell crosstalk. Together, this study introduces transfer learning from human single-cell data to organoid co-culture analyses for experimental validation of discoveries of cell-cell crosstalk and identifies fibroblast-mediated regulation of EMT and inflammation.