These findings confirm the preferential localization of MES-like tumor cells and GPNMB+ MDMs within the PAN niche, while highlighting the enrichment of ICAM1+ MDMs and COL6A3+ TAFs in the MVP niche. Here, COL6A3 is linked to neoplasm.