Overall, key cell subsets including OMD+ fibroblasts, CCL2+ macrophages, and S100A2+ tumor cells might collectively contribute to a pro-tumor microenvironment conducive to LNM in PDAC. This evidence concerns the gene CCL2 and neoplasm.