Notably, MES-like tumor cells and GPNMB+ MDMs were predominantly localized to peri-necrotic regions, whereas ICAM1+ MDMs, COL6A3+ TAFs, and endothelial cells were enriched in peri-vascular areas. The gene discussed is COL6A3; the disease is neoplasm.