In the current study, we identified CAFs as the main drivers of the CXCL16–CXCR6 axis in MPE, attributed to their elevated CXCL16 expression, aligning with the well-known secretory characteristics of CAFs in tumor environment18. This evidence concerns the gene CXCL16 and neoplasm.