In this study, we identified a spatial architecture for the regulation of CD8+ T cells and deciphered a novel immune evasion mechanism of pancreatic ductal adenocarcinoma in a topologically regulated manner. Here, CD8A is linked to pancreatic ductal adenocarcinoma.