Next, we explored cell-cell communication between cells in the pancreatic ductal adenocarcinoma (PDAC) microenvironment which reveals a strong correlation between tumour macrophages and CD8+ T cells, emphasising the cross-talk between potentially suppressive TAMs and effector T cells (online supplemental figure 1C,D). Here, CD8A is linked to pancreatic ductal adenocarcinoma.