Short term survival samples are enriched for SMA,VIM, and PDGFR CAFs, and show more crosstalk between CAF APOE and tumor LRP5 at the tumor-stroma interface, supported by staining and in vitro experiments (Ferri-Borgogno et al., 2023). The gene discussed is LRP5; the disease is neoplasm.