In this study, we focused on the interactions between FAP+ fibroblasts and SPP1+ macrophages within the PCa TME, combining scRNA-seq and ST with functional network analysis to reveal their spatial colocalization and molecular crosstalk. Here, FAP is linked to posterior cortical atrophy.