The CellChat-inferred ligand–receptor pairs highlight putative communication axes (e.g., HLA–CD8B, CD22–PTPRC, and ANXA1–FPR1) that could mediate pathogenic inflammation or immune regulation in pancreatitis. This evidence concerns the gene FPR1 and pancreatitis.